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Publikationen

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Decker T, Patel H, Schüssler M and Nelles O (2021), "Neural Networks with different Dynamics Realizations for the Bouc-Wen Benchmark Problem", In Workshop on Nonlinear System Identification Benchmarks. Eindhoven, Netherlands, April, 2021.

[BibTeX]
BibTeX: 
@inproceedings{Decker2021,
  author = {Decker, Tim and Patel, Hiren and Schüssler, Max and Nelles, Oliver},
  title = {Neural Networks with different Dynamics Realizations for the Bouc-Wen Benchmark Problem},
  booktitle = {Workshop on Nonlinear System Identification Benchmarks},
  year = {2021}
}
Illg C, Decker T, Thielmann J and Nelles O (2021), "Adaptive Model Predictive Control with Finite Impulse Response Models", In Proceedings - 31th Workshop Computational Intelligence. , pp. 149-168.

[BibTeX]
BibTeX: 
@inproceedings{Illg2021CI,
  author = {Illg, Christopher and Decker, Tim and Thielmann, Jonas and Nelles, Oliver},
  title = {Adaptive Model Predictive Control with Finite Impulse Response Models},
  booktitle = {Proceedings - 31th Workshop Computational Intelligence},
  year = {2021},
  pages = {149--168}
}
Peter TJ, Schüssler M, Rüschen D and Nelles O (2021), "Identification of a potable water system", at - -Automatisierungstechnik., September, 2021. Vol. 69(10), pp. 870-879.

[BibTeX]
BibTeX: 
@article{peter2021at,
  author = {Peter, Timm J. and Schüssler, Max and Rüschen, Daniel and Nelles, Oliver},
  title = {Identification of a potable water system},
  journal = {at - -Automatisierungstechnik},
  year = {2021},
  volume = {69},
  number = {10},
  pages = {870--879}
}
Schüssler M and Nelles O (2021), "Extrapolation Behavior Comparison of Nonlinear State Space Models", IFAC-PapersOnLine. Vol. 54(7), pp. 487-492.

[Abstract] [BibTeX] [DOI] [URL]
Abstract: The extrapolation behavior and its consequences of two different state space models is studied. More specifically, the extrapolation behavior of the local model state space network (LMSSN) is compared to the polynomial nonlinear state space model (PNLSS). Both approaches represent favorable alternatives in the light of their results on recent benchmark studies. The models are compared with regards to their static extrapolation behavior and their tendency to erratic behavior if test amplitudes grow larger than training amplitudes. It is shown on a Hammerstein and Wiener artificial test process that the PNLSS shows severe shortcomings concerning stability when operated close to or outside the boundaries in which it was trained. The LMSSN instead shows more favorable behavior in extrapolation and does only exhibit minor erratic behavior. If the process is inherently polynomial in some way, the PNLSS outperforms other models in extrapolation, as shown on the Silverbox benchmark test.
BibTeX: 
@article{Schuessler2021b,
  author = {Max Schüssler and Oliver Nelles},
  title = {Extrapolation Behavior Comparison of Nonlinear State Space Models},
  journal = {IFAC-PapersOnLine},
  year = {2021},
  volume = {54},
  number = {7},
  pages = {487-492},
  note = {19th IFAC Symposium on System Identification SYSID 2021},
  url = {https://www.sciencedirect.com/science/article/pii/S2405896321011812},
  doi = {10.1016/j.ifacol.2021.08.407}
}
Schüssler M and Nelles O (2021), "Optimization Approaches for Nonlinear State Space Models", IEEE Control Systems Letters. Vol. 5(4), pp. 1375-1380.

[BibTeX] [DOI] [URL]
BibTeX: 
@article{Schuessler2021,
  author = {Max Schüssler and Oliver Nelles},
  title = {Optimization Approaches for Nonlinear State Space Models},
  journal = {IEEE Control Systems Letters},
  year = {2021},
  volume = {5},
  number = {4},
  pages = {1375-1380},
  url = {https://ieeexplore.ieee.org/document/9257417},
  doi = {10.1109/LCSYS.2020.3037682}
}
Voigt T, Kohlhase M and Nelles O (2021), "Incremental DoE and Modeling Methodology with Gaussian Process Regression: An Industrially Applicable Approach to Incorporate Expert Knowledge", Mathematics. Vol. 9(19), pp. 2479. Multidisciplinary Digital Publishing Institute.

[BibTeX]
BibTeX: 
@article{voigt2021incremental,
  author = {Voigt, Tim and Kohlhase, Martin and Nelles, Oliver},
  title = {Incremental DoE and Modeling Methodology with Gaussian Process Regression: An Industrially Applicable Approach to Incorporate Expert Knowledge},
  journal = {Mathematics},
  publisher = {Multidisciplinary Digital Publishing Institute},
  year = {2021},
  volume = {9},
  number = {19},
  pages = {2479}
}
Voigt T, SCHONE M, Kohlhase M, Nelles O and Kuhn M (2021), "Space-Filling Designs for Experiments with Assembled Products", In 2021 3rd International Conference on Management Science and Industrial Engineering. , pp. 192-199.

[BibTeX]
BibTeX: 
@inproceedings{voigt2021space,
  author = {Voigt, Tim and SCHONE, MARVIN and Kohlhase, Martin and Nelles, Oliver and Kuhn, Martin},
  title = {Space-Filling Designs for Experiments with Assembled Products},
  booktitle = {2021 3rd International Conference on Management Science and Industrial Engineering},
  year = {2021},
  pages = {192--199}
}
Bamberger K, Carolus T, Belz J and Nelles O (2020), "Development, Validation, and Application of an Optimization Scheme for Impellers of Centrifugal Fans Using Computational Fluid Dynamics-Trained Metamodels", Journal of Turbomachinery. Vol. 142(11) American Society of Mechanical Engineers Digital Collection.

[BibTeX]
BibTeX: 
@article{Nelles_Belz_2020,
  author = {Bamberger, Konrad and Carolus, Thomas and Belz, Julian and Nelles, Oliver},
  title = {Development, Validation, and Application of an Optimization Scheme for Impellers of Centrifugal Fans Using Computational Fluid Dynamics-Trained Metamodels},
  journal = {Journal of Turbomachinery},
  publisher = {American Society of Mechanical Engineers Digital Collection},
  year = {2020},
  volume = {142},
  number = {11}
}
Mayer A, Eisemann E, Pauli F and Nelles O (2020), "Synthesis of Representative Driving Cycles with Respect to Time-Dependent Load Conditions", In 2020 Forum on Integrated and Sustainable Transportation Systems (FISTS). , pp. 176-183.

[BibTeX]
BibTeX: 
@inproceedings{mayer2020synthesis,
  author = {Mayer, Andre and Eisemann, Evelyn and Pauli, Felix and Nelles, Oliver},
  title = {Synthesis of Representative Driving Cycles with Respect to Time-Dependent Load Conditions},
  booktitle = {2020 Forum on Integrated and Sustainable Transportation Systems (FISTS)},
  year = {2020},
  pages = {176--183}
}
Münker T, Kampmann G, Schüssler M and Nelles O (2020), "System Identification and Control of a Polymer Reactor", In IFAC World Congress. Berlin, Germany

[BibTeX]
BibTeX: 
@inproceedings{SysIdPolyReacIFAC2020,
  author = {Münker, Tobias and Kampmann, Geritt and Schüssler, Max and Nelles, Oliver},
  title = {System Identification and Control of a Polymer Reactor},
  booktitle = {IFAC World Congress},
  year = {2020}
}
Peter TJ and Nelles O (2020), "A new criterion for Latin hypercube optimization", In Proceedings - 30th Workshop Computational Intelligence. Berlin, Germany, November, 2020. , pp. 229-245.

[BibTeX]
BibTeX: 
@inproceedings{Peter2020CI,
  author = {Peter, Timm J. and Nelles, Oliver},
  title = {A new criterion for Latin hypercube optimization},
  booktitle = {Proceedings - 30th Workshop Computational Intelligence},
  year = {2020},
  pages = {229-245}
}
Schüssler M and Nelles O (2020), "Optimization Approaches for Nonlinear State Space Models", IEEE Control Systems Letters. Vol. 5(4), pp. 1375-1380. IEEE.

[BibTeX]
BibTeX: 
@article{schussler2020optimization,
  author = {Schüssler, Max and Nelles, Oliver},
  title = {Optimization Approaches for Nonlinear State Space Models},
  journal = {IEEE Control Systems Letters},
  publisher = {IEEE},
  year = {2020},
  volume = {5},
  number = {4},
  pages = {1375--1380}
}
Voigt T, Kohlhase M and Nelles O (2020), "Incremental Latin Hypercube Additive Design for LOLIMOT", In 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). Vol. 1, pp. 1602-1609.

[BibTeX]
BibTeX: 
@inproceedings{voigt2020incremental,
  author = {Voigt, Tim and Kohlhase, Martin and Nelles, Oliver},
  title = {Incremental Latin Hypercube Additive Design for LOLIMOT},
  booktitle = {2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)},
  year = {2020},
  volume = {1},
  pages = {1602--1609}
}
Gletter C, Mayer A, Kallo J, Winsel T and Nelles O (2019), "A Novel Approach for Development of Neural Network based Electrical Machine Models for HEV System-level Design Optimization", In 5th International Conference on Vehicle Technology and Intelligent Transport Systems. Crete, Greece, May, 2019.

[BibTeX]
BibTeX: 
@inproceedings{Mayer:2019,
  author = {Gletter, Christian and Mayer, Andre and Kallo, Josef and Winsel, Thomas and Nelles, Oliver},
  title = {A Novel Approach for Development of Neural Network based Electrical Machine Models for HEV System-level Design Optimization},
  booktitle = {5th International Conference on Vehicle Technology and Intelligent Transport Systems},
  year = {2019}
}
Heinz TO, Ebert T and Nelles O (2019), "Pole Determination for Takagi-Sugeno Fuzzy Laguerre Models", In International Conference on Fuzzy Systems: FUZZ-IEEE. New Orleans, Lousiana, USA, June, 2019.

[BibTeX]
BibTeX: 
@inproceedings{Heinz2019PoleDet,
  author = {Heinz, Tim Oliver and Ebert, Tobias and Nelles, Oliver},
  title = {Pole Determination for Takagi-Sugeno Fuzzy Laguerre Models},
  booktitle = {International Conference on Fuzzy Systems: FUZZ-IEEE},
  year = {2019}
}
Heinz TO and Nelles O (2019), "Data Distribution Assessment and Optimal Splitting of Data Sets", In 23rd World Multi-Conference on Systemics, Cybernetics and Informatics: WMSCI. Orlando, Florida, USA, July, 2019. Vol. 3, pp. 103-108.

[BibTeX]
BibTeX: 
@inproceedings{Heinz2019WMSCI,
  author = {Heinz, Tim Oliver and Nelles, Oliver},
  editor = {Nagib Callaos and Elina Gaile-Sarkane and Bruce Peoples and Belkis Sanchez and Michael Savoie},
  title = {Data Distribution Assessment and Optimal Splitting of Data Sets},
  booktitle = {23rd World Multi-Conference on Systemics, Cybernetics and Informatics: WMSCI},
  year = {2019},
  volume = {3},
  pages = {103--108}
}
Mayer A, Gletter C, Nelles O, Kallo J and Winsel T (2019), "Two-Dimensional ECMS for System Analysis of Hybrid Concepts featuring Two Electric Traction Motors", In 2019 International Symposium on Systems Engineering (ISSE). , pp. 1-8.

[BibTeX]
BibTeX: 
@inproceedings{Mayer2019two,
  author = {Mayer, Andre and Gletter, Christian and Nelles, Oliver and Kallo, Josef and Winsel, Thomas},
  title = {Two-Dimensional ECMS for System Analysis of Hybrid Concepts featuring Two Electric Traction Motors},
  booktitle = {2019 International Symposium on Systems Engineering (ISSE)},
  year = {2019},
  pages = {1--8}
}
Peter T, Kekec D and Nelles O (2019), "Distribution-Based Splitting of Datasets", In Proceedings, 29th Workshop on Computational Intelligence. Dortmund, Germany, November, 2019. , pp. 119–134.

[BibTeX]
BibTeX: 
@inproceedings{Peter2019CI,
  author = {Peter, Timm and Kekec, Dennis and Nelles, Oliver},
  title = {Distribution-Based Splitting of Datasets},
  booktitle = {Proceedings, 29th Workshop on Computational Intelligence},
  year = {2019},
  pages = {119–134}
}
Peter TJ and Nelles O (2019), "Fast and simple dataset selection for machine learning", at -- Automatisierungstechnik., September, 2019. Vol. 67(10), pp. 833-842.

[BibTeX]
BibTeX: 
@article{Peter2019at,
  author = {Peter, Timm J. and Nelles, Oliver},
  title = {Fast and simple dataset selection for machine learning},
  journal = {at -- Automatisierungstechnik},
  year = {2019},
  volume = {67},
  number = {10},
  pages = {833--842}
}
Schüssler M, Heinz TO and Nelles O (2019), "Local Model State Space Networks for Hysteresis Identification", In Nonlinear System Identification Benchmarks Workshop. Eindhoven, Netherlands, April, 2019.

[BibTeX]
BibTeX: 
@inproceedings{SchuesslerNLSB2019,
  author = {Schüssler, Max and Heinz, Tim O. and Nelles, Oliver},
  title = {Local Model State Space Networks for Hysteresis Identification},
  booktitle = {Nonlinear System Identification Benchmarks Workshop},
  year = {2019}
}
Schüssler M, Münker T and Nelles O (2019), "Deep Recurrent Neural Networks for Nonlinear System Identification", In IEEE Symposium Series on Computational Intelligence (SSCI). Xiamen, China, Dec., 2019.

[BibTeX]
BibTeX: 
@inproceedings{SchuesslerSSCI2019,
  author = {Schüssler, Max and Münker, Tobias and Nelles, Oliver},
  title = {Deep Recurrent Neural Networks for Nonlinear System Identification},
  booktitle = {IEEE Symposium Series on Computational Intelligence (SSCI)},
  year = {2019}
}
Schüssler M, Münker T and Nelles O (2019), "Local Model Networks for the Identification of Nonlinear State Space Models", In IEEE Conference on Decision and Control (CDC). Nice, France, Dec, 2019.

[BibTeX]
BibTeX: 
@inproceedings{SchuesslerCDC2019,
  author = {Schüssler, Max and Münker, Tobias and Nelles, Oliver},
  title = {Local Model Networks for the Identification of Nonlinear State Space Models},
  booktitle = {IEEE Conference on Decision and Control (CDC)},
  year = {2019}
}
Schüssler M and Nelles O (2019), "Comparison of Extrapolation Behavior between Different State Space Models", In Proceedings -- 29th Workshop Computational Intelligence. Dortmund, Germany, Nov., 2019.

[BibTeX]
BibTeX: 
@inproceedings{SchuesslerCI2019,
  author = {Schüssler, Max and Nelles, Oliver},
  title = {Comparison of Extrapolation Behavior between Different State Space Models},
  booktitle = {Proceedings -- 29th Workshop Computational Intelligence},
  year = {2019}
}
Belz J, Bamberger K, Nelles O and Carolus T (2018), "Goal-Oriented Active Learning with Local Model Networks", International Journal of Computational Methods and Experimental Measurements. Vol. 6(4), pp. 785-796.

[BibTeX]
BibTeX: 
@article{Belz:2018aa,
  author = {Belz, Julian and Bamberger, Konrad and Nelles, Oliver and Carolus, Thomas},
  title = {Goal-Oriented Active Learning with Local Model Networks},
  journal = {International Journal of Computational Methods and Experimental Measurements},
  year = {2018},
  volume = {6},
  number = {4},
  pages = {785--796}
}
Decker T and Nelles O (2018), "Local Gaussian Process Model Networks", In Proceedings - 28th Workshop Computational Intelligence. Dortmund, Germany, November, 2018. , pp. 235-256.

[BibTeX]
BibTeX: 
@inproceedings{Decker:2018,
  author = {Decker, Tim and Nelles, Oliver},
  title = {Local Gaussian Process Model Networks},
  booktitle = {Proceedings - 28th Workshop Computational Intelligence},
  year = {2018},
  pages = {235--256}
}
Heinz TO, Münker T and Nelles O (2018), "Identification of Hysteric Behavior Using NOBF Local Model Networks", In Nonlinear System Identification Benchmarks Workshop.

[BibTeX]
BibTeX: 
@inproceedings{heinz2018identification,
  author = {Heinz, Tim O. and Münker, Tobias and Nelles, Oliver},
  title = {Identification of Hysteric Behavior Using NOBF Local Model Networks},
  booktitle = {Nonlinear System Identification Benchmarks Workshop},
  year = {2018}
}
Heinz TO and Nelles O (2018), "Excitation signal design for nonlinear dynamic systems with multiple inputs - A data distribution approach", at -- Automatisierungstechnik., September, 2018. Vol. 66(9), pp. 714-724.

[BibTeX]
BibTeX: 
@article{heinz2018ExcitationSignalAT,
  author = {Heinz, Tim O. and Nelles, Oliver},
  title = {Excitation signal design for nonlinear dynamic systems with multiple inputs - A data distribution approach},
  journal = {at -- Automatisierungstechnik},
  year = {2018},
  volume = {66},
  number = {9},
  pages = {714--724}
}
Münker T, Belz J and Nelles O (2018), "Improved Incorporation of Prior Knowledge for Regularized FIR Model Identification", In 2018 Annual American Control Conference (ACC). Milwaukee, WI , pp. 1090-1095.

[BibTeX]
BibTeX: 
@inproceedings{muenker2018_acc,
  author = {Münker, Tobias and Belz, Julian and Nelles, Oliver},
  title = {Improved Incorporation of Prior Knowledge for Regularized FIR Model Identification},
  booktitle = {2018 Annual American Control Conference (ACC)},
  year = {2018},
  pages = {1090--1095}
}
Münker T and Nelles O (2018), "Nonlinear system identification with regularized local FIR model networks", Engineering Applications of Artificial Intelligence. Vol. 67, pp. 345-354. Pergamon.

[BibTeX]
BibTeX: 
@article{munker2018nonlinear,
  author = {Münker, Tobias and Nelles, Oliver},
  title = {Nonlinear system identification with regularized local FIR model networks},
  journal = {Engineering Applications of Artificial Intelligence},
  publisher = {Pergamon},
  year = {2018},
  volume = {67},
  pages = {345--354}
}
Münker T and Nelles O (2018), "Sensitive order selection via identification of regularized FIR models with impulse response preservation", In 2018 IFAC Symposium on System Identification (SYSID). Stockholm, Sweden Vol. 51, pp. 197-202. Elsevier.

[BibTeX]
BibTeX: 
@inproceedings{munker2018sensitive,
  author = {Münker, Tobias and Nelles, Oliver},
  title = {Sensitive order selection via identification of regularized FIR models with impulse response preservation},
  booktitle = {2018 IFAC Symposium on System Identification (SYSID)},
  publisher = {Elsevier},
  year = {2018},
  volume = {51},
  pages = {197--202}
}
Münker T, Peter T and Nelles O (2018), "Gray-Box Identification with Regularized FIR Models", at -- Automatisierungstechnik., September, 2018. Vol. 66(9), pp. 704-713.

[BibTeX]
BibTeX: 
@article{Muenker:at,
  author = {Münker, Tobias and Peter, Timm and Nelles, Oliver},
  title = {Gray-Box Identification with Regularized FIR Models},
  journal = {at -- Automatisierungstechnik},
  year = {2018},
  volume = {66},
  number = {9},
  pages = {704--713}
}
Peter T and Nelles O (2018), "Gray-Box Regularized FIR Modeling for Linear System Identification", In Proceedings, 28th Workshop on Computational Intelligence. Dortmund, Germany, November, 2018. , pp. 113-128.

[BibTeX]
BibTeX: 
@inproceedings{Peter:2018,
  author = {Peter, Timm and Nelles, Oliver},
  title = {Gray-Box Regularized FIR Modeling for Linear System Identification},
  booktitle = {Proceedings, 28th Workshop on Computational Intelligence},
  year = {2018},
  pages = {113--128}
}
Steffen L and Nelles O (2018), "Editorial Isermann's 80. Birthday", at -- Automatisierungstechnik., September, 2018. Vol. 66(9), pp. 688-689.

[BibTeX]
BibTeX: 
@article{Leo_Nelles,
  author = {Leonhardt Steffen and Nelles, Oliver},
  title = {Editorial Isermann's 80. Birthday},
  journal = {at -- Automatisierungstechnik},
  year = {2018},
  volume = {66},
  number = {9},
  pages = {688--689}
}
Belz J, Münker T, Heinz TO, Kampmann G and Nelles O (2017), "Automatic Modeling with Local Model Networks for Benchmark Processes", In Proceedings of the 20th IFAC World Congress. Toulouse, France, July, 2017. , pp. 472-477.

[BibTeX]
BibTeX: 
@conference{Belz:2017ab,
  author = {Belz, Julian and Münker, Tobias and Heinz, Tim O. and Kampmann, Geritt and Nelles, Oliver},
  title = {Automatic Modeling with Local Model Networks for Benchmark Processes},
  booktitle = {Proceedings of the 20th IFAC World Congress},
  year = {2017},
  pages = {472--477}
}
Belz J and Nelles O (2017), "Normalized L1 Regularization for Axis-Oblique Tree Construction Algorithms", In IEEE Symposium Series on Computational Intelligence (SSCI). Hawaii, USA , pp. 1-7.

[BibTeX]
BibTeX: 
@inproceedings{Belz:2017ad,
  author = {Belz, Julian and Nelles, Oliver},
  title = {Normalized L1 Regularization for Axis-Oblique Tree Construction Algorithms},
  booktitle = {IEEE Symposium Series on Computational Intelligence (SSCI)},
  year = {2017},
  pages = {1--7}
}
Belz J and Nelles O (2017), "Order of Experimentation and Advisability of Corner Measurements", at -- Automatisierungstechnik., March, 2017. Vol. 65(3), pp. 156-166.

[BibTeX]
BibTeX: 
@article{Belz:2017ac,
  author = {Belz, Julian and Nelles, Oliver},
  title = {Order of Experimentation and Advisability of Corner Measurements},
  journal = {at -- Automatisierungstechnik},
  year = {2017},
  volume = {65},
  number = {3},
  pages = {156--166}
}
Belz J, Nelles O, Schwingshackl D, Rehrl J and Horn M (2017), "Order Determination and Input Selection with Local Model Networks", In Proceedings of the 20th IFAC World Congress. Toulouse, France , pp. 7588-7593.

[BibTeX]
BibTeX: 
@conference{Belz:2017aa,
  author = {Belz, Julian and Nelles, Oliver and Schwingshackl, Daniel and Rehrl, Jakob and Horn, Martin},
  title = {Order Determination and Input Selection with Local Model Networks},
  booktitle = {Proceedings of the 20th IFAC World Congress},
  year = {2017},
  pages = {7588--7593}
}
Bergmann L, Rüschen D, Amacher R, Nelles O, Leonhardt S and Walter M (2017), "Arbeitspunktabhängige Durchflussregelung einer rotatorischen Blutpumpe", Forschung im Ingenieurwesen., Oct, 2017.

[BibTeX] [DOI] [URL]
BibTeX: 
@article{Bergmann2017,
  author = {Bergmann, Lukas and Rüschen, Daniel and Amacher, Raffael and Nelles, Oliver and Leonhardt, Steffen and Walter, Marian},
  title = {Arbeitspunktabhängige Durchflussregelung einer rotatorischen Blutpumpe},
  journal = {Forschung im Ingenieurwesen},
  year = {2017},
  url = {https://doi.org/10.1007/s10010-017-0254-9},
  doi = {10.1007/s10010-017-0254-9}
}
Heinz TO, Belz J and Nelles O (2017), "Design of Experiments -- Combining Linear and Nonlinear Inputs", In Proceedings 27. Workshop Computational Intelligence., November, 2017. , pp. 211-226. KIT Scientific Publishing.

[BibTeX]
BibTeX: 
@conference{heinz2017xzDoE,
  author = {Heinz, Tim O. and Belz, Julian and Nelles, Oliver},
  editor = {Hoffman, Frank and Hüllermeier, Eike and Mikut, Ralf},
  title = {Design of Experiments -- Combining Linear and Nonlinear Inputs},
  booktitle = {Proceedings 27. Workshop Computational Intelligence},
  publisher = {KIT Scientific Publishing},
  year = {2017},
  pages = {211--226}
}
Heinz TO and Nelles O (2017), "Iterative Excitation Signal Design for Nonlinear Dynamic Black-Box Models", Procedia Computer Science. , pp. 1054-1061.

[BibTeX]
BibTeX: 
@article{heinz2017omnipusKES,
  author = {Heinz, Tim O. and Nelles, Oliver},
  title = {Iterative Excitation Signal Design for Nonlinear Dynamic Black-Box Models},
  journal = {Procedia Computer Science},
  year = {2017},
  pages = {1054--1061}
}
Heinz TO, Schillinger M, Hartmann B and Nelles O (2017), "Excitation Signal Design for Nonlinear Dynamic Systems", In International Calibration Conference - Automotive Data Analytics, Methods, DoE., May, 2017. , pp. 191-208. expertVerlag.

[BibTeX]
BibTeX: 
@conference{Heinz2017OMNIPUSiav,
  author = {Heinz, Tim O. and Schillinger, Mark and Hartmann, Benjamin and Nelles, Oliver},
  editor = {Röpke, Karsten and Gühmann, Clemens},
  title = {Excitation Signal Design for Nonlinear Dynamic Systems},
  booktitle = {International Calibration Conference - Automotive Data Analytics, Methods, DoE},
  publisher = {expertVerlag},
  year = {2017},
  pages = {191--208}
}
Münker T, Heinz TO and Nelles O (2017), "Hierarchical model predictive control for Local Model Networks", In American Control Conference (ACC), 2017. , pp. 5026-5031.

[BibTeX]
BibTeX: 
@inproceedings{munker2017hierarchical,
  author = {Münker, Tobias and Heinz, Tim O. and Nelles, Oliver},
  title = {Hierarchical model predictive control for Local Model Networks},
  booktitle = {American Control Conference (ACC), 2017},
  year = {2017},
  pages = {5026--5031}
}
Münker T, Heinz TO and Nelles O (2017), "Regularized Local FIR Model Networks for a Bouc-Wen and a Wiener-Hammerstein System", In Workshop on Nonlinear System Identification Benchmarks., April, 2017. , pp. 33.

[BibTeX]
BibTeX: 
@conference{muenker2017BenchmarkBrussels,
  author = {Münker, Tobias and Heinz, Tim O. and Nelles, Oliver},
  title = {Regularized Local FIR Model Networks for a Bouc-Wen and a Wiener-Hammerstein System},
  booktitle = {Workshop on Nonlinear System Identification Benchmarks},
  year = {2017},
  pages = {33}
}
Rothe S, Wirtz SF, Kampmann G, Nelles O and Söffker D (2017), "Ensure the reliability of damage detection in composites by fusion of differently classified Acoustic Emission measurements", In International Workshop on Structural Health Monitoring. Stanford, USA, September, 2017. , pp. 1380-1387.

[BibTeX]
BibTeX: 
@inproceedings{Rothe:2017vf,
  author = {Rothe, Sandra and Wirtz, Sebastian F. and Kampmann, Geritt and Nelles, Oliver and Söffker, Dirk},
  title = {Ensure the reliability of damage detection in composites by fusion of differently classified Acoustic Emission measurements},
  booktitle = {International Workshop on Structural Health Monitoring},
  year = {2017},
  pages = {1380--1387}
}
Schillinger M, Hartmann B, Skalecki P, Meister M, Nguyen-Tuong D and Nelles O (2017), "Safe Active Learning and Safe Bayesian Optimization for Tuning a PI-Controller", In IFAC World Congress. , pp. 5967-5972.

[BibTeX]
BibTeX: 
@inproceedings{schillinger17,
  author = {Mark Schillinger and Benjamin Hartmann and Patric Skalecki and Mona Meister and Duy Nguyen-Tuong and Nelles, Oliver},
  title = {Safe Active Learning and Safe Bayesian Optimization for Tuning a PI-Controller},
  booktitle = {IFAC World Congress},
  year = {2017},
  pages = {5967--5972}
}
Schillinger M, Mourat K, Hartmann B, Eckstein C, Jacob M, Kloppenburg E and Nelles O (2017), "Modern Online DoE Methods for Calibration -- Constraint Modeling, Continuous Boundary Estimation, and Active Learning", In Automotive Data Analytics, Methods, DoE. Expert Verlag.

[BibTeX]
BibTeX: 
@inproceedings{Schillinger2017a,
  author = {Schillinger, Mark and Mourat, Kadir and Hartmann, Benjamin and Eckstein, Carola and Jacob, Martin and Kloppenburg, Ernst and Nelles, Oliver},
  editor = {Röpke, Karsten and Gühmann, Clemens},
  title = {Modern Online DoE Methods for Calibration -- Constraint Modeling, Continuous Boundary Estimation, and Active Learning},
  booktitle = {Automotive Data Analytics, Methods, DoE},
  publisher = {Expert Verlag},
  year = {2017}
}
Schwingshackl D, Rehrl J, Horn M, Belz J and Nelles O (2017), "Model Extension for Model Based MIMO Control in HVAC Systems", Journal of Building Engineering. Vol. 11, pp. 224-229.

[BibTeX]
BibTeX: 
@article{Schwingshackl:2017aa,
  author = {Schwingshackl, Daniel and Rehrl, Jakob and Horn, Martin and Belz, Julian and Nelles, Oliver},
  title = {Model Extension for Model Based MIMO Control in HVAC Systems},
  journal = {Journal of Building Engineering},
  year = {2017},
  volume = {11},
  pages = {224--229}
}
Bamberger K, Belz J, Carolus T and Nelles O (2016), "Aerodynamic Optimization of Centrifugal Fans Using CFD-Trained Meta-Models", In 16th International Symposium on Transport Phenomena and Dynamics of Rotating Machinery (ISROMAC). Hawaii, USA, April, 2016.

[BibTeX]
BibTeX: 
@inproceedings{Bamberger:2016aa,
  author = {Bamberger, Konrad and Belz, Julian and Carolus, Thomas and Nelles, Oliver},
  title = {Aerodynamic Optimization of Centrifugal Fans Using CFD-Trained Meta-Models},
  booktitle = {16th International Symposium on Transport Phenomena and Dynamics of Rotating Machinery (ISROMAC)},
  year = {2016}
}
Belz J, Bamberger K and Nelles O (2016), "Order of Experimentation for Metamodeling Tasks", In International Joint Conference on Neural Networks (IJCNN). Vancouver, Canada, July, 2016. , pp. 4843-4849.

[BibTeX]
BibTeX: 
@inproceedings{Belz:2016aa,
  author = {Belz, Julian and Bamberger, Konrad and Nelles, Oliver},
  title = {Order of Experimentation for Metamodeling Tasks},
  booktitle = {International Joint Conference on Neural Networks (IJCNN)},
  year = {2016},
  pages = {4843--4849}
}
Belz J, Heinz TO and Nelles O (2016), "Automated Order Determination Strategies for Nonlinear Dynamic Models", In IEEE Symposium Series on Computational Intelligence (SSCI). Athens, Greece, Dec., 2016. , pp. 1-8.

[BibTeX]
BibTeX: 
@inproceedings{Belz:2016ac,
  author = {Belz, Julian and Heinz, Tim O. and Nelles, Oliver},
  title = {Automated Order Determination Strategies for Nonlinear Dynamic Models},
  booktitle = {IEEE Symposium Series on Computational Intelligence (SSCI)},
  year = {2016},
  pages = {1--8}
}
Heinz TO and Nelles O (2016), "Efficient Pole Optimization of Nonlinear Laguerre Filter Models", In Computational Intelligence, 2015 IEEE Symposium Series on. , pp. 1-7.

[BibTeX]
BibTeX: 
@conference{Heinz2016Pole,
  author = {Heinz, Tim O. and Nelles, Oliver},
  title = {Efficient Pole Optimization of Nonlinear Laguerre Filter Models},
  booktitle = {Computational Intelligence, 2015 IEEE Symposium Series on},
  year = {2016},
  pages = {1--7}
}
Heinz TO and Nelles O (2016), "Vergleich von Anregungssignalen für Nichtlineare Identifikationsaufgaben", In Proceedings 26. Workshop Computational Intelligence., November, 2016. , pp. 139-158. KIT Scientific Publishing.

[BibTeX]
BibTeX: 
@conference{heinz2016sinAPRBS,
  author = {Heinz, Tim O. and Nelles, Oliver},
  editor = {Hoffman, Frank and Hüllermeier, Eike and Mikut, Ralf},
  title = {Vergleich von Anregungssignalen für Nichtlineare Identifikationsaufgaben},
  booktitle = {Proceedings 26. Workshop Computational Intelligence},
  publisher = {KIT Scientific Publishing},
  year = {2016},
  pages = {139--158}
}
Jung H, Münker T, Kampmann G, Rave K, Fritzen C-P and Nelles O (2016), "A Novel Full Scale Roller Rig Test Bench for SHM Concepts of Railway Vehicles", In 8th European Workshop On Structural Health Monitoring (EWSHM). , pp. 5-8.

[BibTeX]
BibTeX: 
@inproceedings{Jung:2016,
  author = {Jung, Henning and Münker, Tobias and Kampmann, Geritt and Rave, Kevin and Fritzen, Claus-P. and Nelles, Oliver},
  title = {A Novel Full Scale Roller Rig Test Bench for SHM Concepts of Railway Vehicles},
  booktitle = {8th European Workshop On Structural Health Monitoring (EWSHM)},
  year = {2016},
  pages = {5--8}
}
Münker T and Nelles O (2016), "Local model network with regularized MISO finite impulse response models", In Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. , pp. 1-8.

[BibTeX]
BibTeX: 
@inproceedings{munker2016local,
  author = {Münker, Tobias and Nelles, Oliver},
  title = {Local model network with regularized MISO finite impulse response models},
  booktitle = {Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on},
  year = {2016},
  pages = {1--8}
}
Münker T and Nelles O (2016), "Nonlinear System Identification with Regularized Local FIR Model Networks", In 4th IFAC International Conference on Intelligent Control and Automation Science. Reims, France , pp. 61-66.

[BibTeX]
BibTeX: 
@inproceedings{Munker:2016,
  author = {Münker, Tobias and Nelles, Oliver},
  title = {Nonlinear System Identification with Regularized Local FIR Model Networks},
  booktitle = {4th IFAC International Conference on Intelligent Control and Automation Science},
  year = {2016},
  pages = {61--66}
}
Schillinger M, Ortelt B, Hartmann B, Schreiter J, Meister M and Duy Nguyen-Tuong Nelles O (2016), "Safe Active Learning of a High Pressure Fuel Supply System", In 9th EUROSIM Congress on Modelling and Simulation., September, 2016. , pp. 286-292.

[BibTeX]
BibTeX: 
@inproceedings{schillinger16,
  author = {Mark Schillinger and Benedikt Ortelt and Benjamin Hartmann and Jens Schreiter and Mona Meister and Duy Nguyen-Tuong, Nelles, Oliver},
  title = {Safe Active Learning of a High Pressure Fuel Supply System},
  booktitle = {9th EUROSIM Congress on Modelling and Simulation},
  year = {2016},
  pages = {286--292}
}
Belz J and Nelles O (2015), "Function Generator Application: Shall Corners be Measured?", In Proceedings 25. Workshop Computational Intelligence, Dortmund., November, 2015.

[BibTeX]
BibTeX: 
@inproceedings{Belz:2015ab,
  author = {Belz, Julian and Nelles, Oliver},
  title = {Function Generator Application: Shall Corners be Measured?},
  booktitle = {Proceedings 25. Workshop Computational Intelligence, Dortmund},
  year = {2015}
}
Belz J and Nelles O (2015), "Proposal for a Function Generator and Extrapolation Analysis", In Innovations in Intelligent Systems and Applications (INISTA), 2015 International Symposium on. Madrid, Spain, September, 2015. , pp. 1-6.

[BibTeX]
BibTeX: 
@inproceedings{Belz:2015aa,
  author = {Belz, Julian and Nelles, Oliver},
  title = {Proposal for a Function Generator and Extrapolation Analysis},
  booktitle = {Innovations in Intelligent Systems and Applications (INISTA), 2015 International Symposium on},
  year = {2015},
  pages = {1--6}
}
Belz J and Nelles O (2015), "Proposal for a function generator and extrapolation analysis", In Innovations in Intelligent Systems and Applications (INISTA), 2015 International Symposium on. , pp. 1-6.

[BibTeX]
BibTeX: 
@inproceedings{belz2015proposal,
  author = {Belz, Julian and Nelles, Oliver},
  title = {Proposal for a function generator and extrapolation analysis},
  booktitle = {Innovations in Intelligent Systems and Applications (INISTA), 2015 International Symposium on},
  year = {2015},
  pages = {1--6}
}
Ebert T, Fischer T, Belz J, Heinz TO, Kampmann G and Nelles O (2015), "Extended Deterministic Local Search Algorithm for Maximin Latin Hypercube Designs", In 2015 IEEE Symposium Series on Computational Intelligence: IEEE Symposium on Computational Intelligence in Control and Automation (2015 IEEE CICA). Cape Town, South Africa, December, 2015.

[BibTeX]
BibTeX: 
@inproceedings{ebert2015extended,
  author = {Ebert, Tobias and Fischer, Thorsten and Belz, Julian and Heinz, Tim O. and Kampmann, Geritt and Nelles, Oliver},
  title = {Extended Deterministic Local Search Algorithm for Maximin Latin Hypercube Designs},
  booktitle = {2015 IEEE Symposium Series on Computational Intelligence: IEEE Symposium on Computational Intelligence in Control and Automation (2015 IEEE CICA)},
  year = {2015}
}
Heinz TO and Nelles O (2015), "Interpretation and Analysis of Input Selection Approaches in Distance Space", In IEEE Symposium Series On Computational Intelligence. Cape Town, South Africa, December, 2015.

[BibTeX]
BibTeX: 
@inproceedings{Heinz:2015LH,
  author = {Heinz, Tim O. and Nelles, Oliver},
  title = {Interpretation and Analysis of Input Selection Approaches in Distance Space},
  booktitle = {IEEE Symposium Series On Computational Intelligence},
  year = {2015}
}
Horwath M, Belz J, Nelles O, Schmidt J and Idelberger H (2015), "Detection of purposeful design parameters using neural networks in the early product development of vehicle body components", NAFEMS Seminar on Optimization and Robust Design, Wiesbaden., March, 2015. , pp. 129-141.

[BibTeX]
BibTeX: 
@article{Horwath:2015aa,
  author = {Horwath, Michael and Belz, Julian and Nelles, Oliver and Schmidt, Jana and Idelberger, Horst},
  title = {Detection of purposeful design parameters using neural networks in the early product development of vehicle body components},
  journal = {NAFEMS Seminar on Optimization and Robust Design, Wiesbaden},
  year = {2015},
  pages = {129-141}
}
Horwath M, Belz J, Schmidt J, Nelles O and Idelberger H (2015), "Detektion zielführender Konstruktionsparameter mittels neuronaler Netze in der frühzeitigen Produktentwicklung von Fahrzeugkarosseriebauteilen", http://www.nafems.org/publications/magazin/ [2015-12-18].. Thesis at: National Agency for Finite Element Methods and Standards (NAFEMS)., December, 2015. (36, pp. 56-70)

[BibTeX]
BibTeX: 
@techreport{Horwath:2015ab,
  author = {Horwath, Michael and Belz, Julian and Schmidt, Jana and Nelles, Oliver and Idelberger, Horst},
  title = {Detektion zielführender Konstruktionsparameter mittels neuronaler Netze in der frühzeitigen Produktentwicklung von Fahrzeugkarosseriebauteilen},
  school = {National Agency for Finite Element Methods and Standards (NAFEMS)},
  year = {2015},
  number = {36, pp. 56--70}
}
Belz J and Nelles O (2014), "Input Selection Using Local Model Network Trees", In 19th IFAC World Congress. Capetown, South Africa, August, 2014. , pp. 4128-4133.

[BibTeX]
BibTeX: 
@inproceedings{Belz:2014aa,
  author = {Belz, Julian and Nelles, Oliver},
  title = {Input Selection Using Local Model Network Trees},
  booktitle = {19th IFAC World Congress},
  year = {2014},
  pages = {4128-4133}
}
Ebert T, Belz J and Nelles O (2014), "Detektion von Extrapolation", In Proceedings of the 24. Workshop on Computational Intelligence, Dortmund, Germany. Vol. 50, pp. 17-32.

[BibTeX]
BibTeX: 
@inproceedings{ebert2014detektion,
  author = {Ebert, Tobias and Belz, Julian and Nelles, Oliver},
  title = {Detektion von Extrapolation},
  booktitle = {Proceedings of the 24. Workshop on Computational Intelligence, Dortmund, Germany},
  year = {2014},
  volume = {50},
  pages = {17--32}
}
Ebert T, Belz J and Nelles O (2014), "Interpolation and extrapolation: Comparison of definitions and survey of algorithms for convex and concave hulls", In Computational Intelligence and Data Mining (CIDM), 2014 IEEE Symposium on. , pp. 310-314.

[BibTeX]
BibTeX: 
@inproceedings{ebert2014interpolation,
  author = {Ebert, Tobias and Belz, Julian and Nelles, Oliver},
  title = {Interpolation and extrapolation: Comparison of definitions and survey of algorithms for convex and concave hulls},
  booktitle = {Computational Intelligence and Data Mining (CIDM), 2014 IEEE Symposium on},
  year = {2014},
  pages = {310--314}
}
Fischer T and Nelles O (2014), "Merging strategy for local model networks based on the lolimot algorithm", In International Conference on Artificial Neural Networks. , pp. 153-160.

[BibTeX]
BibTeX: 
@inproceedings{fischer2014merging,
  author = {Fischer, Torsten and Nelles, Oliver},
  title = {Merging strategy for local model networks based on the lolimot algorithm},
  booktitle = {International Conference on Artificial Neural Networks},
  year = {2014},
  pages = {153--160}
}
Hartmann B and Nelles O (2014), "Identifikation mit achsenschrägen, lokal polynomialen Modellnetzen", at -- Automatisierungstechnik. Vol. 62(6), pp. 394-407.

[BibTeX]
BibTeX: 
@article{hartmann2014identifikation,
  author = {Hartmann, Benjamin and Nelles, Oliver},
  title = {Identifikation mit achsenschrägen, lokal polynomialen Modellnetzen},
  journal = {at -- Automatisierungstechnik},
  year = {2014},
  volume = {62},
  number = {6},
  pages = {394--407}
}
Kampmann G and Nelles O (2014), "One-Class LS-SVM with Zero Leave-One-Out Error", In IEEE Symposium Series On Computational Intelligence. Orlando, Florida, USA, December, 2014. , pp. 1-6.

[BibTeX]
BibTeX: 
@inproceedings{Kampmann:2014tl,
  author = {Kampmann, Geritt and Nelles, Oliver},
  title = {One-Class LS-SVM with Zero Leave-One-Out Error},
  booktitle = {IEEE Symposium Series On Computational Intelligence},
  year = {2014},
  pages = {1--6}
}
Belz J and Nelles O (2013), "Input Selection Using Local Model Network Trees", In 23. Workshop Computational Intelligence. Dortmund, Germany, December, 2013.

[BibTeX]
BibTeX: 
@inproceedings{Belz_GMA_13,
  author = {Belz, Julian and Nelles, Oliver},
  title = {Input Selection Using Local Model Network Trees},
  booktitle = {23. Workshop Computational Intelligence},
  year = {2013}
}
Hartmann B, Baumann W and Nelles O (2013), "Axes-Oblique Partitioning of Local Model Networks for Engine Calibration", In Design of Experiments (DoE) in Engine Development. Berlin, Germany , pp. 92-106. Expert Verlag.

[BibTeX]
BibTeX: 
@inproceedings{hartmann2013hilomot,
  author = {Hartmann, Benjamin and Baumann, Wolf and Nelles, Oliver},
  title = {Axes-Oblique Partitioning of Local Model Networks for Engine Calibration},
  booktitle = {Design of Experiments (DoE) in Engine Development},
  publisher = {Expert Verlag},
  year = {2013},
  pages = {92-106}
}
Hartmann B and Nelles O (2013), "Adaptive Test Planning for the Calibration of Combustion Engines -- Methodology", In Design of Experiments (DoE) in Engine Development. Berlin, Germany , pp. 1-16. Expert Verlag.

[BibTeX]
BibTeX: 
@inproceedings{hartmann2013hilomotDoE,
  author = {Hartmann, Benjamin and Nelles, Oliver},
  title = {Adaptive Test Planning for the Calibration of Combustion Engines -- Methodology},
  booktitle = {Design of Experiments (DoE) in Engine Development},
  publisher = {Expert Verlag},
  year = {2013},
  pages = {1-16}
}
Klein P, Kirschbaum F, Hartmann B, Bogachik J and Nelles O (2013), "Adaptive Test Planning for the Calibration of Combustion Engines -- Application", In Design of Experiments (DoE) in Engine Development. Berlin, Germany , pp. 17-30. Expert Verlag.

[BibTeX]
BibTeX: 
@inproceedings{klein2013hilomotDoE,
  author = {Klein, Philipp and Kirschbaum, Frank and Hartmann, Bnjamin and Bogachik, J. and Nelles, Oliver},
  title = {Adaptive Test Planning for the Calibration of Combustion Engines -- Application},
  booktitle = {Design of Experiments (DoE) in Engine Development},
  publisher = {Expert Verlag},
  year = {2013},
  pages = {17-30}
}
Niedzwetzki P, Sauermann R, Kirschbaum F and Nelles O (2013), "Auslegung elektromagnetischer Aktoren mittels Partikelschwarmoptimierung", Mechatronik Mobil. Vol. 5, pp. 12-17.

[BibTeX]
BibTeX: 
@article{NSK13,
  author = {Niedzwetzki, P. and Sauermann, R. and Kirschbaum, F. and Nelles, O.},
  title = {Auslegung elektromagnetischer Aktoren mittels Partikelschwarmoptimierung},
  journal = {Mechatronik Mobil},
  year = {2013},
  volume = {5},
  pages = {12-17}
}
Fischer T, Hartmann B and Nelles O (2012), "Increasing the Performance of a Training Algorithm for Local Model Networks", In World Congress of Engineering and Computer Science (WCECS). San Francisco, USA, October, 2012. , pp. 1104-1109.

[BibTeX]
BibTeX: 
@inproceedings{Fischer_Nelles_WCECS_12,
  author = {Fischer, Thorsten and Hartmann, Benjamin and Nelles, Oliver},
  title = {Increasing the Performance of a Training Algorithm for Local Model Networks},
  booktitle = {World Congress of Engineering and Computer Science (WCECS)},
  year = {2012},
  pages = {1104-1109}
}
Hartmann B, Ebert T, Fischer T, Belz J, Kampmann G and Nelles O (2012), "LMNTOOL -- Toolbox zum automatischen Trainieren lokaler Modellnetze", In 22. Workshop Computational Intelligence. Dortmund, Germany, December, 2012. , pp. 87-100.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_GMA_12,
  author = {Hartmann, Benjamin and Ebert, Tobias and Fischer, Thorsten and Belz, Julian and Kampmann, Geritt and Nelles, Oliver},
  title = {LMNTOOL -- Toolbox zum automatischen Trainieren lokaler Modellnetze},
  booktitle = {22. Workshop Computational Intelligence},
  year = {2012},
  pages = {87--100}
}
Hartmann B and Nelles O (2012), "Structure trade-off strategy for local model networks", In Control Applications (CCA), 2012 IEEE International Conference on. , pp. 451-456.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_CCA_2012,
  author = {Hartmann, Benjamin and Nelles, Oliver},
  title = {Structure trade-off strategy for local model networks},
  booktitle = {Control Applications (CCA), 2012 IEEE International Conference on},
  year = {2012},
  pages = {451--456}
}
Hoffmann F, Mikut R, Kroll A, Reischl M, Nelles O, Schulte H and Bertram T (2012), "Computational Intellgence : State-of-the-Art Methoden und Benchmarkprobleme", In 22. Workshop Computational Intelligence. Dortmund, Germany, December, 2012. Vol. 22, pp. 1-42.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_GMA_12,
  author = {Hoffmann, Frank and Mikut, Ralf and Kroll, Andreas and Reischl, Markus and Nelles, Oliver and Schulte, Horst and Bertram, Torsten},
  title = {Computational Intellgence : State-of-the-Art Methoden und Benchmarkprobleme},
  booktitle = {22. Workshop Computational Intelligence},
  year = {2012},
  volume = {22},
  pages = {1--42}
}
Kampmann G, Kieft N and Nelles O (2012), "Support Vector Machines for Design Space Exploration", In World Congress of Engineering and Computer Science (WCECS). San Francisco, USA, October, 2012. , pp. 1116-1121.

[BibTeX]
BibTeX: 
@inproceedings{Kampmann_WCECS_12,
  author = {Kampmann, Geritt and Kieft, Natascha and Nelles, Oliver},
  title = {Support Vector Machines for Design Space Exploration},
  booktitle = {World Congress of Engineering and Computer Science (WCECS)},
  year = {2012},
  pages = {1116-1121}
}
Bänfer O, Hartmann B and Nelles O (2011), "POLYMOT versus HILOMOT -- A Comparison of Two Different Training Algorithms for Local Model Networks", In IEEE Conference on Decision and Control and European Control Conference. Orlando, USA, December, 2011.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_Nelles_CDC_11,
  author = {Bänfer, Oliver and Hartmann, Benjamin and Nelles, Oliver},
  title = {POLYMOT versus HILOMOT -- A Comparison of Two Different Training Algorithms for Local Model Networks},
  booktitle = {IEEE Conference on Decision and Control and European Control Conference},
  year = {2011}
}
Bänfer O, Kampmann G and Nelles O (2011), "Multi-Step-Ahead Optimal Learning Strategy for Local Model Networks with Higher Degree Polynomials", In American Control Conference (ACC). San Francisco, USA, June, 2011.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_Nelles_ACC_11,
  author = {Bänfer, Oliver and Kampmann, Geritt and Nelles, Oliver},
  title = {Multi-Step-Ahead Optimal Learning Strategy for Local Model Networks with Higher Degree Polynomials},
  booktitle = {American Control Conference (ACC)},
  year = {2011}
}
Ebert T, Kampmann G and Nelles O (2011), "Reliable nearest neighbors for lazy learning", In American Control Conference (ACC), 2011., 29 2011-july 1, 2011. , pp. 3041 -3046.

[BibTeX]
BibTeX: 
@inproceedings{Ebert_ACC,
  author = {Ebert, Tobias and Kampmann, Geritt and Nelles, Oliver},
  title = {Reliable nearest neighbors for lazy learning},
  booktitle = {American Control Conference (ACC), 2011},
  year = {2011},
  pages = {3041 -3046}
}
Golub MV, Moll J, Ebert T, Glushkov EV, Glushkova NV, Fritzen C-P and Nelles O (2011), "Experimentally Based Modeling of Non-Axisymmetric Lamb Wave Propagation from Circular PZTs", In 5th ECCOMAS Thematic Conference on Smart Structures and Materials. , pp. 486-492.

[BibTeX]
BibTeX: 
@inproceedings{golub2011experimentally,
  author = {Golub, Mikhail V. and Moll, Jochen and Ebert, Tobias and Glushkov, Evgeny V. and Glushkova, Natalia V. and Fritzen, Claus-P. and Nelles, Oliver},
  title = {Experimentally Based Modeling of Non-Axisymmetric Lamb Wave Propagation from Circular PZTs},
  booktitle = {5th ECCOMAS Thematic Conference on Smart Structures and Materials},
  year = {2011},
  pages = {486--492}
}
Hartmann B, Bänfer O, Nelles O, Sodja A, Teslic L and Škrjanc I (2011), "Supervised Hierarchical Clustering in Fuzzy Model Identification", IEEE Transactions on Fuzzy Systems. Vol. 19(6), pp. 1163-1176.

[BibTeX]
BibTeX: 
@article{hartmann2011supervised,
  author = {Hartmann, Benjamin and Bänfer, Oliver and Nelles, Oliver and Sodja, Anton and Teslic, Luka and Škrjanc, Igor},
  title = {Supervised Hierarchical Clustering in Fuzzy Model Identification},
  journal = {IEEE Transactions on Fuzzy Systems},
  year = {2011},
  volume = {19},
  number = {6},
  pages = {1163--1176}
}
Hartmann B, Ebert T and Nelles O (2011), "Model-based design of experiments based on local model networks for nonlinear processes with low noise levels", In American Control Conference (ACC), 2011., 29 2011-july 1, 2011. , pp. 5306 -5311.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann:2011aa,
  author = {Hartmann, Benjamin and Ebert, Tobias and Nelles, Oliver},
  title = {Model-based design of experiments based on local model networks for nonlinear processes with low noise levels},
  booktitle = {American Control Conference (ACC), 2011},
  year = {2011},
  pages = {5306 -5311}
}
Hartmann B, Moll J, Nelles O and Fritzen C-P (2011), "Hierarchical local model trees for design of experiments in the framework of ultrasonic structural health monitoring", In Control Applications (CCA), 2011 IEEE International Conference on. , pp. 1163-1170.

[BibTeX]
BibTeX: 
@inproceedings{hartmann2011hierarchical,
  author = {Hartmann, Benjamin and Moll, Jochen and Nelles, Oliver and Fritzen, Claus-P.},
  title = {Hierarchical local model trees for design of experiments in the framework of ultrasonic structural health monitoring},
  booktitle = {Control Applications (CCA), 2011 IEEE International Conference on},
  year = {2011},
  pages = {1163--1170}
}
Minor Thomas und Bänfer OuNOuIH (2011), "Virtuelle Versuchstechniken zur Simulation von Betriebsfestigkeitsversuchen unter Anwendung von Neuro-Fuzzy-Methoden", NAFEMS Mag., Juli, 2011. , pp. 58-70.

[BibTeX]
BibTeX: 
@article{Minor_NAFEMS_Mag,
  author = {Minor, Thomas und Bänfer, Oliver und Nelles, Oliver und Idelberger, Horst},
  title = {Virtuelle Versuchstechniken zur Simulation von Betriebsfestigkeitsversuchen unter Anwendung von Neuro-Fuzzy-Methoden},
  journal = {NAFEMS Mag},
  year = {2011},
  pages = {58--70}
}
Teslic L, Hartmann B, Nelles O and Škrjanc I (2011), "Nonlinear System Identification by Gustafson--Kessel Fuzzy Clustering and Supervised Local Model Network Learning for the Drug Absorption Spectra Process", Neural Networks, IEEE Transactions on. Vol. 22(12), pp. 1941-1951. IEEE.

[BibTeX]
BibTeX: 
@article{teslic2011nonlinear,
  author = {Teslic, Luka and Hartmann, Benjamin and Nelles, Oliver and Škrjanc, Igor},
  title = {Nonlinear System Identification by Gustafson--Kessel Fuzzy Clustering and Supervised Local Model Network Learning for the Drug Absorption Spectra Process},
  journal = {Neural Networks, IEEE Transactions on},
  publisher = {IEEE},
  year = {2011},
  volume = {22},
  number = {12},
  pages = {1941--1951}
}
Bänfer O, Franke M and Nelles O (2010), "Adaptive Local Model Networks with Higher Degree Polynomials", In IEEE International Conference on Control, Automation and Systems (ICCAS). Gyeonggi-do, Korea, Oct., 2010.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_ICCAS_10,
  author = {Bänfer, Oliver and Franke, Marlon and Nelles, Oliver},
  title = {Adaptive Local Model Networks with Higher Degree Polynomials},
  booktitle = {IEEE International Conference on Control, Automation and Systems (ICCAS)},
  year = {2010}
}
Bänfer O, Hartmann B and Nelles O (2010), "Comparison of Different Subset Selection Algorithms for Learning Local Model Networks with Higher Degree Polynomials", In IEEE International Conference on Control, Automation, Robotics and Vision (ICARCV). Singapore, Dec., 2010.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_ICARCV_10,
  author = {Bänfer, Oliver and Hartmann, Benjamin and Nelles, Oliver},
  title = {Comparison of Different Subset Selection Algorithms for Learning Local Model Networks with Higher Degree Polynomials},
  booktitle = {IEEE International Conference on Control, Automation, Robotics and Vision (ICARCV)},
  year = {2010}
}
Ebert T, Bänfer O and Nelles O (2010), "Multilayer Perceptron Network with Modified Sigmoid Activation Functions", In Artificial Intelligence and Computational Intelligence. Vol. 6319, pp. 414-421. Springer Berlin / Heidelberg.

[BibTeX] [URL]
BibTeX: 
@incollection{springerlink:10.1007/978-3-642-16530-6_49,
  author = {Ebert, Tobias and Bänfer, Oliver and Nelles, Oliver},
  editor = {Wang, Fu and Deng, Hepu and Gao, Yang and Lei, Jingsheng},
  title = {Multilayer Perceptron Network with Modified Sigmoid Activation Functions},
  booktitle = {Artificial Intelligence and Computational Intelligence},
  publisher = {Springer Berlin / Heidelberg},
  year = {2010},
  volume = {6319},
  pages = {414-421},
  url = {http://dx.doi.org/10.1007/978-3-642-16530-6_49}
}
Hartmann B, Moll J, Nelles O and Fritzen C-P (2010), "Modeling of Nonlinear Wave Velocity Characteristics in a Structural Health Monitoring System", In IEEE International Conference on Control Applications (CCA). Yokohama, Japan, September, 2010.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_CCA_2010,
  author = {Hartmann, Benjamin and Moll, Jochen and Nelles, Oliver and Fritzen, Claus-P.},
  title = {Modeling of Nonlinear Wave Velocity Characteristics in a Structural Health Monitoring System},
  booktitle = {IEEE International Conference on Control Applications (CCA)},
  year = {2010}
}
Hartmann B and Nelles O (2010), "Approximative Tikhonov Regularization for Smoothing Hierarchical Local Model Networks", In WASET International Conference on Fuzzy Systems and Neural Computing (ICFSNC). Bali, Indonesien, July, 2010.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_WASET_2010,
  author = {Hartmann, Benjamin and Nelles, Oliver},
  title = {Approximative Tikhonov Regularization for Smoothing Hierarchical Local Model Networks},
  booktitle = {WASET International Conference on Fuzzy Systems and Neural Computing (ICFSNC)},
  year = {2010}
}
Minor Thomas und Bänfer OuNOuIH (2010), "Virtual Test Methods to Simulate Variable-Amplitude Fatigue Tests using Local Model Networks", In NAFEMS Seminar: Simulation-based Fatigue and Lifetime Predictions. Wiesbaden, Germany, Nov., 2010.

[BibTeX]
BibTeX: 
@inproceedings{Minor_NAFEMS,
  author = {Minor, Thomas und Bänfer, Oliver und Nelles, Oliver und Idelberger, Horst},
  title = {Virtual Test Methods to Simulate Variable-Amplitude Fatigue Tests using Local Model Networks},
  booktitle = {NAFEMS Seminar: Simulation-based Fatigue and Lifetime Predictions},
  year = {2010}
}
Moll J, Schulte RT, Hartmann B, Fritzen C-P and Nelles O (2010), "Multi-site damage localization in anisotropic plate-like structures using an active guided wave structural health monitoring system", Smart materials and structures. Vol. 19(4), pp. 045022. IOP Publishing.

[BibTeX]
BibTeX: 
@article{Schulte_Hartmann,
  author = {Moll, Jochen and Schulte, Rolf T. and Hartmann, Benjamin and Fritzen, Claus-P. and Nelles, Oliver},
  title = {Multi-site damage localization in anisotropic plate-like structures using an active guided wave structural health monitoring system},
  journal = {Smart materials and structures},
  publisher = {IOP Publishing},
  year = {2010},
  volume = {19},
  number = {4},
  pages = {045022}
}
Sauermann R, Boja D, Kirschbaum F and Nelles O (2010), "Particle Swarm Optimization for Automotive Model-Based Calibration", In IFAC Symposium Advances in Automotive Control. , pp. 733-738.

[BibTeX]
BibTeX: 
@inproceedings{sauermann2010particle,
  author = {Sauermann, Ralf and Boja, Dankmar and Kirschbaum, Frank and Nelles, Oliver},
  title = {Particle Swarm Optimization for Automotive Model-Based Calibration},
  booktitle = {IFAC Symposium Advances in Automotive Control},
  year = {2010},
  pages = {733--738}
}
Weymann H, Dinkelacker F and Nelles O (2010), "Neural Mathematical Model for the Determination of the Combustion Pressure Profile / Neuronales Berechnungsmodell zur Bestimmung des Brennraumdruckverlaufs", MTZ., 12, 2010. , pp. 32-39.

[BibTeX]
BibTeX: 
@article{Weymann_MTZ,
  author = {Weymann, Hardy and Dinkelacker, Friedrich and Nelles, Oliver},
  title = {Neural Mathematical Model for the Determination of the Combustion Pressure Profile / Neuronales Berechnungsmodell zur Bestimmung des Brennraumdruckverlaufs},
  journal = {MTZ},
  year = {2010},
  pages = {32-39}
}
Bänfer O and Nelles O (2009), "Learning Strategies for Local Model Networks with Higher Degree Polynomials", In IFAC International Conference on Intelligent Control Systems and Signal Processing (ICONS). Istanbul, Turkey, Sept., 2009.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_ICONS_09,
  author = {Bänfer, Oliver and Nelles, Oliver},
  title = {Learning Strategies for Local Model Networks with Higher Degree Polynomials},
  booktitle = {IFAC International Conference on Intelligent Control Systems and Signal Processing (ICONS)},
  year = {2009}
}
Bänfer O and Nelles O (2009), "Polynomial Model Tree (POLYMOT) - A New Training Algorithm for Local Model Networks with Higher Degree Polynomials", In IEEE International Conference on Control and Automation (ICCA). Christchurch, New Zealand, Dec., 2009. , pp. 1571-1576.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_ICCA_09,
  author = {Bänfer, Oliver and Nelles, Oliver},
  title = {Polynomial Model Tree (POLYMOT) - A New Training Algorithm for Local Model Networks with Higher Degree Polynomials},
  booktitle = {IEEE International Conference on Control and Automation (ICCA)},
  year = {2009},
  pages = {1571--1576}
}
Bänfer O, Nelles O, Kainz J and Beer J (2009), "Local Model Networks with Modified Parabolic Membership Functions", In IEEE International Conference on Artificial Intelligence and Computational Intelligence (AICI). Shanghai, China, Nov., 2009. , pp. 179-183.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_AICI_09,
  author = {Bänfer, Oliver and Nelles, Oliver and Kainz, Josef and Beer, Josef},
  title = {Local Model Networks with Modified Parabolic Membership Functions},
  booktitle = {IEEE International Conference on Artificial Intelligence and Computational Intelligence (AICI)},
  year = {2009},
  pages = {179--183}
}
Boja D, Kirschbaum F, Sauermann R and Nelles O (2009), "Identification of Nonlinear Hysteretic Engine Boost Pressure Characteristics Using Preisach Representations", In System Identification. Vol. 15(1), pp. 1405-1410.

[BibTeX]
BibTeX: 
@inproceedings{boja2009identification,
  author = {Boja, Dankmar and Kirschbaum, Frank and Sauermann, Ralf and Nelles, Oliver},
  title = {Identification of Nonlinear Hysteretic Engine Boost Pressure Characteristics Using Preisach Representations},
  booktitle = {System Identification},
  year = {2009},
  volume = {15},
  number = {1},
  pages = {1405--1410}
}
Hartmann B and Nelles O (2009), "Advantages of Hierarchical versus Flat Model Structures for High--Dimensional Mappings", In Workshop Computational Intelligence. Bommerholz, Germany, Dec., 2009.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_WCI_2009,
  author = {Hartmann, Benjamin and Nelles, Oliver},
  title = {Advantages of Hierarchical versus Flat Model Structures for High--Dimensional Mappings},
  booktitle = {Workshop Computational Intelligence},
  year = {2009}
}
Hartmann B and Nelles O (2009), "Automatic Adjustment of the Transition between Local Models in a Hierarchical Structure Identification Algorithm", In European Control Conference (ECC). Budapest, Hungary, August, 2009.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_ECC_2009,
  author = {Hartmann, Benjamin and Nelles, Oliver},
  title = {Automatic Adjustment of the Transition between Local Models in a Hierarchical Structure Identification Algorithm},
  booktitle = {European Control Conference (ECC)},
  year = {2009}
}
Hartmann B and Nelles O (2009), "On the Smoothness in Local Model Networks", In American Control Conference (ACC). St. Louis, USA, June, 2009.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_ACC_2009,
  author = {Hartmann, Benjamin and Nelles, Oliver},
  title = {On the Smoothness in Local Model Networks},
  booktitle = {American Control Conference (ACC)},
  year = {2009}
}
Hartmann B, Nelles O, Belič A and Zupančič-Božič D (2009), "Local Model Networks for the Optimization of a Tablet Production Process", Artificial Intelligence and Computational Intelligence. Vol. 5855, pp. 241-250. Springer Berlin / Heidelberg.

[BibTeX] [URL]
BibTeX: 
@article{Hartmann_AICI_2009,
  author = {Hartmann, Benjamin and Nelles, Oliver and Belič, Aleš and Zupančič--Božič, Damjana},
  editor = {Deng, Hepu and Wang, Lanzhou and Wang, Fu and Lei, Jingsheng},
  title = {Local Model Networks for the Optimization of a Tablet Production Process},
  journal = {Artificial Intelligence and Computational Intelligence},
  publisher = {Springer Berlin / Heidelberg},
  year = {2009},
  volume = {5855},
  pages = {241-250},
  url = {http://dx.doi.org/10.1007/978-3-642-05253-8_27}
}
Hartmann B, Nelles O, Škrjanc I and Sodja A (2009), "Global Supervised and Local Unsupervised Learning in Local Model Networks", In IFAC Symposium on System Identification (SYSID). Saint-Malo, France, July, 2009.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_SYSID_2009,
  author = {Hartmann, Benjamin and Nelles, Oliver and Škrjanc, Igor and Sodja, Anton},
  title = {Global Supervised and Local Unsupervised Learning in Local Model Networks},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {2009}
}
Hartmann B, Nelles O, Škrjanc I and Sodja A (2009), "Supervised Hierarchical Clustering (SUHICLUST) for Nonlinear System Identification", In IEEE Symposium on Computational Intelligence in Control and Automation (CICA). Nashville, USA, March, 2009.

[BibTeX]
BibTeX: 
@inproceedings{Hartmann_CICA_2009,
  author = {Hartmann, Benjamin and Nelles, Oliver and Škrjanc, Igor and Sodja, Anton},
  title = {Supervised Hierarchical Clustering (SUHICLUST) for Nonlinear System Identification},
  booktitle = {IEEE Symposium on Computational Intelligence in Control and Automation (CICA)},
  year = {2009}
}
Kainz J, Beer J, Bänfer O and Nelles O (2009), "Application of a Local Model Network in an Engine Management System to Model Valve Train Variability", In Variable Valve Control. Essen, Germany, March, 2009.

[BibTeX]
BibTeX: 
@inproceedings{Kainz_VVC_09,
  author = {Kainz, Josef and Beer, Josef and Bänfer, Oliver and Nelles, Oliver},
  title = {Application of a Local Model Network in an Engine Management System to Model Valve Train Variability},
  booktitle = {Variable Valve Control},
  year = {2009}
}
Nelles O (2009), "Identifikation mit lokalen Modellen basierend auf achsenschrägen Unterteilungen des Eingangsraums". Thesis at: Universität Siegen, Fachbereich Maschinenbau, Institut für Mechanik und Regelungstechnik -- Mechatronik. ((NE 656/3-2))

[BibTeX]
BibTeX: 
@techreport{DFGAntrag2009,
  author = {Nelles, Oliver},
  title = {Identifikation mit lokalen Modellen basierend auf achsenschrägen Unterteilungen des Eingangsraums},
  school = {Universität Siegen, Fachbereich Maschinenbau, Institut für Mechanik und Regelungstechnik -- Mechatronik},
  year = {2009},
  number = {(NE 656/3-2)}
}
Uzun H and Nelles O (2009), "Developing a new procedure for the determination of target-aimed mathematical models", In 5. Conf. of Design of Experiments (DoE) in Engine Development. Berlin, Germnay, Aug., 2009.

[BibTeX]
BibTeX: 
@inproceedings{Uzun_Nelles_IAV_09,
  author = {Uzun, Hazan and Nelles, Oliver},
  title = {Developing a new procedure for the determination of target-aimed mathematical models},
  booktitle = {5. Conf. of Design of Experiments (DoE) in Engine Development},
  year = {2009}
}
Uzun H and Nelles O (2009), "Erweiterung des Erfahrungsschatzes zur Auswahl zielführender Versuchspläne und Modelle durch Simulation", In 3. Internationalen Symposiums für Entwicklungsmethodik. Graz, Austria, Nov., 2009.

[BibTeX]
BibTeX: 
@inproceedings{Uzun_Nelles_AVL_09,
  author = {Uzun, Hazan and Nelles, Oliver},
  title = {Erweiterung des Erfahrungsschatzes zur Auswahl zielführender Versuchspläne und Modelle durch Simulation},
  booktitle = {3. Internationalen Symposiums für Entwicklungsmethodik},
  year = {2009}
}
Bänfer O, Nelles O, Kainz J and Beer J (2008), "Local Model Networks - The Prospective Method for Modeling in Electronic Control Units?", ATZelektronik., Nov., 2008. Vol. 3(6), pp. 36-39.

[BibTeX]
BibTeX: 
@article{Baenfer_Nelles_ATZe_08,
  author = {Bänfer, Oliver and Nelles, Oliver and Kainz, Josef and Beer, Josef},
  title = {Local Model Networks - The Prospective Method for Modeling in Electronic Control Units?},
  journal = {ATZelektronik},
  year = {2008},
  volume = {3},
  number = {6},
  pages = {36--39}
}
Hoffmann M, Schmidt C, Becker R, Buchtala B and Nelles O (2008), "Model Based Determination of Hydraulic Drive Requirements for Driving Dynamics Control", In 6. Fluid Power Conference. Dresden, Germany, March, 2008.

[BibTeX]
BibTeX: 
@inproceedings{Hoffmann_Nelles_07,
  author = {M. Hoffmann and C. Schmidt and R. Becker and B. Buchtala and Nelles, Oliver},
  title = {Model Based Determination of Hydraulic Drive Requirements for Driving Dynamics Control},
  booktitle = {6. Fluid Power Conference},
  year = {2008}
}
Bänfer O and Nelles O (2007), "Lokale Neuro-Fuzzy-Netze für Mikrocontroller in Festkomma-Arithmetik", In 41. Regelungstechnisches Kolloquium. Boppard, Germany, Feb., 2007.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_Nelles_07,
  author = {Oliver Bänfer and Nelles, Oliver},
  title = {Lokale Neuro-Fuzzy-Netze für Mikrocontroller in Festkomma-Arithmetik},
  booktitle = {41. Regelungstechnisches Kolloquium},
  year = {2007}
}
Bänfer O, Nelles O, Kainz J and Beer J (2006), "Realisierung eines künstlichen neuronalen Netzes auf einem Mikrocontroller in Festkomma-Arithmetik", In 16. Workshop Computational Intelligence. Dortmund, Germany, Nov., 2006.

[BibTeX]
BibTeX: 
@inproceedings{Baenfer_Nelles_06,
  author = {Bänfer, Oliver and Nelles, Oliver and Kainz, Josef and Beer, Josef},
  title = {Realisierung eines künstlichen neuronalen Netzes auf einem Mikrocontroller in Festkomma-Arithmetik},
  booktitle = {16. Workshop Computational Intelligence},
  year = {2006}
}
Nelles O (2006), "Axes-Oblique Partitioning Strategies for Local Model Networks", In IEEE International Symposium on Intelligent Control. Munich, Germany, Oct., 2006. , pp. 2378-2383.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_IEEE_06,
  author = {Nelles, Oliver},
  title = {Axes-Oblique Partitioning Strategies for Local Model Networks},
  booktitle = {IEEE International Symposium on Intelligent Control},
  year = {2006},
  pages = {2378--2383}
}
Nelles O (2006), "Identifikation mit lokalen Modellen basierend auf achsenschrägen Unterteilungen des Eingangsraums". Thesis at: Universität Siegen, Fachbereich Maschinenbau, Institut für Mechanik und Regelungstechnik -- Mechatronik. ((NE 656/3-1))

[BibTeX]
BibTeX: 
@techreport{DFGAntrag2006,
  author = {Nelles, Oliver},
  title = {Identifikation mit lokalen Modellen basierend auf achsenschrägen Unterteilungen des Eingangsraums},
  school = {Universität Siegen, Fachbereich Maschinenbau, Institut für Mechanik und Regelungstechnik -- Mechatronik},
  year = {2006},
  number = {(NE 656/3-1)}
}
Nelles O (2006), "Neuronale Netze: Eine Übersicht", In VDI/VDE-GMA-Tagung Informations-fusion in der Mess- und Sensortechnik. Eisenach, Germany, June, 2006.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_VDI_06,
  author = {Nelles, Oliver},
  title = {Neuronale Netze: Eine Übersicht},
  booktitle = {VDI/VDE-GMA-Tagung Informations-fusion in der Mess- und Sensortechnik},
  year = {2006}
}
Marechal T, Nelles O and Lohrenz F (2004), "Intelligent Shift Strategies for Automatic Transmissions", In Innovations pour Transmissions Automobiles, Car Training Institute (CTI). Paris, France, Sept., 2004.

[BibTeX]
BibTeX: 
@inproceedings{Marechal_Nelles_04,
  author = {Marechal, Thierry and Nelles, Oliver and Lohrenz, Frank},
  title = {Intelligent Shift Strategies for Automatic Transmissions},
  booktitle = {Innovations pour Transmissions Automobiles, Car Training Institute (CTI)},
  year = {2004}
}
Nelles O (2003), "IntelligenTip: A Learning Shift Strategy for Automated Transmissions", In SAE World Congress. Detroit, USA, March, 2003.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_SAE_03,
  author = {Nelles, Oliver},
  title = {IntelligenTip: A Learning Shift Strategy for Automated Transmissions},
  booktitle = {SAE World Congress},
  year = {2003}
}
Nelles O (2003), "Lernfähige Fuzzy-basierte Fahrstrategie für automatische Getriebe", In Modellgestützte Steuerung, Regelung und Diagnose von Verbrennungsmotoren. , pp. 233-250. Springer.

[BibTeX]
BibTeX: 
@incollection{Nelles_Springer_03,
  author = {Nelles, Oliver},
  editor = {Isermann, Rolf},
  title = {Lernfähige Fuzzy-basierte Fahrstrategie für automatische Getriebe},
  booktitle = {Modellgestützte Steuerung, Regelung und Diagnose von Verbrennungsmotoren},
  publisher = {Springer},
  year = {2003},
  pages = {233--250}
}
Töpfer S and Nelles O (2003), "Polynommodelle, Kennfelder und neuronale Netze", In Modellgestützte Steuerung, Regelung und Diagnose von Verbrennungsmotoren. , pp. 103-120. Springer.

[BibTeX]
BibTeX: 
@incollection{Toepfer_Nelles_03,
  author = {Töpfer, Susanne and Nelles, Oliver},
  editor = {Isermann, Rolf},
  title = {Polynommodelle, Kennfelder und neuronale Netze},
  booktitle = {Modellgestützte Steuerung, Regelung und Diagnose von Verbrennungsmotoren},
  publisher = {Springer},
  year = {2003},
  pages = {103--120}
}
Fink A and Nelles O (2002), "Nonlinear Internal Model Control for MISO Systems Based on Local Linear Neuro-Fuzzy Models", In 15th IFAC World Congress. Barcelona, Spain, July, 2002.

[BibTeX]
BibTeX: 
@inproceedings{Fink_Nelles_02,
  author = {Fink, Alexander and Nelles, Oliver},
  title = {Nonlinear Internal Model Control for MISO Systems Based on Local Linear Neuro-Fuzzy Models},
  booktitle = {15th IFAC World Congress},
  year = {2002}
}
Nelles O (2002), "Die lernende Fahrstrategie IntelligenTip", In IIR Getriebeelektronik. Mannheim, Germany, May, 2002.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_IIR_02,
  author = {Nelles, Oliver},
  title = {Die lernende Fahrstrategie IntelligenTip},
  booktitle = {IIR Getriebeelektronik},
  year = {2002}
}
Nelles O (2002), "Lernfähige Fuzzy-basierte Fahrstrategie für automatische Getriebe", In Haus der Technik Tagung: Modellgestützte Steuerung, Regelung und Diagnose von Verbrennungsmotoren. Darmstadt, Germany, June, 2002.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_HDT_02,
  author = {Nelles, Oliver},
  title = {Lernfähige Fuzzy-basierte Fahrstrategie für automatische Getriebe},
  booktitle = {Haus der Technik Tagung: Modellgestützte Steuerung, Regelung und Diagnose von Verbrennungsmotoren},
  year = {2002}
}
Nelles O and Probst G (2002), "Drivetrain Control with ISG: Influence on Driveability, Comfort, Performance, and Fuel Consumption", In 14. Internationale AVL Tagung Motor & Umwelt. Graz, Austria, Sept., 2002.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Probst_02,
  author = {Nelles, Oliver and Probst, Gregor},
  title = {Drivetrain Control with ISG: Influence on Driveability, Comfort, Performance, and Fuel Consumption},
  booktitle = {14. Internationale AVL Tagung Motor & Umwelt},
  year = {2002}
}
Fink A and Nelles O (2001), "Nonlinear Internal Model Control Based on Local Linear Neural Networks", In IEEE Conference on Systems, Man, and Cybernetics. Tuscon, USA, Oct., 2001. , pp. 350-364.

[BibTeX]
BibTeX: 
@inproceedings{Fink_Nelles_SMC_01,
  author = {Fink, Alexander and Nelles, Oliver},
  title = {Nonlinear Internal Model Control Based on Local Linear Neural Networks},
  booktitle = {IEEE Conference on Systems, Man, and Cybernetics},
  year = {2001},
  pages = {350--364}
}
Fink A, Nelles O, Fischer M and Isermann R (2001), "Non-linear Adaptive Control of a Heat Exchanger", International Journal of Adaptive Control and Signal Processing. Vol. 15(8), pp. 883-906.

[BibTeX]
BibTeX: 
@article{Fink_Nelles_01,
  author = {Fink, Alexander and Nelles, Oliver and Fischer, Martin and Isermann, Rolf},
  title = {Non-linear Adaptive Control of a Heat Exchanger},
  journal = {International Journal of Adaptive Control and Signal Processing},
  year = {2001},
  volume = {15},
  number = {8},
  pages = {883--906}
}
Hoffmann F and Nelles O (2001), "Genetic Programming for Model Selection of TSK Fuzzy Systems", International Journal of Information Sciences. Vol. 136, pp. 7-28.

[BibTeX]
BibTeX: 
@article{Hoffmann_Nelles_01,
  author = {Hoffmann, Frank and Nelles, Oliver},
  title = {Genetic Programming for Model Selection of TSK Fuzzy Systems},
  journal = {International Journal of Information Sciences},
  year = {2001},
  volume = {136},
  pages = {7--28}
}
Nelles O (2001), "Nonlinear System Identification -- From Classical Approaches to Neural Networks and Fuzzy Systems" Berlin, Germany Springer.

[BibTeX]
BibTeX: 
@book{Nelles_Book,
  author = {Nelles, Oliver},
  title = {Nonlinear System Identification -- From Classical Approaches to Neural Networks and Fuzzy Systems},
  publisher = {Springer},
  year = {2001}
}
Sheng Y, Nelles O and Tomizuka M (2001), "Intelligent Modeling of Drilling Process: A Knowledge-based Neural Strategy with Fuzzy Switches", In ASME International Mechanical Engineering Congress and Exposition. New York, USA, Nov., 2001.

[BibTeX]
BibTeX: 
@inproceedings{Sheng_Nelles_01,
  author = {Sheng, Ye and Nelles, Oliver and Tomizuka, Masayoshi},
  title = {Intelligent Modeling of Drilling Process: A Knowledge-based Neural Strategy with Fuzzy Switches},
  booktitle = {ASME International Mechanical Engineering Congress and Exposition},
  year = {2001}
}
Fink A, Fischer M and Nelles O (2000), "Supervision of Nonlinear Adaptive Controllers Based on Fuzzy Models", Control Engineering Practice (CEP). Vol. 8(10), pp. 1093-1105.

[BibTeX]
BibTeX: 
@article{Fink_Nelles_CEP_00,
  author = {Fink, Alexander and Fischer, Martin and Nelles, Oliver},
  title = {Supervision of Nonlinear Adaptive Controllers Based on Fuzzy Models},
  journal = {Control Engineering Practice (CEP)},
  year = {2000},
  volume = {8},
  number = {10},
  pages = {1093--1105}
}
Fischer M, Nelles O and Isermann R (2000), "Knowledge-Based Adaptation of Neuro-fuzzy Models in Predictive Control of a Heat Exchanger", In Soft Computing and Intelligent Systems: Theory and Practice. Academic Press.

[BibTeX]
BibTeX: 
@incollection{Fischer_Nelles_Sinha_00,
  author = {Fischer, Martin and Nelles, Oliver and Isermann, Rolf},
  editor = {Sinha and Gupta},
  title = {Knowledge-Based Adaptation of Neuro-fuzzy Models in Predictive Control of a Heat Exchanger},
  booktitle = {Soft Computing and Intelligent Systems: Theory and Practice},
  publisher = {Academic Press},
  year = {2000}
}
Füssel D and Nelles O (2000), "Takagi-Sugeno Fuzzy-Systeme als lokale Polynomklassifikatoren", In GMA-Kongress Computational Intelligence. Baden-Baden, Germany , pp. 350-364.

[BibTeX]
BibTeX: 
@inproceedings{Fuessel_Nelles_GMA_00,
  author = {Füssel, Dominik and Nelles, Oliver},
  title = {Takagi-Sugeno Fuzzy-Systeme als lokale Polynomklassifikatoren},
  booktitle = {GMA-Kongress Computational Intelligence},
  year = {2000},
  pages = {350--364}
}
Hafner M, Schüler M, Nelles O and Isermann R (2000), "Fast Neural Networks for Diesel Engine Control Design", Control Engineering Practice (CEP). Vol. 8(11), pp. 1211-1221.

[BibTeX]
BibTeX: 
@article{Hafner_Nelles_CEP_00,
  author = {Hafner, Michael and Schüler, Matthias and Nelles, Oliver and Isermann, Rolf},
  title = {Fast Neural Networks for Diesel Engine Control Design},
  journal = {Control Engineering Practice (CEP)},
  year = {2000},
  volume = {8},
  number = {11},
  pages = {1211--1221}
}
Hoffmann F and Nelles O (2000), "Structure Identification of TSK Fuzzy Systems Using Genetic Programming", In Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU). Madrid, Spain, July, 2000.

[BibTeX]
BibTeX: 
@inproceedings{Hoffmann_Nelles_IPMU_00,
  author = {Hoffmann, Frank and Nelles, Oliver},
  title = {Structure Identification of TSK Fuzzy Systems Using Genetic Programming},
  booktitle = {Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU)},
  year = {2000}
}
Nelles O and Fink A (2000), "Grid-Based Look-Up Table Optimization Toolbox", In IFAC Symposium on System Identification (SYSID). Santa Barbara, USA, June, 2000.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Fink_SYSID_00b,
  author = {Nelles, Oliver and Fink, Alexander},
  title = {Grid-Based Look-Up Table Optimization Toolbox},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {2000}
}
Nelles O and Fink A (2000), "Tool zur Optimierung von Rasterkennfeldern", atp -- Automatisierungstechnische Praxis., May, 2000. Vol. 42(5), pp. 58-66.

[BibTeX]
BibTeX: 
@article{Nelles_Fink_ATP_00,
  author = {Nelles, Oliver and Fink, Alexander},
  title = {Tool zur Optimierung von Rasterkennfeldern},
  journal = {atp -- Automatisierungstechnische Praxis},
  year = {2000},
  volume = {42},
  number = {5},
  pages = {58--66}
}
Nelles O, Fink A, Babuška R and Setnes M (2000), "Comparison of Two Construction Algorithms for Takagi-Sugeno Fuzzy Models", International Journal of Applied Mathematics and Computer Science. Vol. 10(4), pp. 835-855.

[BibTeX]
BibTeX: 
@article{Nelles_Babuska_00,
  author = {Nelles, Oliver and Fink, Alexander and Babuška, Robert and Setnes, Magne},
  title = {Comparison of Two Construction Algorithms for Takagi-Sugeno Fuzzy Models},
  journal = {International Journal of Applied Mathematics and Computer Science},
  year = {2000},
  volume = {10},
  number = {4},
  pages = {835--855}
}
Nelles O, Fink A and Isermann R (2000), "Local Linear Model Trees (LOLIMOT) Toolbox for Nonlinear System Identification", In IFAC Symposium on System Identification (SYSID). Santa Barbara, USA, June, 2000.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Fink_SYSID_00,
  author = {Nelles, Oliver and Fink, Alexander and Isermann, Rolf},
  title = {Local Linear Model Trees (LOLIMOT) Toolbox for Nonlinear System Identification},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {2000}
}
Nelles O, Fink A and Isermann R (2000), "Local Orthonormal Basis Function Networks", In IEE UKACC International Conference on Control. Cambridge, UK, Sept., 2000.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Fink_IEE_00,
  author = {Nelles, Oliver and Fink, Alexander and Isermann, Rolf},
  title = {Local Orthonormal Basis Function Networks},
  booktitle = {IEE UKACC International Conference on Control},
  year = {2000}
}
Nelles O and Tomizuka M (2000), "On the Dynamics of Local Linear Model Networks with Orthonormal Basis Functions", In IFAC Symposium on System Identification (SYSID). Santa Barbara, USA, June, 2000.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Tomizuka_SYSID_00,
  author = {Nelles, Oliver and Tomizuka, Masayoshi},
  title = {On the Dynamics of Local Linear Model Networks with Orthonormal Basis Functions},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {2000}
}
Schaffnit J, Nelles O, Isermann R and Schmid W (2000), "Local Linear Model Tree (LOLIMOT) for Nonlinear System Identification of a Turbocharger with Variable Turbine Geometry (VTG)", In IFAC Symposium on System Identification (SYSID). Santa Barbara, USA, June, 2000.

[BibTeX]
BibTeX: 
@inproceedings{Schaffnit_Nelles_SYSID_00,
  author = {Schaffnit, Jochen and Nelles, Oliver and Isermann, Rolf and Schmid, Wolfram},
  title = {Local Linear Model Tree (LOLIMOT) for Nonlinear System Identification of a Turbocharger with Variable Turbine Geometry (VTG)},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {2000}
}
Töpfer S, Nelles O and Isermann R (2000), "Comparison of a Hierarchically Constructed Neural Network and a Hierarchical Look-up Table", In IFAC Symposium on System Identification (SYSID). Santa Barbara, USA, June, 2000.

[BibTeX]
BibTeX: 
@inproceedings{Toepfer_Nelles_SYSID_00,
  author = {Töpfer, Susanne and Nelles, Oliver and Isermann, Rolf},
  title = {Comparison of a Hierarchically Constructed Neural Network and a Hierarchical Look-up Table},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {2000}
}
Fink A, Fischer M and Nelles O (1999), "Supervison of Nonlinear Adaptive Controllers Based on Fuzzy Models", In IFAC World Congress. Beijing, China, July, 1999. Vol. Q, pp. 335-340.

[BibTeX]
BibTeX: 
@inproceedings{Fink_Fischer_Nelles_IFAC_99,
  author = {Fink, Alexander and Fischer, Martin and Nelles, Oliver},
  title = {Supervison of Nonlinear Adaptive Controllers Based on Fuzzy Models},
  booktitle = {IFAC World Congress},
  year = {1999},
  volume = {Q},
  pages = {335--340}
}
Fink A, Nelles O and Fischer M (1999), "Linearization Based and Local Model Based Controller Design", In European Control Conference (ECC). Karlsruhe, Germany, Sept., 1999.

[BibTeX]
BibTeX: 
@inproceedings{Fink_Nelles_ECC_99,
  author = {Fink, Alexander and Nelles, Oliver and Fischer, Martin},
  title = {Linearization Based and Local Model Based Controller Design},
  booktitle = {European Control Conference (ECC)},
  year = {1999}
}
Hafner Michael andSchüler M and Nelles O (1999), "Dynamical Identification and Control of Combustion Engine Exhaust", In American Control Conference (ACC). San Diego, USA, June, 1999. , pp. 222-226.

[BibTeX]
BibTeX: 
@inproceedings{Hafner_Schueler_Nelles_ACC_99,
  author = {Hafner, Michael andSchüler, Matthias and Nelles, Oliver},
  title = {Dynamical Identification and Control of Combustion Engine Exhaust},
  booktitle = {American Control Conference (ACC)},
  year = {1999},
  pages = {222--226}
}
Halfmann C, Nelles O and Holzmann H (1999), "Identification of the Vehicle Suspension Characteristics using Local Linear Model Trees", In IEEE Conference on Control Applications (CCA). Kohala Coast, USA, Aug., 1999. , pp. 991-996.

[BibTeX]
BibTeX: 
@inproceedings{Halfmann_Nelles_CCA_99,
  author = {Halfmann, Christoph and Nelles, Oliver and Holzmann, Henning},
  title = {Identification of the Vehicle Suspension Characteristics using Local Linear Model Trees},
  booktitle = {IEEE Conference on Control Applications (CCA)},
  year = {1999},
  pages = {991--996}
}
Halfmann C, Nelles O and Holzmann H (1999), "Semi-Physical Modeling of the Vertical Vehicle Dynamics", In American Control Conference (ACC). San Diego, USA, June, 1999. , pp. 1707-1711.

[BibTeX]
BibTeX: 
@inproceedings{Halfmann_Nelles_ACC_99,
  author = {Halfmann, Christoph and Nelles, Oliver and Holzmann, Henning},
  title = {Semi-Physical Modeling of the Vertical Vehicle Dynamics},
  booktitle = {American Control Conference (ACC)},
  year = {1999},
  pages = {1707--1711}
}
Holzmann H, Nelles O, Halfmann C and Isermann R (1999), "Vehicle Dynamics Simulation Based on Hybrid Modeling", In IEEE/ASME Conference on Advanced Intelligent Mechatronics. Atlanta, USA, Sept., 1999. , pp. 19-23.

[BibTeX]
BibTeX: 
@inproceedings{Holzmann_Nelles_ASME_99,
  author = {Holzmann, Henning and Nelles, Oliver and Halfmann, Christoph and Isermann, Rolf},
  title = {Vehicle Dynamics Simulation Based on Hybrid Modeling},
  booktitle = {IEEE/ASME Conference on Advanced Intelligent Mechatronics},
  year = {1999},
  pages = {19--23}
}
Müller N and Nelles O (1999), "Closed-Loop Ignition Control Using On-line Learning of Locally-Tuned Radial Basis Function Networks", In American Control Conference (ACC). San Diego, USA, June, 1999. , pp. 1356-1360.

[BibTeX]
BibTeX: 
@inproceedings{Mueller_Nelles_ACC_99,
  author = {Müller, Norbert and Nelles, Oliver},
  title = {Closed-Loop Ignition Control Using On-line Learning of Locally-Tuned Radial Basis Function Networks},
  booktitle = {American Control Conference (ACC)},
  year = {1999},
  pages = {1356--1360}
}
Nelles O (1999), "Nonlinear System Identification with Local Linear Neuro-Fuzzy Models" Aachen, Germany Shaker Verlag.

[BibTeX]
BibTeX: 
@book{Nelles_Diss,
  author = {Nelles, Oliver},
  title = {Nonlinear System Identification with Local Linear Neuro-Fuzzy Models},
  publisher = {Shaker Verlag},
  year = {1999}
}
Nelles O, Fink A, Babuška R and Setnes M (1999), "Comparison of Two Construction Algorithms for Takagi-Sugeno Fuzzy Models", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1999.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_EUFIT_99,
  author = {Nelles, Oliver and Fink, Alexander and Babuška, Robert and Setnes, Magne},
  title = {Comparison of Two Construction Algorithms for Takagi-Sugeno Fuzzy Models},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1999}
}
Nelles O and Fischer M (1999), "Lokale Linearisierung von Fuzzy-Modellen", at -- Automatisierungstechnik., May, 1999. Vol. 47(5), pp. 217-223.

[BibTeX]
BibTeX: 
@article{Nelles_Fischer_AT_99,
  author = {Nelles, Oliver and Fischer, Martin},
  title = {Lokale Linearisierung von Fuzzy-Modellen},
  journal = {at -- Automatisierungstechnik},
  year = {1999},
  volume = {47},
  number = {5},
  pages = {217--223}
}
Schwarz R, Nelles O and Isermann R (1999), "Verbesserung der Signalgenauigkeit von Raddrehzahlsensoren mittels Online-Kompensation der Impulsradfehler", atp -- Automatisierungstechnische Praxis., March, 1999. Vol. 41(3), pp. 35-42.

[BibTeX]
BibTeX: 
@article{Schwarz_Nelles_ATP_99,
  author = {Schwarz, Ralf and Nelles, Oliver and Isermann, Rolf},
  title = {Verbesserung der Signalgenauigkeit von Raddrehzahlsensoren mittels Online-Kompensation der Impulsradfehler},
  journal = {atp -- Automatisierungstechnische Praxis},
  year = {1999},
  volume = {41},
  number = {3},
  pages = {35--42}
}
Schwarz R, Nelles O, Isermann R and Scheerer P (1999), "Verfahren zum Ausgleich von Abweichungen eines Raddrehzahlsensors", Patent DE 197 21 488 A1.

[BibTeX]
BibTeX: 
@article{Schwarz_Nelles_Patent,
  author = {Schwarz, Ralf and Nelles, Oliver and Isermann, Rolf and Scheerer, Peter},
  title = {Verfahren zum Ausgleich von Abweichungen eines Raddrehzahlsensors},
  journal = {Patent DE 197 21 488 A1},
  year = {1999}
}
Ballé P, Fischer M, Füssel D, Nelles O and Isermann R (1998), "Integrated Control, Diagnosis, and Reconfiguration of a Heat Exchanger", IEEE Control Systems Magazine., June, 1998. Vol. 18(3), pp. 52-63.

[BibTeX]
BibTeX: 
@article{Balle_Nelles_IEEE_98,
  author = {Ballé, Peter and Fischer, Martin and Füssel, Dominik and Nelles, Oliver and Isermann, Rolf},
  title = {Integrated Control, Diagnosis, and Reconfiguration of a Heat Exchanger},
  journal = {IEEE Control Systems Magazine},
  year = {1998},
  volume = {18},
  number = {3},
  pages = {52--63}
}
Fischer M, Nelles O and Fink A (1998), "Adaptive Fuzzy Model-Based Control", Journal A. Vol. 39(3), pp. 22-28.

[BibTeX]
BibTeX: 
@article{Fischer_Nelles_A_98,
  author = {Fischer, Martin and Nelles, Oliver and Fink, Alexander},
  title = {Adaptive Fuzzy Model-Based Control},
  journal = {Journal A},
  year = {1998},
  volume = {39},
  number = {3},
  pages = {22--28}
}
Fischer M, Nelles O and Fink A (1998), "Predictive Control Based on Local Linear Fuzzy Models", International Journal of Systems Science. Vol. 28(7), pp. 679-697.

[BibTeX]
BibTeX: 
@article{Fischer_Nelles_IJSS_98,
  author = {Fischer, Martin and Nelles, Oliver and Fink, Alexander},
  title = {Predictive Control Based on Local Linear Fuzzy Models},
  journal = {International Journal of Systems Science},
  year = {1998},
  volume = {28},
  number = {7},
  pages = {679--697}
}
Fischer M, Nelles O and Isermann R (1998), "Adaptive Predictive Control of a Heat Exchanger Based on a Fuzzy Model", Control Engineering Practice (CEP)., June, 1998. Vol. 6(6), pp. 259-269.

[BibTeX]
BibTeX: 
@article{Fischer_Nelles_CEP_98,
  author = {Fischer, Martin and Nelles, Oliver and Isermann, Rolf},
  title = {Adaptive Predictive Control of a Heat Exchanger Based on a Fuzzy Model},
  journal = {Control Engineering Practice (CEP)},
  year = {1998},
  volume = {6},
  number = {6},
  pages = {259--269}
}
Hafner M, Schüler M and Nelles O (1998), "Neural Net Models for Diesel Engines -- Simulation and Exhaust Optimization", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1998. Vol. 1, pp. 215-219.

[BibTeX]
BibTeX: 
@inproceedings{Hafner_Schueler_Nelles_EUFIT_98,
  author = {Hafner, Michael and Schüler, Matthias and Nelles, Oliver},
  title = {Neural Net Models for Diesel Engines -- Simulation and Exhaust Optimization},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1998},
  volume = {1},
  pages = {215--219}
}
Nelles O (1998), "Structure Optimization of Takagi-Sugeno Fuzzy Models", International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems (IJUFKS), Special Issue on Applications of New Functional Principles of Fuzzy Systems and Neural Networks within Computational Intelligence. Vol. 5(2), pp. 161-170.

[BibTeX]
BibTeX: 
@article{Nelles_IJUFKS_98,
  author = {Nelles, Oliver},
  title = {Structure Optimization of Takagi-Sugeno Fuzzy Models},
  journal = {International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems (IJUFKS), Special Issue on Applications of New Functional Principles of Fuzzy Systems and Neural Networks within Computational Intelligence},
  year = {1998},
  volume = {5},
  number = {2},
  pages = {161--170}
}
Nelles O, Ernst S, Ayoubi M, Schumann A and Lachmann K-H (1998), "Identifikation mit einem Hammersteinmodell und neuronalen Netzen am Beispiel eines Abgasturboladers", at -- Automatisierungstechnik., Sept., 1998. Vol. 46(9), pp. 411-419.

[BibTeX]
BibTeX: 
@article{Nelles_Ernst_AT_98,
  author = {Nelles, Oliver and Ernst, Susanne and Ayoubi, Mihiar and Schumann, Andreas and Lachmann, Karl-H.},
  title = {Identifikation mit einem Hammersteinmodell und neuronalen Netzen am Beispiel eines Abgasturboladers},
  journal = {at -- Automatisierungstechnik},
  year = {1998},
  volume = {46},
  number = {9},
  pages = {411--419}
}
Nelles O, Füssel D, Ballé P and Isermann R (1998), "Model-based Fault Detection and Diagnosis Part B: Applications", In International Conference on Probability, Safety, Assessment, and Management. New York, USA, Sept., 1998. Vol. 3, pp. 1875-1880.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_PSAM_98,
  author = {Nelles, Oliver and Füssel, Dominik and Ballé, Peter and Isermann, Rolf},
  title = {Model-based Fault Detection and Diagnosis Part B: Applications},
  booktitle = {International Conference on Probability, Safety, Assessment, and Management},
  year = {1998},
  volume = {3},
  pages = {1875--1880}
}
Nelles O, Hecker O and Isermann R (1998), "Automatische Strukturselektion für Fuzzy-Modelle zur Identifikation nichtlinearer, dynamischer Prozesse", at -- Automatisierungstechnik., June, 1998. Vol. 46(6), pp. 302-312.

[BibTeX]
BibTeX: 
@article{Nelles_Hecker_AT_98,
  author = {Nelles, Oliver and Hecker, Oliver and Isermann, Rolf},
  title = {Automatische Strukturselektion für Fuzzy-Modelle zur Identifikation nichtlinearer, dynamischer Prozesse},
  journal = {at -- Automatisierungstechnik},
  year = {1998},
  volume = {46},
  number = {6},
  pages = {302--312}
}
Nelles O and Ullrich T (1998), "Comparison of Input Space Decompositions for Local Model Networks", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1998. Vol. 1, pp. 654-658.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_EUFIT_98,
  author = {Nelles, Oliver and Ullrich, Thorsten},
  title = {Comparison of Input Space Decompositions for Local Model Networks},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1998},
  volume = {1},
  pages = {654--658}
}
Schmidt M and Nelles O (1998), "Filtering and Deriving Signals Using Neural Networks", In American Control Conference (ACC). Philadelphia, USA, June, 1998. , pp. 2730-2731.

[BibTeX]
BibTeX: 
@inproceedings{Schmidt_Nelles_ACC_98,
  author = {Schmidt, Martin and Nelles, Oliver},
  title = {Filtering and Deriving Signals Using Neural Networks},
  booktitle = {American Control Conference (ACC)},
  year = {1998},
  pages = {2730--2731}
}
Ayoubi M, Halfmann C, Holzmann H, Leonhardt S and Nelles O (1997), "13. IFAC World Congress"

[BibTeX]
BibTeX: 
@article{NellesAyoubi13,
  author = {Ayoubi, Mihiar and Halfmann, Christoph and Holzmann, Henning and Leonhardt, Steffen and Nelles, Oliver},
  title = {13. IFAC World Congress},
  year = {1997}
}
Ballé P and Nelles O (1997), "Fault Detection for a Heat Exchanger Based on a Bank of Local Linear Fuzzy Models of Subprocesses", In IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC). Kuala Lumpur, Malaysia, Sept., 1997. , pp. 606-613.

[BibTeX]
BibTeX: 
@inproceedings{Balle_Nelles_AIRTC_97,
  author = {Ballé, Peter and Nelles, Oliver},
  title = {Fault Detection for a Heat Exchanger Based on a Bank of Local Linear Fuzzy Models of Subprocesses},
  booktitle = {IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC)},
  year = {1997},
  pages = {606--613}
}
Ballé P, Nelles O and Füssel D (1997), "Fault Detection on Nonlinear Processes Based on Local Linear Fuzzy Models in Parallel- and Series-Parallel Mode", In IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS). Kingston upon Hull, UK, Aug., 1997. , pp. 1138-1143.

[BibTeX]
BibTeX: 
@inproceedings{Balle_Nelles_SAFE_97,
  author = {Ballé, Peter and Nelles, Oliver and Füssel, Dominik},
  title = {Fault Detection on Nonlinear Processes Based on Local Linear Fuzzy Models in Parallel- and Series-Parallel Mode},
  booktitle = {IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS)},
  year = {1997},
  pages = {1138--1143}
}
Fischer M and Nelles O (1997), "Fuzzy Model-Based Predictive Control of Nonlinear Processes with Fast Dynamics", In International ICSC Symposium on Fuzzy Logic and Applications. Zürich, Switzerland, Feb., 1997. , pp. 57-63.

[BibTeX]
BibTeX: 
@inproceedings{Fischer_Nelles_ICSC_97,
  author = {Fischer, Martin and Nelles, Oliver},
  title = {Fuzzy Model-Based Predictive Control of Nonlinear Processes with Fast Dynamics},
  booktitle = {International ICSC Symposium on Fuzzy Logic and Applications},
  year = {1997},
  pages = {57--63}
}
Fischer M, Nelles O and Isermann R (1997), "Adaptive Predictive Control Based on Local Linear Fuzzy Models", In IFAC Symposium on System Identification (SYSID). Kitakyushu, Fukuoka, Japan, July, 1997. , pp. 859-864.

[BibTeX]
BibTeX: 
@inproceedings{Fischer_Nelles_SYSID_97,
  author = {Fischer, Martin and Nelles, Oliver and Isermann, Rolf},
  title = {Adaptive Predictive Control Based on Local Linear Fuzzy Models},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {1997},
  pages = {859--864}
}
Fischer M, Nelles O and Isermann R (1997), "Exploiting Prior Knowledge in Fuzzy Model Identification of a Heat Exchanger", In IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC). Kuala Lumpur, Malaysia, Sept., 1997. , pp. 445-450.

[BibTeX]
BibTeX: 
@inproceedings{Fischer_Nelles_prior_AIRTC_97,
  author = {Fischer, Martin and Nelles, Oliver and Isermann, Rolf},
  title = {Exploiting Prior Knowledge in Fuzzy Model Identification of a Heat Exchanger},
  booktitle = {IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC)},
  year = {1997},
  pages = {445--450}
}
Fischer M, Nelles O and Isermann R (1997), "Fuzzy Model-Based Predictive Control of a Heat Exchanger", In IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC). Kuala Lumpur, Malaysia, Sept., 1997. , pp. 463-468.

[BibTeX]
BibTeX: 
@inproceedings{Fischer_Nelles_control_AIRTC_97,
  author = {Fischer, Martin and Nelles, Oliver and Isermann, Rolf},
  title = {Fuzzy Model-Based Predictive Control of a Heat Exchanger},
  booktitle = {IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC)},
  year = {1997},
  pages = {463--468}
}
Hecker O, Nelles O and Isermann R (1997), "Nonlinear System Identification and Predictive Control of a Heat Exchanger Based on Local Linear Model Trees", In American Control Conference (ACC). Albuquerque, USA, June, 1997. , pp. 3294-3299.

[BibTeX]
BibTeX: 
@inproceedings{Hecker_Nelles_ACC_97,
  author = {Hecker, Oliver and Nelles, Oliver and Isermann, Rolf},
  title = {Nonlinear System Identification and Predictive Control of a Heat Exchanger Based on Local Linear Model Trees},
  booktitle = {American Control Conference (ACC)},
  year = {1997},
  pages = {3294--3299}
}
Isermann R, Ernst S and Nelles O (1997), "Identification with Dynamic Neural Networks -- Architectures, Comparisons, Applications --, Plenary", In IFAC Symposium on System Identification (SYSID). Kitakyushu, Fukuoka, Japan, July, 1997. , pp. 997-1022.

[BibTeX]
BibTeX: 
@inproceedings{Isermann_Ernst_Nelles_SYSID_97,
  author = {Isermann, Rolf and Ernst, Susanne and Nelles, Oliver},
  title = {Identification with Dynamic Neural Networks -- Architectures, Comparisons, Applications --, Plenary},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {1997},
  pages = {997--1022}
}
Nelles O (1997), "GA-Based Generation of Fuzzy Rules", In Fuzzy Evolutionary Computation. Boston, USA , pp. 269-295. Kluwer Academic Publishers.

[BibTeX]
BibTeX: 
@incollection{Nelles_Pedrycz_97,
  author = {Nelles, Oliver},
  editor = {W. Pedrycz},
  title = {GA-Based Generation of Fuzzy Rules},
  booktitle = {Fuzzy Evolutionary Computation},
  publisher = {Kluwer Academic Publishers},
  year = {1997},
  pages = {269--295}
}
Nelles O (1997), "LOLIMOT -- Lokale, lineare Modelle zur Identifikation nichtlinearer, dynamischer Systeme", at -- Automatisierungstechnik., April, 1997. Vol. 45(4), pp. 163-174.

[BibTeX]
BibTeX: 
@article{Nelles_AT_97,
  author = {Nelles, Oliver},
  title = {LOLIMOT -- Lokale, lineare Modelle zur Identifikation nichtlinearer, dynamischer Systeme},
  journal = {at -- Automatisierungstechnik},
  year = {1997},
  volume = {45},
  number = {4},
  pages = {163--174}
}
Nelles O (1997), "Nonlinear System Identification with Neuro-fuzzy Methods", In Intelligent Hybrid Systems -- Fuzzy Logic, Neural Networks, and Genetic Algorithms. Boston, USA , pp. 283-310. Kluwer Academic Publishers.

[BibTeX]
BibTeX: 
@incollection{Nelles_Ruan_97,
  author = {Nelles, Oliver},
  editor = {Da Ruan},
  title = {Nonlinear System Identification with Neuro-fuzzy Methods},
  booktitle = {Intelligent Hybrid Systems -- Fuzzy Logic, Neural Networks, and Genetic Algorithms},
  publisher = {Kluwer Academic Publishers},
  year = {1997},
  pages = {283--310}
}
Nelles O (1997), "Orthonormal Basis Functions for Nonlinear System Identification with Local Linear Model Trees (LOLIMOT)", In IFAC Symposium on System Identification (SYSID). Kitakyushu, Fukuoka, Japan, July, 1997. , pp. 667-672.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_SYSID_97,
  author = {Nelles, Oliver},
  title = {Orthonormal Basis Functions for Nonlinear System Identification with Local Linear Model Trees (LOLIMOT)},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {1997},
  pages = {667--672}
}
Nelles O (1997), "Strukturoptimierung von Takagi-Sugeno Fuzzy-Modellen", In GMA-Workshop des Fachausschusses 1.4.2 Fuzzy Control. Dortmund, Germany, Nov., 1997. , pp. 93-106.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_GMA_97,
  author = {Nelles, Oliver},
  title = {Strukturoptimierung von Takagi-Sugeno Fuzzy-Modellen},
  booktitle = {GMA-Workshop des Fachausschusses 1.4.2 Fuzzy Control},
  year = {1997},
  pages = {93--106}
}
Nelles O, Ernst S and Isermann R (1997), "Neuronale Netze zur Identifikation nichtlinearer, dynamischer Systeme: Ein Überblick", at -- Automatisierungstechnik., June, 1997. Vol. 45(6), pp. 251-262.

[BibTeX]
BibTeX: 
@article{Nelles_Ernst_AT_97,
  author = {Nelles, Oliver and Ernst, Susanne and Isermann, Rolf},
  title = {Neuronale Netze zur Identifikation nichtlinearer, dynamischer Systeme: Ein Überblick},
  journal = {at -- Automatisierungstechnik},
  year = {1997},
  volume = {45},
  number = {6},
  pages = {251--262}
}
Nelles O and Fischer M (1997), "Fuzzy Model Identification of a PH Process", In International ICSC Symposium on Fuzzy Logic and Applications. Zürich, Switzerland, Feb., 1997. , pp. 359-365.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_ICSC_97,
  author = {Nelles, Oliver and Fischer, Martin},
  title = {Fuzzy Model Identification of a PH Process},
  booktitle = {International ICSC Symposium on Fuzzy Logic and Applications},
  year = {1997},
  pages = {359--365}
}
Nelles O, Fischer M and Isermann R (1997), "Identification of Fuzzy Models for Predictive Control of Nonlinear Time-Variant Processes", In IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC). Kuala Lumpur, Malaysia, Sept., 1997. , pp. 457-462.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_AIRTC_97,
  author = {Nelles, Oliver and Fischer, Martin and Isermann, Rolf},
  title = {Identification of Fuzzy Models for Predictive Control of Nonlinear Time-Variant Processes},
  booktitle = {IFAC Symposium on Artificial Intelligence in Real-Time Control (AIRTC)},
  year = {1997},
  pages = {457--462}
}
Nelles O, Hecker O and Isermann R (1997), "Automatic Model Selection in Local Linear Model Trees for Nonlinear System Identification of a Transport Delay Process", In IFAC Symposium on System Identification (SYSID). Kitakyushu, Fukuoka, Japan, July, 1997. , pp. 727-732.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Hecker_SYSID_97,
  author = {Nelles, Oliver and Hecker, Oliver and Isermann, Rolf},
  title = {Automatic Model Selection in Local Linear Model Trees for Nonlinear System Identification of a Transport Delay Process},
  booktitle = {IFAC Symposium on System Identification (SYSID)},
  year = {1997},
  pages = {727--732}
}
Nelles O, Hecker O and Isermann R (1997), "Identifikation nichtlinearer, dynamischer Prozesse mit Takagi-Sugeno Fuzzy-Modellen variabler Struktur", In 4. GI Fuzzy-Neuro-Systeme Workshop. Soest, Germany, March, 1997. , pp. 388-395.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_GI_97,
  author = {Nelles, Oliver and Hecker, Oliver and Isermann, Rolf},
  title = {Identifikation nichtlinearer, dynamischer Prozesse mit Takagi-Sugeno Fuzzy-Modellen variabler Struktur},
  booktitle = {4. GI Fuzzy-Neuro-Systeme Workshop},
  year = {1997},
  pages = {388--395}
}
Schwarz R, Nelles O, Scheerer P and Isermann R (1997), "Increasing Signal Accuracy of Automatic Wheel-Speed Sensors by On-line Learning", In American Control Conference (ACC). Albuquerque, USA, June, 1997. , pp. 1131-1135.

[BibTeX]
BibTeX: 
@inproceedings{Schwarz_Nelles_ACC_97,
  author = {Schwarz, Ralf and Nelles, Oliver and Scheerer, Peter and Isermann, Rolf},
  title = {Increasing Signal Accuracy of Automatic Wheel-Speed Sensors by On-line Learning},
  booktitle = {American Control Conference (ACC)},
  year = {1997},
  pages = {1131--1135}
}
Ernst S, Nelles O and Isermann R (1996), "Neuronale Netze für die Identifikation nichtlinearer, dynamischer Systeme: Ein Überblick", In GMA-Kongreß. Baden-Baden, Germany, Sept., 1996. , pp. 713-722.

[BibTeX]
BibTeX: 
@inproceedings{Ernst_Nelles_GMA_96,
  author = {Ernst, Susanne and Nelles, Oliver and Isermann, Rolf},
  title = {Neuronale Netze für die Identifikation nichtlinearer, dynamischer Systeme: Ein Überblick},
  booktitle = {GMA-Kongreß},
  year = {1996},
  pages = {713-722}
}
Fischer M and Nelles O (1996), "Tuning of PID-Controllers for Nonlinear Processes Based on Local Linear Fuzzy Models", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1996. , pp. 1891-1895.

[BibTeX]
BibTeX: 
@inproceedings{Fischer_Nelles_EUFIT_96,
  author = {Fischer, Martin and Nelles, Oliver},
  title = {Tuning of PID-Controllers for Nonlinear Processes Based on Local Linear Fuzzy Models},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1996},
  pages = {1891--1895}
}
Nelles O (1996), "FUREGA - Fuzzy Rule Extraction by a Genetic Algorithm", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1996. , pp. 489-493.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_EUFIT_96,
  author = {Nelles, Oliver},
  title = {FUREGA - Fuzzy Rule Extraction by a Genetic Algorithm},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1996},
  pages = {489--493}
}
Nelles O (1996), "Local Linear Model Tree for On-Line Identification of Time-Variant Nonlinear Dynamic Systems", In International Conference on Artificial Neural Networks (ICANN). Bochum, Germany, July, 1996. , pp. 115-120.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_ICANN_96,
  author = {Nelles, Oliver},
  title = {Local Linear Model Tree for On-Line Identification of Time-Variant Nonlinear Dynamic Systems},
  booktitle = {International Conference on Artificial Neural Networks (ICANN)},
  year = {1996},
  pages = {115-120}
}
Nelles O, Ernst S and Isermann R (1996), "Neural Networks for Identification of Nonlinear Dynamic Systems -- An Overview", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1996. , pp. 282-286.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Ernst_EUFIT_96,
  author = {Nelles, Oliver and Ernst, Susanne and Isermann, Rolf},
  title = {Neural Networks for Identification of Nonlinear Dynamic Systems -- An Overview},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1996},
  pages = {282--286}
}
Nelles O and Fischer M (1996), "Local Linear Model Trees (LOLIMOT) for Nonlinear System Identification of a Cooling Blast", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1996. , pp. 1187-1191.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_Fischer_EUFIT_96,
  author = {Nelles, Oliver and Fischer, Martin},
  title = {Local Linear Model Trees (LOLIMOT) for Nonlinear System Identification of a Cooling Blast},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1996},
  pages = {1187--1191}
}
Nelles O, Fischer M and Müller B (1996), "Fuzzy Rule Extraction by a Genetic Algorithm and Constrained Nonlinear Optimization of Membership Functions", In International IEEE Conference on Fuzzy Systems (FUZZ-IEEE). New Orleans, USA, Sept., 1996. , pp. 213-219.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_FUZZIEEE_96,
  author = {Nelles, Oliver and Fischer, Martin and Müller, Bernd},
  title = {Fuzzy Rule Extraction by a Genetic Algorithm and Constrained Nonlinear Optimization of Membership Functions},
  booktitle = {International IEEE Conference on Fuzzy Systems (FUZZ-IEEE)},
  year = {1996},
  pages = {213-219}
}
Nelles O and Isermann R (1996), "A New Technique for Determination of Hidden Layer Parameters in RBF Networks", In IFAC World Congress. San Francisco, USA, June, 1996. , pp. 453-457.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_IFAC_96,
  author = {Nelles, Oliver and Isermann, Rolf},
  title = {A New Technique for Determination of Hidden Layer Parameters in RBF Networks},
  booktitle = {IFAC World Congress},
  year = {1996},
  pages = {453--457}
}
Nelles O and Isermann R (1996), "Basis Function Networks for Interpolation of Local Linear Models", In IEEE Conference on Decision and Control (CDC). Kobe, Japan, Dec., 1996. , pp. 470-475.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_CDC_96,
  author = {Nelles, Oliver and Isermann, Rolf},
  title = {Basis Function Networks for Interpolation of Local Linear Models},
  booktitle = {IEEE Conference on Decision and Control (CDC)},
  year = {1996},
  pages = {470--475}
}
Nelles O, Sinsel S and Isermann R (1996), "Local Basis Function Networks for Identification of a Turbocharger", In IEE UKACC International Conference on Control. Exeter, UK, Sept., 1996. , pp. 7-12.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_IEE_96,
  author = {Nelles, Oliver and Sinsel, Stefan and Isermann, Rolf},
  title = {Local Basis Function Networks for Identification of a Turbocharger},
  booktitle = {IEE UKACC International Conference on Control},
  year = {1996},
  pages = {7--12}
}
Nelles O (1995), "On the Identification with Neural Networks as Series-Parallel and Parallel Models", In International Conference on Artificial Neural Networks (ICANN). Paris, France, June, 1995. , pp. 255-260.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_ICANN_95,
  author = {Nelles, Oliver},
  title = {On the Identification with Neural Networks as Series-Parallel and Parallel Models},
  booktitle = {International Conference on Artificial Neural Networks (ICANN)},
  year = {1995},
  pages = {255--260}
}
Nelles O (1995), "On Training Radial Basis Function Networks as Series-Parallel and Parallel Models for Identification of Nonlinear Dynamic Systems", In IEEE Conference on System, Man and Cybernetics (SMC). Vancouver, Canada, Oct., 1995. , pp. 4609-4614.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_SMC_95,
  author = {Nelles, Oliver},
  title = {On Training Radial Basis Function Networks as Series-Parallel and Parallel Models for Identification of Nonlinear Dynamic Systems},
  booktitle = {IEEE Conference on System, Man and Cybernetics (SMC)},
  year = {1995},
  pages = {4609--4614}
}
Nelles O (1995), "Training neuronaler Netze als seriell-parallele oder parallele Modelle zur Identifikation nichtlinearer, dynamischer Systeme", In 3. GI Fuzzy-Neuro-Systeme Workshop. Darmstadt, Germany, Nov., 1995. , pp. 333-339.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_GI_95,
  author = {Nelles, Oliver},
  title = {Training neuronaler Netze als seriell-parallele oder parallele Modelle zur Identifikation nichtlinearer, dynamischer Systeme},
  booktitle = {3. GI Fuzzy-Neuro-Systeme Workshop},
  year = {1995},
  pages = {333--339}
}
Nelles O and Isermann R (1995), "A Comparison between Radial Basis Function Networks and Classical Methods for Identification of Nonlinear Dynamic Systems", In IFAC Symposium on Adaptive Systems in Control and Signal Processing (ASCSP). Budapest, Hungary, June, 1995. , pp. 233-238.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_ASCSP_95,
  author = {Nelles, Oliver and Isermann, Rolf},
  title = {A Comparison between Radial Basis Function Networks and Classical Methods for Identification of Nonlinear Dynamic Systems},
  booktitle = {IFAC Symposium on Adaptive Systems in Control and Signal Processing (ASCSP)},
  year = {1995},
  pages = {233--238}
}
Nelles O and Isermann R (1995), "Identification of Nonlinear Dynamic Systems -- Classical Methods versus Radial Basis Function Networks", In American Control Conference (ACC). Seattle, USA, June, 1995. , pp. 3786-3790.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_ACC_95,
  author = {Nelles, Oliver and Isermann, Rolf},
  title = {Identification of Nonlinear Dynamic Systems -- Classical Methods versus Radial Basis Function Networks},
  booktitle = {American Control Conference (ACC)},
  year = {1995},
  pages = {3786--3790}
}
Nelles O, Isermann R and Schmidt E (1995), "Identification of Nonlinear Dynamic Systems with Radial Basis Funtion Networks - Linear versus Nonlinear Optimization", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1995. , pp. 285-289.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_EUFIT_95,
  author = {Nelles, Oliver and Isermann, Rolf and Schmidt, E.},
  title = {Identification of Nonlinear Dynamic Systems with Radial Basis Funtion Networks - Linear versus Nonlinear Optimization},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1995},
  pages = {285--289}
}
Nelles O and Ayoubi M (1994), "Learning the Relevance of Symtoms in Fault Trees", In European Congress on Intelligent Techniques and Soft Computing (EUFIT). Aachen, Germany, Sept., 1994. , pp. 1148-1152.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_EUFIT_94,
  author = {Nelles, Oliver and Ayoubi, Mihiar},
  title = {Learning the Relevance of Symtoms in Fault Trees},
  booktitle = {European Congress on Intelligent Techniques and Soft Computing (EUFIT)},
  year = {1994},
  pages = {1148--1152}
}
Nelles O and Ayoubi M (1994), "Neural Structure for Fault Tree Analysis", In International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU). Paris, France, July, 1994.

[BibTeX]
BibTeX: 
@inproceedings{Nelles_IPMU_94,
  author = {Nelles, Oliver and Ayoubi, Mihiar},
  title = {Neural Structure for Fault Tree Analysis},
  booktitle = {International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU)},
  year = {1994}
}
Hoffmann F, Bertram T, Reischl M and Nelles O (2019;e1318), "Benchmarking in classification and regression", WIREs Data Mining and Knowledge Discovery. Wiley.

[BibTeX]
BibTeX: 
@article{nelles2019benchmarks,
  author = {Hoffmann, Frank and Bertram, Torsten and Reischl, Markus and Nelles, Oliver},
  title = {Benchmarking in classification and regression},
  journal = {WIREs Data Mining and Knowledge Discovery},
  publisher = {Wiley},
  year = {2019;e1318}
}
Aktualisiert via XIMS am 31.1.2022 von G. Kampmann