Publikationen

@book{Nelles_Book2,
  author = {Nelles, Oliver},
  title = {Nonlinear System Identification (2nd Edition) -- From Classical Approaches to Neural Networks, Fuzzy Systems, and Gaussian Processes},
  publisher = {Springer},
  year = {2021}
}

@article{Nelles_Belz_2020,
  author = {Bamberger, Konrad and Belz, Julian and Carolus, Thomas and Nelles, Oliver},
  title = {Development, Validation and Application of an Optimization Scheme for Impellers of Centrifugal Fans Using CFD-Trained Metamodels},
  journal = {ASME Journal of Turbomachinery},
  year = {2020}
}

@article{bamberger2020development,
  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}
}

@inproceedings{Mayer_2020,
  author = {Mayer, Andre and Eisermann, E. and Pauli, F. and Nelles, Oliver},
  title = {Synthesis of Representative Driving Cycles with Respect to Time-Dependent Load Conditions},
  booktitle = {IEEE Forum on Integrated and Sustainable Transportation Systems (FISTS)},
  year = {2020}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@inproceedings{sauermann2010particle,
  author = {Sauermann, Ralf and Boja, Dankmar and Kirschbaum, Frank and Nelles, Oliver},
  title = {Particle Swarm Optimization for Automotive Model-Based Calibration},
  booktitle = {Advances in Automotive Control},
  year = {2010},
  pages = {733--738}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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)}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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)}
}

@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}
}

@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}
}

@inproceedings{Nelles_SAE_03,
  author = {Nelles, Oliver},
  title = {IntelligenTip: A Learning Shift Strategy for Automated Transmissions},
  booktitle = {SAE World Congress},
  year = {2003}
}

@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}
}

@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}
}

@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}
}

@inproceedings{Nelles_IIR_02,
  author = {Nelles, Oliver},
  title = {Die lernende Fahrstrategie IntelligenTip},
  booktitle = {IIR Getriebeelektronik},
  year = {2002}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@book{Nelles_Book,
  author = {Nelles, Oliver},
  title = {Nonlinear System Identification -- From Classical Approaches to Neural Networks and Fuzzy Systems},
  publisher = {Springer},
  year = {2001}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@article{Nelles_Fink_ATP_00,
  author = {Nelles, Oliver and Fink, Alexander},
  title = {Tool zur Optimierung von Rasterkennfeldern},
  journal = {Automatisierungstechnische Praxis (atp)},
  year = {2000},
  volume = {42},
  number = {5},
  pages = {58--66}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@book{Nelles_Diss,
  author = {Nelles, Oliver},
  title = {Nonlinear System Identification with Local Linear Neuro-Fuzzy Models},
  publisher = {Shaker Verlag},
  year = {1999}
}

@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}
}

@article{Nelles_Fischer_AT_99,
  author = {Nelles, Oliver and Fischer, Martin},
  title = {Lokale Linearisierung von Fuzzy-Modellen},
  journal = {Automatisierungstechnik (at)},
  year = {1999},
  volume = {47},
  number = {5},
  pages = {217--223}
}

@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 = {Automatisierungstechnische Praxis (atp)},
  year = {1999},
  volume = {41},
  number = {3},
  pages = {35--42}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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 = {Automatisierungstechnik (at)},
  year = {1998},
  volume = {46},
  number = {9},
  pages = {411--419}
}

@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}
}

@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 = {Automatisierungstechnik (at)},
  year = {1998},
  volume = {46},
  number = {6},
  pages = {302--312}
}

@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}
}

@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}
}

@article{NellesAyoubi13,
  author = {Ayoubi, Mihiar and Halfmann, Christoph and Holzmann, Henning and Leonhardt, Steffen and Nelles, Oliver},
  title = {13. IFAC World Congress},
  year = {1997}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@article{Nelles_AT_97,
  author = {Nelles, Oliver},
  title = {LOLIMOT -- Lokale, lineare Modelle zur Identifikation nichtlinearer, dynamischer Systeme},
  journal = {Automatisierungstechnik (at)},
  year = {1997},
  volume = {45},
  number = {4},
  pages = {163--174}
}

@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}
}

@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}
}

@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}
}

@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 = {Automatisierungstechnik (at)},
  year = {1997},
  volume = {45},
  number = {6},
  pages = {251--262}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}