O. Nelles

发表

O. Nelles, 2001 .

Nonlinear System Identification: From Classical Approaches to Neural Networks and Fuzzy Models

O. Nelles, 2000 .

Orthonormal Basis Functions for Nonlinear System Identification with Local Linear Model Trees (LOLIMOT)

O. Nelles, 1997 .

Axes-oblique partitioning strategies for local model networks

O. Nelles, 2006, 2006 IEEE Conference on Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control.

Basis function networks for interpolation of local linear models

O. Nelles, R. Isermann, 1996, Proceedings of 35th IEEE Conference on Decision and Control.

Multi-site damage localization in anisotropic plate-like structures using an active guided wave structural health monitoring system

Oliver Nelles, Claus-Peter Fritzen, Benjamin Hartmann, 2010 .

Local Model Networks with Modified Parabolic Membership Functions

O. Nelles, Oliver Bänfer, J. Kainz, 2009, 2009 International Conference on Artificial Intelligence and Computational Intelligence.

Filtering and differentiating noisy signals using neural networks

O. Nelles, M. Schmidt, 1998, Proceedings of the 1998 American Control Conference. ACC (IEEE Cat. No.98CH36207).

Fuzzy rule extraction by a genetic algorithm and constrained nonlinear optimization of membership functions

O. Nelles, M. Fischer, B. Muller, 1996, Proceedings of IEEE 5th International Fuzzy Systems.

A Comparison Between RBF Networks and Classical Methods for Identification of Nonlinear Dynamic Systems

O. Nelles, R. Isermann, 1995 .

Nonlinear System Identification with Regularized Local FIR Model Networks

O. Nelles, T. Münker, 2016 .

Local linear model trees (LOLIMOT) for nonlinear system identification of a cooling blast

Oliver Nelles, Martin Fischer, O. Nelles, 1996 .

Nonlinear system identification and predictive control of a heat exchanger based on local linear fuzzy models

Oliver Nelles, O. Moseler, O. Nelles, 1997, Proceedings of the 1997 American Control Conference (Cat. No.97CH36041).

Support Vector Machines for Design Space Exploration

Oliver Nelles, Geritt Kampmann, Nataša Kieft, 2012 .

Generalizing piecewise affine system identification to local model networks

Oliver Nelles, Tobias Münker, O. Nelles, 2017, 2017 IEEE Symposium Series on Computational Intelligence (SSCI).

Design of Experiments

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

Comparison of different subset selection algorithms for learning local model networks with higher degree polynomials

Oliver Nelles, Benjamin Hartmann, Oliver Bänfer, 2010, 2010 11th International Conference on Control Automation Robotics & Vision.

Polynomial model tree (POLYMOT) — A new training algorithm for local model networks with higher degree polynomials

O. Nelles, O. Banfer, 2009, 2009 IEEE International Conference on Control and Automation.

Adaptive local model networks with higher degree polynomials

O. Nelles, O. Banfer, M. Franke, 2010, ICCAS 2010.

Local Linear Model Trees for On-Line Identification of Time-Variant Nonlinear Dynamic Systems

Oliver Nelles, O. Nelles, 1996, ICANN.

Adaptive Predictive Control Based on Local Linear Fuzzy Models

Rolf Isermann, Oliver Nelles, Martin Fischer, 1997 .

Efficient pole optimization of nonlinear laguerre filter models

Oliver Nelles, Tim Oliver Heinz, O. Nelles, 2016, 2016 IEEE Symposium Series on Computational Intelligence (SSCI).

Automatic model selection in local linear model trees (LOLIMOT) for nonlinear system identification of a transport delay process

Rolf Isermann, Oliver Nelles, O. Nelles, 1997 .

On the Dynamics of Local Linear Model Networks with Orthonormal Basis Functions

O. Nelles, M. Tomizuka, 2000 .

Nonlinear System Identification

Oliver Nelles, O. Nelles, 2020 .

Structure Identi cation of TSK-Fuzzy Systems using Genetic Programming

O. Nelles, F. Ho, 2000 .

A Novel Full Scale Roller Rig Test Bench for SHM Concepts of Railway Vehicles

O. Nelles, C. Fritzen, Henning Jung, 2016 .

Input Selection Applications

Oliver Nelles, O. Nelles, 2020 .

Summary of Part I

O. Nelles, 2020 .

Linear Optimization

O. Nelles, 2020, Nonlinear System Identification.

2009 IEEE Symposium on Computational Intelligence in Control and Automation, CICA 2009, Nashville, TN, USA, March 30 - April 2, 2009

Igor Skrjanc, Dalel Jabri, Noureddine Manamanni, 2009, CICA.

Density Estimation in the Regressor Space for Linear and Nonlinear System Identification

T. J. Peter, O. Nelles, 2022, IFAC-PapersOnLine.

Nonlinear System Identification

O. Nelles, 2001 .

GOAL-ORIENTED ACTIVE LEARNING WITH LOCAL MODEL NETWORKS

Oliver Nelles, Julian Belz, Thomas Carolus, 2017 .

Optimization Based Excitation Signal Design Tailored to Application Specific Requirements

O. Nelles, Tarek Kösters, T. O. Heinz, 2022, IFAC-PapersOnLine.

Estimation of Torsional Backlash Angle in Electric Powertrains

O. Nelles, Melanie Heinz, Marc Reichenbacher, 2022, 2022 IEEE Conference on Control Technology and Applications (CCTA).

A Novel Approach for Development of Neural Network based Electrical Machine Models for HEV System-level Design Optimization

Oliver Nelles, Andre Mayer, Josef Kallo, 2019, VEHITS.

Model-based design of experiments based on local model networks for nonlinear processes with low noise levels

Oliver Nelles, Benjamin Hartmann, Tobias Ebert, 2011, Proceedings of the 2011 American Control Conference.

Nonlinear system identification with local linear neuro-fuzzy models

Oliver Nelles, O. Nelles, 1999 .

Neural Networks

O. Nelles, 2020, Nonlinear System Identification.

Incremental DoE and Modeling Methodology with Gaussian Process Regression: An Industrially Applicable Approach to Incorporate Expert Knowledge

O. Nelles, Tim Voigt, Martin Kohlhase, 2021, Mathematics.

Hierarchical model predictive control for Local Model Networks

Oliver Nelles, Tobias Münker, Tim Oliver Heinz, 2017, 2017 American Control Conference (ACC).

Input Selection for Local Model Approaches

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

Local Linear Neuro-Fuzzy Models: Fundamentals

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

Merging Strategy for Local Model Networks Based on the Lolimot Algorithm

Oliver Nelles, Torsten Fischer, O. Nelles, 2014, ICANN.

Nonlinear System Identification by Gustafson–Kessel Fuzzy Clustering and Supervised Local Model Network Learning for the Drug Absorption Spectra Process

Igor Skrjanc, Oliver Nelles, Benjamin Hartmann, 2011, IEEE Transactions on Neural Networks.

Supervised Hierarchical Clustering in Fuzzy Model Identification

Igor Skrjanc, Oliver Nelles, Benjamin Hartmann, 2011, IEEE Transactions on Fuzzy Systems.

Automatic adjustment of the transition between local models in a hierarchical structure identification algorithm

Oliver Nelles, Benjamin Hartmann, O. Nelles, 2009, 2009 European Control Conference (ECC).

On the smoothness in local model networks

Oliver Nelles, Benjamin Hartmann, O. Nelles, 2009, 2009 American Control Conference.

SUpervised HIerarchical CLUSTering (SUHICLUST) for nonlinear system identification

Igor Skrjanc, Oliver Nelles, Benjamin Hartmann, 2009, 2009 IEEE Symposium on Computational Intelligence in Control and Automation.

Global Supervised and Local Unsupervised Learning in Local Model Networks

Oliver Nelles, Benjamin Hartmann, Anton Sodja, 2009 .

Non‐linear adaptive control of a heat exchanger

Rolf Isermann, Oliver Nelles, Alexander Fink, 2001 .

Genetic programming for model selection of TSK-fuzzy systems

Oliver Nelles, Frank Hoffmann, O. Nelles, 2001, Inf. Sci..

Supervision of nonlinear adaptive controllers based on fuzzy models

Rolf Isermann, Oliver Nelles, Martin Fischer, 1999 .

Adaptive predictive control of a heat exchanger based on a fuzzy model

Rolf Isermann, Oliver Nelles, Martin Fischer, 1998 .

Predictive control based on local linear fuzzy models

Rolf Isermann, Oliver Nelles, Martin Fischer, 1998, Int. J. Syst. Sci..

Identification of Fuzzy Models for Predictive Control of Nonlinear Time-Variant Processes

Rolf Isermann, Oliver Nelles, Martin Fischer, 1997 .

Fuzzy Model-Based Predictive Control of a Heat Exchanger

Rolf Isermann, Oliver Nelles, Martin Fischer, 1997 .

Exploiting Prior Knowledge in Fuzzy Model Identification of a Heat Exchanger

Rolf Isermann, Oliver Nelles, Martin Fischer, 1997 .

Identification with Dynamic Neural Networks - Architectures, Comparisons, Applications

Susanne Ernst, Rolf Isermann, Oliver Nelles, 1997 .

Nonlinear System Identification with Neurofuzzy Methods

Oliver Nelles, O. Nelles, 1997 .

Dynamic Local Linear Neuro-Fuzzy Models

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

Model extension for model based MIMO control in HVAC systems

Martin Horn, Oliver Nelles, Jakob Rehrl, 2017 .

GA-based generation of fuzzy rules

Oliver Nelles, O. Nelles, 1997 .

System Identification and Control of a Polymer Reactor

O. Nelles, T. Münker, Geritt Kampmann, 2020 .

Nonlinear Global Optimization

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

Benchmarking in classification and regression

Markus Reischl, Ralf Mikut, Oliver Nelles, 2019, Wiley Interdiscip. Rev. Data Min. Knowl. Discov..

Local model networks

Johannes Beer, Oliver Nelles, Oliver Bänfer, 2008 .

Nonlinear Dynamic System Identification

Oliver Nelles, O. Nelles, 2001 .

Interpolation and extrapolation: Comparison of definitions and survey of algorithms for convex and concave hulls

Oliver Nelles, Julian Belz, Tobias Ebert, 2014, 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM).

One-class LS-SVM with zero leave-one-out error

Oliver Nelles, Geritt Kampmann, O. Nelles, 2014, 2014 IEEE Symposium on Computational Intelligence in Control and Automation (CICA).

Synthesis of Representative Driving Cycles with Respect to Time-Dependent Load Conditions

Oliver Nelles, Felix Pauli, Andre Mayer, 2020, 2020 Forum on Integrated and Sustainable Transportation Systems (FISTS).

Fast neural networks for diesel engine control design

Rolf Isermann, Oliver Nelles, Michael Hafner, 1999 .

Local model network with regularized MISO finite impulse response models

Oliver Nelles, Tobias Münker, O. Nelles, 2016, 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE).

Comparision of Two Construction Algorithms for Takagi-Sugeno Fuzzy Models

M. Setnes, R. Babuska, Alexander Fink, 1999 .

Rectified Linear Unit based Local Linear Model Tree for Nonlinear System Identification Incorporating Prior Knowledge

O. Nelles, L. Glass, Wael Hilali, 2022, 2022 IEEE 61st Conference on Decision and Control (CDC).

Local linear model tree (LOLIMOT) for nonlinear system identification of a turbocharger with variable turbine geometry (VTG)

Rolf Isermann, Oliver Nelles, Jochen Schaffnit, 2000 .

Applications of Dynamic Models

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

NONLINEAR INTERNAL MODEL CONTROL FOR MISO SYSTEMS BASED ON LOCAL LINEAR NEURO-FUZZY MODELS

Rolf Isermann, Oliver Nelles, Alexander Fink, 2002 .

Safe Active Learning and Safe Bayesian Optimization for Tuning a PI-Controller

Duy Nguyen-Tuong, Oliver Nelles, Benjamin Hartmann, 2017 .

Deep Recurrent Neural Networks for Nonlinear System Identification

Oliver Nelles, Max Schüssler, Tobias Münker, 2019, 2019 IEEE Symposium Series on Computational Intelligence (SSCI).

Optimization Approaches for Nonlinear State Space Models

Oliver Nelles, Max Schüssler, O. Nelles, 2021, IEEE Control Systems Letters.

Local Model Networks for the Identification of Nonlinear State Space Models

Oliver Nelles, Max Schüssler, Tobias Münker, 2019, 2019 IEEE 58th Conference on Decision and Control (CDC).

Excitation signal design for nonlinear dynamic systems with multiple inputs – A data distribution approach

Oliver Nelles, Tim Oliver Heinz, O. Nelles, 2018, Autom..

Identification of nonlinear dynamic systems classical methods versus radial basis function networks

Rolf Isermann, Oliver Nelles, O. Nelles, 1995, Proceedings of 1995 American Control Conference - ACC'95.

Iterative Excitation Signal Design for Nonlinear Dynamic Black-Box Models

Oliver Nelles, Tim Oliver Heinz, O. Nelles, 2017, KES.

Sensitive Order Selection via Identification of Regularized FIR Models with Impulse Response Preservation

Oliver Nelles, Tobias Münker, O. Nelles, 2018 .

An Introduction to Optimization

O. Nelles, E. Chong, S. Żak, 1996, IEEE Antennas and Propagation Magazine.

Development, Validation, and Application of an Optimization Scheme for Impellers of Centrifugal Fans Using Computational Fluid Dynamics-Trained Metamodels

Oliver Nelles, Julian Belz, Konrad Bamberger, 2020 .

Space-Filling Designs for Experiments with Assembled Products

O. Nelles, Tim Voigt, Martin Kohlhase, 2021 .

Incremental Latin Hypercube Additive Design for LOLIMOT

Oliver Nelles, Martin Kohlhase, Tim Voigt, 2020, 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA).

Order of experimentation for metamodeling tasks

Oliver Nelles, Julian Belz, Konrad Bamberger, 2016, 2016 International Joint Conference on Neural Networks (IJCNN).

Extended Deterministic Local Search Algorithm for Maximin Latin Hypercube Designs

Oliver Nelles, Julian Belz, Tobias Ebert, 2015, 2015 IEEE Symposium Series on Computational Intelligence.

Proposal for a function generator and extrapolation analysis

Oliver Nelles, Julian Belz, O. Nelles, 2015, 2015 International Symposium on Innovations in Intelligent SysTems and Applications (INISTA).

Aerodynamic Optimization of Centrifugal Fans Using CFD-Trained Meta-Models

Oliver Nelles, Julian Belz, Thomas Carolus, 2016 .

Input Selection Using Local Model Network Trees

Oliver Nelles, Julian Belz, O. Nelles, 2014 .

Safe Active Learning of a High Pressure Fuel Supply System

Oliver Nelles, Duy Nguyen-Tuong, Benjamin Hartmann, 2018, Proceedings of The 9th EUROSIM Congress on Modelling and Simulation, EUROSIM 2016, The 57th SIMS Conference on Simulation and Modelling SIMS 2016.

Modeling of nonlinear wave velocity characteristics in a structural health monitoring system

Oliver Nelles, Claus-Peter Fritzen, Jochen Moll, 2010, 2010 IEEE International Conference on Control Applications.

Structure trade-off strategy for local model networks

Oliver Nelles, Benjamin Hartmann, O. Nelles, 2012, 2012 IEEE International Conference on Control Applications.

Unsupervised Learning Techniques

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

Fuzzy model-based predictive control of nonlinear processes with fast dynamics

Oliver Nelles, Martin Fischer, O. Nelles, 1997 .

Genetic Optimization of Excitation Signals for Nonlinear Dynamic System Identification

Oliver Nelles, Volker Smits, O. Nelles, 2021, ICINCO.

Nonlinear System Identification: From Classical Approaches to Neural Networks and Fuzzy Models

O. Nelles, 2000 .

Automated order determination strategies for nonlinear dynamic models

Oliver Nelles, Julian Belz, Tim Oliver Heinz, 2016, 2016 IEEE Symposium Series on Computational Intelligence (SSCI).

Neural Networks with Internal Dynamics

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.

Local Linear Neuro-Fuzzy Models: Advanced Aspects

Oliver Nelles, O. Nelles, 2020, Nonlinear System Identification.