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Book Chapters

C. Hametner and S. Jakubek,
Data-driven methodologies for battery state-of-charge observer design
in Automotive Battery Technology, ser. Springer Briefs in Applied Sciences and Technology, A. Thaler and D. Watzenig, Eds.
Springer International Publishing, 2014, pp.111–125.

C. Hametner, S. Jakubek.
Nonlinear System Identification through Local Model Approaches: Partitioning Strategies and Parameter Estimation
In Modelling, Simulation and Identification, A. Mohamed (Hrg.);
Sciyo, Rijeka, 2010, (invited), ISBN: 978-953-307-136-7, p. 179 - 194.

Christoph Hametner, Stefan Jakubek.
On the Potential of Constraints in Nonlinear System Identification
In Advanced Dynamics and Model-Based Control of Structures and Machines
Springer Verlag. Irschik, Hans; Krommer, Michael; Belyaev, A. K. (Eds.), 1st Edition., 2011, ISBN 978-3-7091-0796-6

Journal Papers

Nikolaus Euler-Rolle, Igor Škrjanc, Christoph Hametner, Stefan Jakubek
Automated Generation of Feedforward Control using Feedback Linearization of Local Model Networks
Engineering Applications of Artificial Intelligence, Vol. 50 (2016), pages 320 - 330.
DOI: 10.1016/j.engappai.2016.01.039

Nico Didcock, Stefan Jakubek, Hans-Michael Kögeler
Regularisation methods for neural network model averaging
Engineering Applications of Artificial Intelligence, Vol. 41 (2015); pages 128-138
DOI: 10.1016/j.engappai.2015.02.005

O. König, C. Hametner, S. Jakubek, G. Prochart
"Datengetriebene Batteriemodelle zur Emulation des Impedanzverhaltens von Traktionsbatterien";
e&i Elektrotechnik und Informationstechnik (eingeladen), 132 (2015), 8; S. 469 - 473

David Tumpold, Matthias Stark, Nikolaus Euler-Rolle, Manfred Kaltenbacher, Stefan Jakubek
Linearizing an electrostatically driven MEMS speaker by applying pre-distortion
Sensors and Actuators A: Physical, Vol. 236 (2015); pages 289-298
DOI: 10.1016/j.sna.2015.10.038

Christian Kozlik, Bernhard Geringer, Alexander Schirrer and Stefan Jakubek
Dynamic matrix control applied to emission control of a diesel engine
International Journal of Engine Research, Vol. 17 (2016), no. 5, pages 556-575
DOI: 10.1177/1468087415592991

Christian H. Mayr, Nikolaus Euler-Rolle, Martin Kozek, Christoph Hametner, Stefan Jakubek:
Engine Control Unit PID Controller Calibration by means of Local Model Networks
Control Engineering Practice, Vol. 33 (2014); pages 125-135.
DOI: 10.1016/j.conengprac.2014.09.006

Johannes Unger, Christoph Hametner, Stefan Jakubek, Marcus Quasthoff
A novel methodology for non-linear system identification of battery cells used in non-road HEV
Journal of Power Sources
Volume 269, 10 December 2014, Pages 883–897
DOI: 10.1016/j.jpowsour.2014.07.025

Christoph Hametner, Christian Mayr, and Stefan Jakubek
Dynamic NOx emission modelling using local model networks
International Journal of Engine Research, Vol. 15 (2014), no. 8, pp. 928-933
DOI:10.1177/1468087414523281

Maxime Deregnaucourt, Markus Stadlbauer, Christoph Hametner, Stefan Jakubek, and Hans-Michael Koegeler
Evolving model architecture for custom output range exploration
Mathematical and Computer Modelling of Dynamical Systems, Taylor & Francis, Vol. 21 (2015); Issue 1, pages 1-22
DOI:
10.1080/13873954.2014.885056

N. Euler-Rolle, S. Jakubek, G. Offner:
Model order reduction by projection applied to the universal Reynolds' equation
Mathematical and Computer Modelling of Dynamical Systems, Taylor & Francis, Vol. 20 (2014); Issue 4, pages 374-394.
DOI:10.1080/13873954.2013.838587

Christoph Hametner, Christian H. Mayr, Martin Kozek, Stefan Jakubek
Stability analysis of data-driven local model networks

Mathematical and Computer Modelling of Dynamical Systems, Taylor & Francis, Vol. 20 (2014), Issue 3; pages 224-247
DOI:10.1080/13873954.2013.821494

Christoph Hametner, Markus Stadlbauer, Maxime Deregnaucourt, Stefan Jakubek
Incremental optimal process excitation for online system identification based on evolving local model networks
Mathematical and Computer Modelling of Dynamical Systems, Taylor & Francis, Vol. 19 (2013), Issue 6; pages 505-525
DOI:10.1080/13873954.2013.800122.

Christoph Hametner, Stefan Jakubek
State of charge estimation for Lithium Ion cells: Design of experiments, nonlinear identification and fuzzy observer design
Journal of Power Sources, Volume 238, 15 September 2013, Pages 413-421, ISSN 0378-7753, http://dx.doi.org/10.1016/j.jpowsour.2013.04.040.

Konig, O.; Prochart, G.; Hametner, C.; Jakubek, S.
Battery Emulation for Power-HIL Using Local Model Networks and Robust Impedance Control
Industrial Electronics, IEEE Transactions on , vol.61(2014), Issue 2; pages 943-955
doi: 10.1109/TIE.2013.2253070

C Hametner, C Mayr, M Kozek, and Jakubek.
PID Controller Design for Nonlinear Systems represented by Discrete-Time Local Model Networks
International Journal of Control, Vol. 86, Iss. 9, 2013.

Christoph Hametner, Markus Stadlbauer, Maxime Deregnaucourt, Stefan Jakubek, Thomas Winsel
Optimal experiment design based on local model networks and multilayer perceptron networks
Engineering Applications of Artificial Intelligence, 26(1):251-261, Jan 2013.

C. Hametner, J. Edelmann, S. Jakubek, W. Mack
An advanced algorithm for partitioning and parameter estimation in local model networks and its application to vehicle vertical dynamics.
Acta Mechanica (invited), 223 (2012), 8; S. 1693 - 1706.

G. Fuchs, A. Steindl, S. Jakubek.
Local Jacobian based Galerkin Order Reduction for the Approximation of Large-Scale Nonlinear Dynamical Systems. 
International Journal of Mathematical Models and Methods in Applied Sciences, Volume 5 (2011), Issue 1; pp. 567 - 576.

C. Hametner, S. Jakubek. 
 Nonlinear identification with local model networks using GTLS techniques and equality constraints.
IEEE Transactions on Neural Networks, 22(9):1406 –1418, Sept. 2011

C. Hametner, M. Nebel. 
Operating Regime Based Dynamic Engine Modelling
Control Engineering Practice, Volume 20, Issue 4, April 2012, Pages 397-407, ISSN 0967-0661, 10.1016/j.conengprac.2011.10.003.

C. Hametner, S. Jakubek.
Local Model Network Identification for Online Engine Modelling.
Information Sciences, Volume 220, Pages 210-225, 2013, ISSN 0020-0255, 10.1016/j.ins.2011.12.034.

Conference Papers

C. Hametner, W. Prochazka, A. Suljanovic, S. Jakubek:
"Data Driven Methodologies for State of Health Observer Design for Lithium Ion Cells";
Vortrag: 4th International Symposium on Energy Challenges & Mechanics, Aberdeen, Scotland, UK (eingeladen); 11.08.2015 - 13.08.2015.

N. Didcock, S. Jakubek, C. Hametner, H. Altenstrasser, A. Dragoti, N. Keuth:
"Lookup Table Optimisation For Engineering Applications";
Vortrag: 8th Conference Design of Experiments (DoE) in Powertrain Development, Berlin; 11.06.2015 - 12.06.2015;
in: "Design of Experiments (DoE) in Engine Developement", K. Röpke, C. Gühmann (Hrg.); Expert Verlag, 8/Renningen, Deutschland (2015), ISBN: 978-3-8169-3316-8; 11 S.

N. Euler-Rolle, C. Hametner, S. Jakubek:
Automated generation of a dynamic feedforward control law using local model networks with disturbance inputs
86th Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM), Lecce, Italy; 23.03.2015 - 27.03.2015; S. 629 - 630.

Christoph Hametner, Wenzel Prochazka, Amra Suljanovic and Stefan Jakubek
Model based Lithium Ion cell ageing data analysis
2014 IEEE International Conference on Fuzzy Systems (FUZZ IEEE 2014), , Beijing, China, 6.-11. July 2014

C. Mayr, N. Euler-Rolle and S. Jakubek
Automatic Tuning of PID Controllers in Engine Control Units by Means of Local Model Networks and Evolutionary Optimization

IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2014), Beijing, China, 6.-11. July 2014

N. Euler-Rolle, C. Hametner, S. Jakubek
Automatic Generation of Feedforward Controllers using Dynamic Local Model Networks
19th World Congress of the International Federation of Automatic Control, Cape Town, South Africa, 24-29 August 2014

C. Hametner, S. Jakubek, N. Keuth, A. Suljanovic:
"Entwurfsmethodik für nichtlineare Beobachter zur Ladezustandsschätzung von Li-Ionen Batterien";
5. Internationales Symposium Entwicklungsmethodik, Wiesbaden; 22.10.2013 - 23.10.2013; ISBN: 978-3-00-039633-5; S. 116 - 123.

C. Hametner, S. Jakubek, N. Keuth, A. Suljanovic:
"Nonlinear observer design for state of charge estimation of Lithium Ion cells";
The Battery Show & Electric & Hybrid Vehicle Technology Conference, Novi, Michigan; 17.09.2013 - 19.09.2013.

C. Hametner
"Nonlinear Observer Design using Local Model Networks";
Advances in Simulation-Driven Optimization and Modeling (ASDOM 2013), Reykjavik, Iceland (invited); 09.08.2013 - 11.08.2013.

Wurzenberger, J., Heinzle, R., Deregnaucourt, M., and Katrasnik, T.
A Comprehensive Study on Different System Level Engine Simulation Models
SAE Technical Paper 2013-01-1116, 2013, DOI:10.4271/2013-01-1116.

M. Stadlbauer, N. Didcock, C. Hametner, S. Jakubek, A. Rainer, H. Koegeler:
"Online Design of Experiments in the Relevant Output Range";
in: "Design of Experiments (DoE) in Engine Development", expert verlag, 2013, ISBN: 978-3-8169-3217-8, S. 43 - 58.

Christoph Hametner, Stefan Jakubek
Fuzzy Observer Design for Local Model Network based Battery State of Charge Estimation
21st Mediterranean Conference on Control and Automation (MED 2013), June 25-28, 2013, Platanias-Chania, Crete, Greece.

J. Unger, C. Hametner, S. Jakubek, M. Quasthoff
Optimal Model Based Design of Experiments Applied to High Current Rate Battery Cells
IEEE International Conference on Electrical Systems for Aircraft, Railways, Ship Propulsion and Road Vehicles (ESARS 2012 Edition), Bologna; Oct 16-18, 2012; ISBN: 978-1-4673-1371-1; 6 S.

Maxime Deregnaucourt, M. Stadlbauer, C. Hametner, S. Jakubek, J. Wurzenberger
Nonlinear Conjugate Gradient Algorithm for Model Based Design of Experiments
6th European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2012), University of Vienna; Sept 10-14, 2012

C. Hametner
Operating Regime Based Dynamic Engine Modelling.
Third International Workshop on Surrogate Modelling and Space Mapping For Engineering Optimization (SMSMEO 2012), Reykjavik, Iceland (invited); Aug 9-11, 2012

C. Mayr, C. Hametner, M. Kozek, and S. Jakubek
Nonlinear Stable PID Controller Design using Local Model Networks.
20th Mediterranean Conference on Control and Automation, 2012, July 3-6, Barcelona, Spain.

C Mayr, C Hametner, and S Jakubek
Nichtlineares PID-Reglerdesign mit lokalen Modellnetzwerken.
In GMA Tagungsband 2012, pages 11–22, 2012.

Markus Stadlbauer, Maxime Deregnaucourt, Christoph Hametner, Stefan Jakubek, Thomas Winsel
Online Measuring Method Using an Evolving Model Based Test Design for Optimal Process Stimulation and Modelling
International Instrumentation and Measurement Technology Conference 2012,
May 13-16, 2012, Graz, Austria

Christoph Hametner, Johannes Unger, Stefan Jakubek
Local Model Network based Dynamic Battery Cell Model Identification
12th WSEAS International Conference on ROBOTICS, CONTROL and MANUFACTURING TECHNOLOGY (ROCOM'12), April 18-20, 2012, Rovaniemi Finland.

C. Mayr, C. Hametner, M. Kozek, S. Jakubek
Stability Analysis of PID Controlled Local Model Networks
IFAC Conference on Advances in PID Control (PID'12), 2012, March 28-30, Brescia, Italy.

M. Deregnaucourt, M. Kozek
Robust Quality Analysis Using Coarsely Discretized Measurements
 4th International Conference on MANUFACTURING ENGINEERING, QUALITY and PRODUCTION SYSTEMS (MEQAPS '11), 2011, September 15 - 17, Barcelona, Spain.

C. Hametner, S. Jakubek
Combustion Engine Modelling using an Evolving Local Model Network
2011 International Conference on Fuzzy Systems (FUZZ IEEE 2011), 2011, June 27 - 30, Taipei, Taiwan.

Christoph Hametner, Stefan Jakubek, Nikolaus Keuth, Horst Pflügl
Dynamic Engine Modelling Using Local Model Networks
6th Conference: Design of Experiments (DoE) in Engine Development, Berlin, 2011. 

M. Stadlbauer, C. Hametner, S. Jakubek, T. Winsel
Analytic Model based Design of Experiments
6th Conference: Design of Experiments (DoE) in Engine Development, Berlin, 2011.

C. Hametner, S. Jakubek
Engine Model Identification Using Local Model Networks in Comparison with a Multilayer Perceptron Network
International Symposium on Models and Modeling Methodologies in Science and Engineering: MMMse 2011, March 27 - 30, Orlando, USA. 

C. Mayr, A. Fleck, S. Jakubek
Hybrid powertrain control using optimization and cycle based predictive control algorithms
9th IEEE International Conference on Control & Automation (ICCA 2011), December 19-21, Santiago, Chile. 

C. Mayr, C. Hametner, M. Kozek, S. Jakubek
Relaxed fuzzy Lyapunov approach for dynamic local model networks.
2011 International Conference on Fuzzy Systems (FUZZ IEEE 2011), 2011, June 27 - 30, Taipei, Taiwan. 

C. Mayr, C. Hametner, M. Kozek, S. Jakubek
Piecewise Quadratic Stability Analysis of Local Model Networks. 
Proceedings of the 2011 IEEE Multi-Conference on Systems and Control 

M. Stadlbauer, C. Hametner, S. Jakubek, T. Winsel
Analytic Multilayer Perceptron based Experiment Design for Nonlinear Systems.
Proceedings of the 8th IFAC World Congress (2011) 

M. Stadlbauer, C. Hametner, S. Jakubek
Analytic Model based Design of Experiments for Nonlinear Dynamic Systems with Constraints
Proceedings of the 13th IASTED International Conference on Control and Applications (2011) 

G. Fuchs, A. Steindl, S. Jakubek
Order Reduction for a Realtime Engine Model Using Flat and Nonlinear Galerkin Methods
European Conference of Systems (ECS '10), Puerto de la Cruz, November 30 – December 02, 2010 

C. Mayr, C. Hametner, S. Jakubek
Methoden zur Stabilitätsanalyse von dynamischen lokalen Modellnetzwerken. 
GMA-FA 1.30 Tagungsband 2010, pp. 38-52 

C. Hametner, S. Jakubek
Comparison of EM Algorithm and Particle Swarm Optimisation for Local Model Network Training
2010 IEEE International Conference on Cybernetics & Intelligent Systems (CIS 2010), Singapore, June 28 - 30, 2010 

Manuel Nebel, Marie-Sophie Vogels , Timo Combe, Horst Pfluegl, Thomas Winsel, AVL LIST GmbH; Christoph Hametner, Vienna Univ. of Technology
Global Dynamic Models for XiL-based Calibration
SAE 2010 World Congress & Exhibition, April 2010, Detroit, MI, USA, Session: Engine Control and Calibration (Part 1 of 2)