The papers below are peer-reviewed publications, except the Technical Reports, which were published only on arXiv. The linked PDFs are in general preprints of the article. First I would like to draw your attention to 5 selected papers which represent a cross section of my current research. Below this selection you find the complete list of publications.

### Five selected papers:

**Learning Approach for Ill-Posed Optimisation Problems **

joint work with Stephen Marsland pubished in : Le T. et al. (eds) Data Mining. AusDM 2019. Communications in Computer and Information Science, vol 1127, pp 16-27, Springer (Link); BibTex ; PrePrint version (pdf) -- used data for example 2 zip, example 4 zip. Details about example 3 are discussed in *Goal-shot, a benchmark problem for ill-posed problems* see below

**Case Study On Model-based Application of Machine Learning Using Small CAD Databases for Cost Estimation**

joint work with Stefan Börzel published in the *Proceedings of the 12th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2019)*, September 2019 in Vienna Austria; PrePrint version (pdf)

**Success Prediction System for Student Counseling Using Data Mining**

joint work with Irina Bernst published in the *Proceedings of the 8th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2016)*, November 2016 in Porto Portugal; pages 181-189, INSTICC, ISBN 978-989-758-203-5, BibTex, PrePrint version (pdf)

**Learning Overlap Optimization for Domain Decomposition Methods **

joint work with Steven Burrows, Benno Stein, Michael Völske and Ana Belén Martínez Torres published in of the *Seventeenth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2013)*, volume 7818 of LNAI, pages 438-449, Gold Coast, Australia, April 2013. Springer. BibTex, PrePrint version (pdf)

**Simulation Data Mining for Supporting Bridge Design **

joint work with Steven Burrows, Benno Stein, David Wiesner and Katja Müller.published in *Proc. Australasian Data Mining Conference (AusDM 11)*, Ballarat, Australia pages 71-79, December 2011. ACM. ISBN 978-1-921770-02-9 BibTex, PrePrint version (pdf), AusDM Online Version

### Complete List of Publications

The entries are ordered according to the year of publication:

2020

**Regression learning on patches**

joint work with Stephen Marsland accepted for publishing at the AusDM 2020

**A Learning Approach for Optimizing Robot Behavior Selection Algorithm **

joint work with Basile Tousside , Janis Mohr and Marco Schmidt published in: Chan C.S. et al. (eds) Intelligent Robotics and Applications. ICIRA 2020. Lecture Notes in Computer Science, vol 12595. Springer, Cham. (Link); BibTex ; PrePrint version (pdf)

2019

**Learning Approach for Ill-Posed Optimisation Problems **

joint work with Stephen Marsland pubished in : Le T. et al. (eds) Data Mining. AusDM 2019. Communications in Computer and Information Science, vol 1127, pp 16-27, Springer (Link); BibTex ; PrePrint version (pdf) -- used data for example 2 zip, example 4 zip. Details about example 3 are discussed in *Goal-shot, a benchmark problem for ill-posed problems* see below

**Goal-shot, a benchmark problem for ill-posed problems**

(arXiv version) and data (zip)

**Case Study On Model-based Application of Machine Learning Using Small CAD Databases for Cost Estimation**

joint work with Stefan Börzel published in the *Proceedings of the 12th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2019)*, September 2019 in Vienna Austria; BibTex; PrePrint version (pdf), SciTePress

**Concerning the Integration of Machine Learning Contents in Mechatronics Curricula**

joint work with Markus Lemmen and Marco Schmidt published as chapter in the book “

Revolutionizing Education in the Age of AI and Machine Learning” (IGI Global) ; BibTex

2018

**Seamless Integration of Machine Learning Contents in Mechatronics Curricula**

joint work with Markus Lemmen and Marco Schmidt to be published in the *Proceedings of the IEEE
19th International Conference on Research and Education in Mechatronics (REM 2018)*, June 2018 in Delft, Netherlands (pdf in der IEEE Xplore); BibTex

2016

**Success Prediction System for Student Counseling Using Data Mining**

joint work with Irina Bernst published in the *Proceedings of the 8th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2016)*, November 2016 in Porto Portugal; pages 181-189, INSTICC, ISBN 978-989-758-203-5, BibTex, PrePrint version (pdf)

**A Case Study on FMU as Co-Simulation Exchange Format for FEM Models**

joint work with Christof Kaufmann published in the Proceedings of the *13th International Conference on Applied Computing 2016* (Mannheim, Co-Organized by the University of Mannheim), October 2016; ISBN 978-989-8533-56-2; pages 11--18; BibTex, PrePrint version (pdf)

**On Learning Assistance Systems for Numerical Simulation **

joint work with Irina Bernst and Christof Kaufmann published in *International Journal on Computer Science and Information Systems*, 11.1 (2016), S. 115–133. ISSN: 1646-3692 , BibTex, PrePrint version (pdf)

2015

**Influence of Plant Model Variants for the Automatic Optimisation of Control Parameters **

joint work with Patrick Bouillon and Markus Lemmen published in the Proceedings of the *IEEE 16th International Conference on Research and Education in Mechatronics (Bochum, Germany)*, ISBN - 978-3-945728-01-7; pages 80-87, BibTex, PrePrint version (pdf)

**Simulation- and Web-Based E-Learning in Engineering - Open Source Architecture and Didactic Issues - **

joint work with Patrick Bouillon published in the Proceedings of the *IEEE 16th International Conference on Research and Education in Mechatronics (Bochum, Germany)*, ISBN - 978-3-945728-01-7; pages 127-134, BibTex, PrePrint version (pdf)

**Learning Load Balancing for Simulation in Heterogeneous Systems **

joint work with Irina Bernst and Christof Kaufmann published in the Proceedings of the *12th International Conference on Applied Computing 2015* (Greater Dublin, Ireland), ISBN - 978-989-8533-45-6; pages 121 - 128, __BibTex__, PrePrint version (pdf)

2014

**An Approach For Secure Cloud Computing for FEM Simulation **

joint work with Christof Kaufmann and Patrick Bouillon published in the Proceedings of the* 11th International Conference on Applied Computing 2014*; ISBN - 978-989-8533-25-8; pages 234-239

BibTex, PrePrint version (pdf)

**An Approach for Load Balancing for Simulation in Heterogeneous Distributed Systems using Simulation Data Mining **

joint work with Irina Bernst, Patrick Bouillon and Christof Kaufmann published in the Proceedings of the *11th International Conference on Applied Computing 2014*; ISBN - 978-989-8533-25-8; pages 254-259 BibTex, PrePrint version (pdf)

2013

**Learning Overlap Optimization for Domain Decomposition Methods **

joint work with Steven Burrows, Benno Stein, Michael Völske and Ana Belén Martínez Torres published in of the *Seventeenth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2013)*, volume 7818 of LNAI, pages 438-449, Gold Coast, Australia, April 2013. Springer. BibTex, PrePrint version (pdf)

2011

**Simulation Data Mining for Supporting Bridge Design **

joint work with Steven Burrows, Benno Stein, David Wiesner and Katja Müller.published in *Proc. Australasian Data Mining Conference (AusDM 11)*, Ballarat, Australia pages 71-79, December 2011. ACM. ISBN 978-1-921770-02-9 BibTex, PrePrint version (pdf), AusDM Online Version

**Evaluation and Adaptation of Techniques for Higher Index DAE with Respect to Real-Time Simulation
**

*ASIM 2011 Proceedings*, September 2011, Winterthur (Switzerland)ISBN/ISSN: 978-3-899677331 (print-version), 978-3-905745443(CD) BibTex, PrePrint version (pdf)

**Modelica Simulator Compatibility - Today and in Future **

*Proceedings of the 8th International Modelica Conference*, Dresden, March 2011 published in Linköping Electronic Conference Proceedings, Issue:63 pages 812-818; ISBN:978-91-7393-096-3 BibTex, PrePrint version (pdf), Modelica Proceedings

2010

** A numerical Method for a Nonlinear Spatial Population Model with a Continuous Delay
**

*International Conference of Numerical Analysis and Applied Mathematics 2010*, AIP Conference Proceedings 1281; ISBN 978-0-7354-0834-0 BibTex, PrePrint version (pdf), AIP Online Version

2009

**A Splitting Technique of Higher Order for the Navier-Stokes Equations
**joint work with Wilhelm Heinrichs published in

*Journal of Computational and Applied Mathematics*

BibTex, PrePrint version (pdf), Science Direct Online Version

2008

**An Adaptive Higher Order Method in Time for Partial Integro-Differential Equations
**

*International Conference on Numerical Analysis and Applied Mathematics 2008*, AIP Conference Proceedings 1048; ISBN 978-0-7354-0576-9

BibTex, PrePrint version (pdf), AIP Online Version

2007

**A third order method for Convection-Diffusion Equations with a Delay term
**

*Proceedings of ENUMATH 2007,*Numerical mathematics and advanced applications. Springer (2008). ISBN-10: 3540697764

BibTex, PrePrint version (pdf), Springer Online Version

2006

Title of the talk :

**A Hybrid LSFEM/FEM Technique for Time-Dependent Convection Dominated Equations** WCCM 2006 (Los Angeles)Session : NEW HYBRIDIZATION TECHNIQUES;

Chair: Bernardo Cockburn, Co-Chair: Jay Gopalakrishnan Slides : (pdf)

2005

**An adaptive operator splitting of higher order for the Navier-Stokes equations**

joint work with Wilhelm Heinrichs Numerical mathematics and advanced applications.*Proceedings of ENUMATH 2005* Springer. pp. 871-879 (2006). ISBN 3-540-34287-7 BibTex, PrePrint Version (pdf), Springer Online Version

**Ein Splitting-Algorithmus höherer Ordnung für die Navier-Stokes-Gleichung auf der Basis der Finite-Element-Methode**

Dissertation, Universität Duisburg-Essen, 2005 BibTex, gziptes (ps) 9.6 MB