Publications

Books and Globe

Photo taken by (c) Joerg Frochte

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 (Best Paper Award) 
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

Group and Exclusive Sparse Regularization-based Continual Learning of CNNs (Best Paper Award) 
joint work with Basile Tousside and Janis Mohr published in: Proceedings of the Canadian Conference on Artificial Intelligence; DOI, PDF, BibTex

Regression learning on patches
joint work with Stephen Marsland accepted for publishing at the AusDM 2020 and pubished in the Proceedings of 2020 IEEE SymposiumSeries on Computational Intelligence (SSCI), 1786–1793. PrePrint version (pdf), https://doi.org/10.1109/SSCI47803.2020.9308514; BibTex,

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)

Towards Robust Continual Learning using an Enhanced Tree-CNN
joint work with Basil Tousside and Lukas Friedrichsen published in: Ana Paula Rocha, Luc Steels und H. Jaap van den Herik (Hg.): Proceedings of the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, Volume 3, 2022. https://doi.org/10.5220/0010819800003116, Preprint Version (PDF)BibTex

Complete List of Publications

The entries are ordered according to the year of publication:

2023

One-Shot Identification with different neural network approaches
joint work with Mohr, J. to be pubished in Springer Series Studies in Computational Intelligence (SCI)

Multiple Additive Neural Networks: A Novel Approach to Continuous Learning in Regression and Classification
joint work with Mohr, J., Tousside, B. and Schmidt, M. accepted for publishing at the 15th International Conference on Neural Computation Theory and Applications.

Shared Tasks as Tutorials: A Methodical Approach
joint work with Elstner, T., Loebe, F., Ajjour, Y., Akiki, C., Bondarenko, A., Fröbe, M., Gienapp, L., Kolyada, N., Mohr, J., Sandfuchs, S., Wiegmann, M., Ferro, N., Hofmann, S., Stein, B., Hagen, M., & Potthast, M. published in: Proceedings of the AAAI Conference on Artificial Intelligence, Bd. 37 (13) DOI, PDF, BibTex

Success Factors for Mathematical e-Learning Exercises Focusing First-Year Students
joint work with Basile Tousside and Yashwanth Dama published in: Proceedings of the 15th International Conference on Computer Supported Education (CSEDU 2023), Bd. 2. SciTePress. S. 306-317. ISBN 978-989-758-641-5. DOIPDF, BibTex

2022

Towards Explainability in Modern Educational Data Mining: A Survey
joint work with Basile Tousside and Yashwanth Dama published in: Proceedings of the 14th International Conference on Knowledge Discovery and Information Retrieval; DOI, PDF, BibTex

Group and Exclusive Sparse Regularization-based Continual Learning of CNNs
joint work with Basile Tousside and Janis Mohr published in: Proceedings of the Canadian Conference on Artificial Intelligence; DOI, PDF, BibTex

Investigation of Capsule Networks Regarding their Potential of Explainability and Image Rankings
joint work with Felizia Quetscher and Christof Kaufmann published in: Ana Paula Rocha, Luc Steels und H. Jaap van den Herik (Hg.): Proceedings of the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, Volume 3, Online Streaming, February 3-5, 2022: ScitePress, S. 343–351. DOI, PDFBibTex

Novel Approaches for Periodic Depth Enhancement in Visual SLAM
joint work with Stefan Sandfuchs and Marco Schmidt published in: Andreas Müller und Mathias Brandstötter (Hg.): Advances in Service and Industrial Robotics. Cham: Springer International Publishing, S. 436–443. DOI, PDF, BibTex

Towards Robust Continual Learning using an Enhanced Tree-CNN
joint work with Basil Tousside and Lukas Friedrichsen published in: Ana Paula Rocha, Luc Steels und H. Jaap van den Herik (Hg.): Proceedings of the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, Volume 3, 2022. https://doi.org/10.5220/0010819800003116, Preprint Version (PDF)BibTex 

2021

Explainability and Continuous Learning with Capsule Networks
joint work with Janis Morh, Basil Tousside and Marco Schmidt published in Proceedings of the 13th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - KDIR, 264-273, 2021 DOI, PDFBibTex

An Approach to One-shot Identification with Neural Networks
joint work with Janis Morh and Finn Breidenbach  published in Proceedings of the 13th International Joint Conference on Computational Intelligence, S. 344–351 ISBN 978-989-758-534-0, ISSN 2184-2825, pages 344-351. https://doi.org/10.5220/0010681300003064 DOI, PDFBibTex

2020

Regression learning on patches
joint work with Stephen Marsland accepted for publishing at the AusDM 2020 and pubished in the Proceedings of 2020 IEEE SymposiumSeries on Computational Intelligence (SSCI), 1786–1793. PrePrint version (pdf), https://doi.org/10.1109/SSCI47803.2020.9308514; BibTex,

Concerning the Integration of Machine Learning Content in Mechatronics Curricula
joint work with Markus Lemmen and and Marco Schmidt published in: Revolutionizing Education in the Age of AI and Machine Learning: IGI Global, S. 75–96. DOI, PDF, BibTex

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