Model-based Optimization for Nonlinear, REstricted Production processes
MONREP, funded by the German minister for economics (BMWi), is a ZIM project (central innovation SME) is conducted during the time span 2014-2016. Project partners are Cologne University of Applied Sciences, and divis GmbH, Dortmund.
Research area: applied computer science, high-dimensional modelling, expensive computer simulations, optimization, constraings, computational intelligence, evolutionary algorithms.
Application areas: optimization of wing profiles, crash simulations and weight optimization in automotive industries.
More informations about the start of MONREP …
Young author award for MONREP paper by Patrick Koch …
DAAD price for MONREP student researcher Samineh Bagheri …
Project members
 |
Samineh Bagheri, M. Sc., TH Köln |
|
|
 |
Dr. Patrick Koch, TH Köln |
 |
Prof. Dr. Wolfgang Konen, TH Köln |
Publications MONREP
2020
Bagheri, Samineh
Self-Adjusting Surrogate-Assisted Optimization Techniques for Expensive Constrained Black Box Problems PhD Thesis
Leiden University and TH Köln, 2020, (PhD thesis, TH Köln dissertation price 2020).
@phdthesis{Bagheri2020,
title = {Self-Adjusting Surrogate-Assisted Optimization Techniques for Expensive Constrained Black Box Problems},
author = {Samineh Bagheri},
year = {2020},
date = {2020-04-01},
urldate = {2020-04-01},
institution = {Institut für Informatik},
school = {Leiden University and TH Köln},
note = {PhD thesis, TH Köln dissertation price 2020},
keywords = {},
pubstate = {published},
tppubtype = {phdthesis}
}
2019
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
Solving Optimization Problems with High Conditioning by Means of Online Whitening Proceedings Article
In: Lopez-Ibanez, Manuel (Ed.): Genetic and Evolutionary Computation Conference 2019 (GECCO'19), Prague, pp. 243-244, ACM, 2019.
@inproceedings{Bagh19c,
title = {Solving Optimization Problems with High Conditioning by Means of Online Whitening},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Manuel Lopez-Ibanez},
url = {http://blogs.gm.fh-koeln.de/ciop/files/2019/07/GECCO2019.pdf},
year = {2019},
date = {2019-07-01},
booktitle = {Genetic and Evolutionary Computation Conference 2019 (GECCO'19), Prague},
pages = {243-244},
publisher = {ACM},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2017
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
Comparing Kriging and Radial Basis Function Surrogates Proceedings Article
In: Hoffmann, Frank; Hüllermeier, Eyke (Ed.): Proceedings 27. Workshop Computational Intelligence, pp. 243-259, Universitätsverlag Karlsruhe, 2017.
@inproceedings{Bagh17c,
title = {Comparing Kriging and Radial Basis Function Surrogates},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Frank Hoffmann and Eyke Hüllermeier},
url = {https://publikationen.bibliothek.kit.edu/1000074341},
year = {2017},
date = {2017-11-01},
booktitle = {Proceedings 27. Workshop Computational Intelligence},
pages = {243-259},
publisher = {Universitätsverlag Karlsruhe},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Bagheri, Samineh; Konen, Wolfgang; Allmendinger, Richard; Branke, Jürgen; Deb, Kalyanmoy; Fieldsend, Jonathan; Quagliarella, Domenico; Sindhya, Karthik
Constraint Handling in Efficient Global Optimization Proceedings Article
In: Bosman, Peter A. N. (Ed.): Genetic and Evolutionary Computation Conference 2017 (GECCO'17), Berlin, pp. 1, ACM, 2017.
@inproceedings{Bagh17a,
title = {Constraint Handling in Efficient Global Optimization},
author = { Samineh Bagheri and Wolfgang Konen and Richard Allmendinger and Jürgen Branke and Kalyanmoy Deb and Jonathan Fieldsend and Domenico Quagliarella and Karthik Sindhya},
editor = {Bosman, Peter A. N.},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh17-GECCO.pdf},
year = {2017},
date = {2017-07-01},
booktitle = {Genetic and Evolutionary Computation Conference 2017 (GECCO'17), Berlin},
pages = {1},
publisher = {ACM},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Bagheri, Samineh; Konen, Wolfgang; Emmerich, Michael; Bäck, Thomas
Self-adjusting parameter control for surrogate-assisted constrained optimization under limited budgets Journal Article
In: Applied Soft Computing, vol. 61, pp. 377-393, 2017, ISSN: 1568-4946.
@article{Bagh17b,
title = {Self-adjusting parameter control for surrogate-assisted constrained optimization under limited budgets},
author = {Samineh Bagheri and Wolfgang Konen and Michael Emmerich and Thomas Bäck},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Bagh17b/ASOC-SACOBRA17.pdf},
doi = {https://doi.org/10.1016/j.asoc.2017.07.060},
issn = {1568-4946},
year = {2017},
date = {2017-01-01},
journal = {Applied Soft Computing},
volume = {61},
pages = {377-393},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2016
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
Online Selection of Surrogate Models for Constrained Black-Box Optimization Proceedings Article
In: Jin, Yaochu (Ed.): SSCI'2016, Athens, pp. 1, IEEE, 2016, (**Best Student Paper Award**).
@inproceedings{Bagh16c,
title = {Online Selection of Surrogate Models for Constrained Black-Box Optimization},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Yaochu Jin},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh16-SSCI.pdf},
year = {2016},
date = {2016-12-01},
booktitle = {SSCI'2016, Athens},
pages = {1},
publisher = {IEEE},
note = {**Best Student Paper Award**},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
Equality Constraint Handling for Surrogate-Assisted Constrained Optimization Proceedings Article
In: Tan, Kay Chen (Ed.): WCCI'2016, Vancouver, pp. 1924–1931, IEEE, 2016.
@inproceedings{Bagh16a,
title = {Equality Constraint Handling for Surrogate-Assisted Constrained Optimization},
author = { Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Tan, Kay Chen},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh16-WCCI.pdf},
year = {2016},
date = {2016-07-01},
booktitle = {WCCI'2016, Vancouver},
pages = { 1924--1931},
publisher = {IEEE},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
2015
Bagheri, Samineh; Konen, Wolfgang; Emmerich, Michael; Bäck, Thomas
Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control Technical Report
Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, no. 06/15; arXiv: 1512.09251, 2015, ISSN: 2191-365X, (e-print published at http://arxiv.org/abs/1512.09251).
@techreport{Bagh15c,
title = {Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control},
author = { Samineh Bagheri and Wolfgang Konen and Michael Emmerich and Thomas Bäck},
url = {http://arxiv.org/abs/1512.09251},
issn = {2191-365X},
year = {2015},
date = {2015-12-01},
number = {06/15; arXiv: 1512.09251},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {e-print published at http://arxiv.org/abs/1512.09251},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
Bagheri, Samineh; Konen, Wolfgang; Foussette, Christophe; Krause, Peter; Bäck, Thomas; Koch, Patrick
SACOBRA: Self-Adjusting Constrained Black-Box Optimization with RBF Proceedings Article
In: Hoffmann, Frank; Hüllermeier, Eyke (Ed.): Proceedings 25. Workshop Computational Intelligence, pp. 87-98, Universitätsverlag Karlsruhe, 2015, (**Young Author Award**).
@inproceedings{Bagh15b,
title = {SACOBRA: Self-Adjusting Constrained Black-Box Optimization with RBF},
author = { Samineh Bagheri and Wolfgang Konen and Christophe Foussette and Peter Krause and Thomas Bäck and Patrick Koch},
editor = {Hoffmann, Frank and Hüllermeier, Eyke},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh15-GMA-CI.pdf},
year = {2015},
date = {2015-11-01},
booktitle = {Proceedings 25. Workshop Computational Intelligence},
pages = {87-98},
publisher = {Universitätsverlag Karlsruhe},
note = {**Young Author Award**},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Koch, Patrick; Bagheri, Samineh; Konen, Wolfgang; Foussette, Christophe; Krause, Peter; Bäck, Thomas
A New Repair Method For Constrained Optimization Proceedings Article
In: Jiménez-Laredo, Juan Luis (Ed.): Proceedings of the 17th Genetic and Evolutionary Computation Conference (GECCO'15), 2015.
@inproceedings{Koch15a,
title = {A New Repair Method For Constrained Optimization},
author = { Patrick Koch and Samineh Bagheri and Wolfgang Konen and Christophe Foussette and Peter Krause and Thomas Bäck},
editor = {Jiménez-Laredo, Juan Luis},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Koch2015a-GECCO.pdf},
year = {2015},
date = {2015-01-01},
booktitle = {Proceedings of the 17th Genetic and Evolutionary Computation Conference (GECCO'15)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Konen, Wolfgang
The rCMA Tutorial: Examples for using CMA-ES in R Technical Report
Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, 2015.
@techreport{Kone15b,
title = {The rCMA Tutorial: Examples for using CMA-ES in R},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone15b.d/rCMA-tutorial.pdf},
year = {2015},
date = {2015-00-01},
address = {Cologne University of Applied Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
2014
Koch, Patrick; Bagheri, Samineh; Foussette, Christophe; Krause, Peter; Bäck, Thomas; Konen, Wolfgang
Constrained Optimization with a Limited Number of Function Evaluations Proceedings Article
In: Hoffmann, Frank; Hüllermeier, Eyke (Ed.): Proceedings 24. Workshop Computational Intelligence, pp. 119–134, Universitätsverlag Karlsruhe, 2014, (**Young Author Award**).
@inproceedings{Koch14a,
title = {Constrained Optimization with a Limited Number of Function Evaluations},
author = { Patrick Koch and Samineh Bagheri and Christophe Foussette and Peter Krause and Thomas Bäck and Wolfgang Konen},
editor = {Hoffmann, Frank and Hüllermeier, Eyke},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Koch2014a-GMA-CI.pdf},
year = {2014},
date = {2014-01-01},
booktitle = {Proceedings 24. Workshop Computational Intelligence},
pages = {119--134},
publisher = {Universitätsverlag Karlsruhe},
note = {**Young Author Award**},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
