Phd Thesis
Resilient Traffic Management, 2019
https://opus.bibliothek.uni-augsburg.de/opus4/45924
Books and Book Chapters
2015
- An Organic Computing Approach to Resilient Traffic Management
Matthias Sommer, Sven Tomforde, Jörg Hähner
Autonomic Road Transportation Systems. Birkhäuser Verlag, Basel, Swiss
http://link.springer.com/chapter/10.1007/978-3-319-25808-9_7 https://www.amazon.de/dp/B01F4THGHG
2013
- Benchmarking von selbstorganisierenden Systemen
Matthias Sommer
AV Akademikerverlag, ISBN-13: 978-3-639-46226-5, pages: 136
https://www.amazon.de/dp/3639462262
Conferences and Workshops
2017
- Learning Classifier Systems for Road Traffic Congestion Detection
Matthias Sommer; Jörg Hähner
In: Proc. of the International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), Porto, Portugal
http://www.scitepress.org/DigitalLibrary/PublicationsDetail.aspx?ID=y680gmUuBiI=&t=1 - Adapting Signal Timings to Automated Incident Alarms within a Self-organised Traffic Control System
Matthias Sommer; Jörg Hähner
In: Proc. of the International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), Porto, Portugal
http://www.scitepress.org/DigitalLibrary/PublicationsDetail.aspx?ID=INUrloX4kAU=&t=1
2016
- Local Ensemble Weighting in the Context of Time Series Forecasting Using XCSF
Matthias Sommer; Anthony Stein; Jörg Hähner
In: Proc. of the IEEE Symposium on Computational Intelligence and Ensemble Learning (CIEL 2016), Athen, Greece
http://vigir.missouri.edu/~gdesouza/Research/Conference_CDs/IEEE_SSCI_2016/pdf/SSCI16_paper_79.pdf - Ensemble Time Series Forecasting with XCSF
Matthias Sommer; Anthony Stein; Jörg Hähner
In: Proc. of 10th IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO 2016), Augsburg, Germany
http://ieeexplore.ieee.org/abstract/document/7774400/ - Predictive Load Balancing in Cloud Computing Environments based on Ensemble Forecasting
Matthias Sommer; Michael Klink; Sven Tomforde; Jörg Hähner
In: Proc. of the the 13th IEEE International Conference on Autonomic Computing (ICAC 2016), Würzburg, Germany
http://ieeexplore.ieee.org/document/7573156/ - Anticipatory adaptation of signalisation based on traffic flow forecasts within a self-organised traffic control system
Matthias Sommer; Jörg Hähner
In: Proceedings of the 5th International Conference on Transportation and Traffic Engineering (ICTTE 2016), Luzern, Swiss
https://www.matec-conferences.org/articles/matecconf/abs/2016/44/matecconf_ictte2016_03006 - Forecast-augmented Route Guidance in Urban Traffic Networks based on Infrastructure Observations
Matthias Sommer; Sven Tomforde; Jörg Hähner
In: Proc. of the 2nd International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), Rom, Italy
http://www.scitepress.org/DigitalLibrary/PublicationsDetail.aspx?ID=Zz4srb2xLQo=&t=1
2015
- Learning a Dynamic Re-combination Strategy of Forecast Techniques at Runtime
Matthias Sommer, Sven Tomforde, Dominik Auer, Jörg Hähner
In: ICAC / SISSY (Self-Improving System Integration) Workshop, IEEE Computer Society Press, Proc. of IEEE International Conference on Autonomic Computing (ICAC), pp. 261-266.
https://www.computer.org/csdl/proceedings/icac/2015/6971/00/6971a261-abs.html - A Systematic Study on Forecasting of Traffic Flows with Artificial Neural Networks
Matthias Sommer; Sven Tomforde; Jörg Hähner
In: Proc. of the 28th GI/ITG International Conference on Architecture of Computing Systems – ARCS Workshops, March, Porto, Workshop on Self-Optimisation in Organic and Autonomic Computing Systems (SAOS15), VDE Verlag, ISBN 978-3-8007-3657-7
http://ieeexplore.ieee.org/document/7107101/
2014
- Learning to Predict: Automated Management and Correction of Prediction Techniques for Traffic Flows within a Self-organised Traffic Control System
Sven Tomforde, Matthias Sommer, Jörg Hähner
In: 11th International Congress on Advances in Civil Engineering (ACE14), Istanbul, Turkey
https://www.researchgate.net/publication/268629407
2013
- Resilient Traffic Management with Organic Computing Techniques
Matthias Sommer, Sven Tomforde, Jörg Hähner
In: Proc. of the 1st International Systems Competition on Autonomic Features and Technologies for Road Traffic Flow Modeling and Control Systems, held together with the 16th International IEEE Conference on Intelligent Transport Systems (IEEE-ITS13), The Hague, Netherlands, (Winner of the ARTS Competition at IEEE-ITS13) - Using a Neural Network for Forecasting in an Organic Traffic Control Management System
Matthias Sommer, Sven Tomforde, Jörg Hähner
In: International Workshop on Embedded Self-Organizing Systems (ESOS ’13), 10th International Comference on Autonomic Computing (ICAC ’13), San Jose, Kalifornien
https://www.usenix.org/conference/esos13/
2012
- A Generic Framework for Simulating the EEX Power Market in Agent-Based Energy Management Applications
Florian Siefert; Gerrit Anders; Matthias Sommer; Wolfgang Reif
In: Proc. of the Power and Energy Student Summit 2012
http://d-nb.info/1024837963/34#page=48
Technical Reports
2017
- Verteilte, selbst-organisierte Stauerkennung in urbanen Netzen mit XCSR, Matthias Sommer, Dietmar Sach
2016
- Dynamic ensemble forecasting of traffic flow by means of machine learning techniques
Matthias Sommer; Sven Tomforde
In: Technische Berichte der Fakultät für Angewandte Informatik der Universität Augsburg
https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/3830 - Concepts for Resilient Traffic Management based on Organic Computing
Matthias Sommer; Sven Tomforde
In: Technische Berichte der Fakultät für Angewandte Informatik der Universität Augsburg
https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/3827
Others (Interviews / Newspaper)
2015
- Forecast-based Route Recommendations in Organic Traffic Control
Matthias Sommer; Sven Tomforde; Jörg Hähner
In: Proc. of the 28th GI/ITG International Conference on Architecture of Computing Systems – ARCS Workshops, Porto, Portugal, pp. 11 – 12 (ARCS 2015 Best Poster Award).
https://opus.bibliothek.uni-augsburg.de/opus4/48694
2014
- “Im Zeichen der Grünen Welle”
Matthias Sommer, Sven Tomforde
Interview, Augsburger Allgemeine (3. Forschungsausgabe), July
2013
- Towards a Decentralized Intelligent Traffic Management System
Matthias Sommer
Proc. of the First Organic Computing Doctoral Dissertation Colloquium (OC-DDC’13), pp. 34 – 37, Universität Augsburg, Institut für Informatik
http://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/2355