Publikationen
Nelles O (2021), "Nonlinear System
Identification (2nd Edition) -- From Classical
Approaches to Neural Networks, Fuzzy Systems,
and Gaussian Processes" Berlin, Germany
Springer.
[BibTeX] |
BibTeX:
@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} } |
Bamberger K, Belz J, Carolus T and Nelles O
(2020), "Development, Validation and
Application of an Optimization Scheme for
Impellers of Centrifugal Fans Using CFD-Trained
Metamodels", ASME Journal of
Turbomachinery.
[BibTeX] |
BibTeX:
@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} } |
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{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} } |
Mayer A, Eisermann E, Pauli F and Nelles O
(2020), "Synthesis of Representative
Driving Cycles with Respect to Time-Dependent
Load Conditions", In IEEE Forum on
Integrated and Sustainable Transportation
Systems (FISTS). Delft, Netherlands, June,
2020.
[BibTeX] |
BibTeX:
@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} } |
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. 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} } |
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} } |
Hoffmann F, Bertram T, Reischl M and Nelles O
(2019), "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} } |
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:
@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} } |
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:
@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
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 = {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:
@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",
Automatisierungstechnische Praxis (atp)., 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 = {Automatisierungstechnische Praxis (atp)}, 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",
Automatisierungstechnik (at)., 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 = {Automatisierungstechnik (at)}, 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",
Automatisierungstechnische Praxis (atp).,
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 = {Automatisierungstechnische Praxis (atp)}, 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",
Automatisierungstechnik (at)., 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 = {Automatisierungstechnik (at)}, 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",
Automatisierungstechnik (at)., 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 = {Automatisierungstechnik (at)}, 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",
Automatisierungstechnik (at)., 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 = {Automatisierungstechnik (at)}, 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", Automatisierungstechnik (at).,
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 = {Automatisierungstechnik (at)}, 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} } |