Projects per year
Abstract
Experimental results on a platooning scenario show that recurrent neural networks learned with this data achieved significantly better results compared to models learned from randomly generated data. In particular, the classification error for crash detection is reduced by a factor of five and a similar F1-score is obtained with up to three orders of magnitude fewer training samples.
Original language | English |
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Title of host publication | Testing Software and Systems |
Subtitle of host publication | 31st IFIP WG 6.1 International Conference, ICTSS 2019, Paris, France, October 15–17, 2019, Proceedings |
Editors | Christophe Gaston, Nikolai Kosmatov, Pascale Le Gall |
Place of Publication | Cham |
Publisher | Springer International Publishing AG |
Pages | 3-21 |
Number of pages | 19 |
ISBN (Print) | 978-3-030-31280-0 |
DOIs | |
Publication status | Published - 2019 |
Event | 31st IFIP International Conference on Testing Software and Systems: IFIP-ICTSS 2019 - Paris, France Duration: 15 Oct 2019 → 17 Oct 2019 |
Publication series
Name | Lecture Notes in Computer Science |
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Volume | 11812 |
Conference
Conference | 31st IFIP International Conference on Testing Software and Systems |
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Country/Territory | France |
City | Paris |
Period | 15/10/19 → 17/10/19 |
Keywords
- Hybrid systems
- Behavior modeling
- Automata learning
- Model-Based Testing
- Machine learning
- Autonomous vehicle
- Platooning
Projects
- 2 Finished
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Enable-S3 - European Initiative to Enable Validation for Highly Automated Safe and Secure Systems
Bloem, R. (Co-Investigator (CoI)), Horn, M. (Co-Investigator (CoI)), Wotawa, F. (Co-Investigator (CoI)), Bösch, W. (Co-Investigator (CoI)) & Eichberger, A. (Co-Investigator (CoI))
1/05/16 → 30/04/19
Project: Research project
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Dependable Internet of Things
Boano, C. A. (Co-Investigator (CoI)), Kubin, G. (Co-Investigator (CoI)), Bloem, R. (Co-Investigator (CoI)), Horn, M. (Co-Investigator (CoI)), Pernkopf, F. (Co-Investigator (CoI)), Zakany, N. (Co-Investigator (CoI)), Mangard, S. (Co-Investigator (CoI)), Witrisal, K. (Co-Investigator (CoI)), Römer, K. U. (Co-Investigator (CoI)), Aichernig, B. (Co-Investigator (CoI)), Bösch, W. (Co-Investigator (CoI)), Baunach, M. C. (Co-Investigator (CoI)), Tappler, M. (Co-Investigator (CoI)), Malenko, M. (Co-Investigator (CoI)), Weiser, S. (Co-Investigator (CoI)), Eichlseder, M. (Co-Investigator (CoI)), Leitinger, E. (Co-Investigator (CoI)), Grosinger, J. (Co-Investigator (CoI)), Großwindhager, B. (Co-Investigator (CoI)), Ebrahimi, M. (Co-Investigator (CoI)), Alothman Alterkawi, A. B. (Co-Investigator (CoI)), Knoll, C. (Co-Investigator (CoI)), Teschl, R. (Co-Investigator (CoI)), Saukh, O. (Co-Investigator (CoI)), Rath, M. (Co-Investigator (CoI)), Steinberger, M. (Co-Investigator (CoI)), Steinbauer-Wagner, G. (Co-Investigator (CoI)) & Tranninger, M. (Co-Investigator (CoI))
1/01/16 → 31/03/22
Project: Research project
Prizes
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Best Paper Award: The 31st IFIP International Conference on Testing Software and Systems
Aichernig, B. (Recipient), Bloem, R. (Recipient), Ebrahimi, M. (Recipient), Horn, M. (Recipient), Pernkopf, F. (Recipient), Roth, W. (Recipient), Rupp, A. (Recipient), Tappler, M. (Recipient) & Tranninger, M. (Recipient), Oct 2019
Prize: Prizes / Medals / Awards