Explainability for Property Violations in Cyber-Physical Systems: An Immune-Inspired Approach
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| Title: | Explainability for Property Violations in Cyber-Physical Systems: An Immune-Inspired Approach |
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| Authors: | Costa de Araujo, Joao Paulo, Rodrigues, G. Nunes, Carwehl, Marc, Vogel, Thomas, Grunske, Lars, Diniz Caldas, Ricardo, 1994, Pelliccione, Patrizio, 1975 |
| Source: | IEEE Software. 41(5):43-51 |
| Subject Terms: | Feature extraction, Cognition, Sensors, Software algorithms, Fault diagnosis, Sensor systems, Detectors |
| Description: | Complex relations between cybernetic and physical components of a cyber-physical system (CPS) in tandem with continuous environment changes represent a challenge to engineering robust CPSs. To help engineers determine the cause of violations, there is a need for a systematic approach that helps understanding the system behaviors that lead to critical failures of the CPS. In this work, we present a methodology that identifies and isolates crucial anomalous behaviors that can not only hamper the system but also are often challenging to capture while engineering a CPS. |
| Access URL: | https://research.chalmers.se/publication/542561 https://research.chalmers.se/publication/543669 |
| Database: | SwePub |
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Nájsť tento článok vo Web of Science | Abstract: | Complex relations between cybernetic and physical components of a cyber-physical system (CPS) in tandem with continuous environment changes represent a challenge to engineering robust CPSs. To help engineers determine the cause of violations, there is a need for a systematic approach that helps understanding the system behaviors that lead to critical failures of the CPS. In this work, we present a methodology that identifies and isolates crucial anomalous behaviors that can not only hamper the system but also are often challenging to capture while engineering a CPS. |
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| ISSN: | 19374194 07407459 |
| DOI: | 10.1109/MS.2024.3387289 |