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Explainability for Property Violations in Cyber-Physical Systems: An Immune-Inspired Approach

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Názov: Explainability for Property Violations in Cyber-Physical Systems: An Immune-Inspired Approach
Autori: Costa de Araujo, Joao Paulo, Rodrigues, G. Nunes, Carwehl, Marc, Vogel, Thomas, Grunske, Lars, Diniz Caldas, Ricardo, 1994, Pelliccione, Patrizio, 1975
Zdroj: IEEE Software. 41(5):43-51
Predmety: Feature extraction, Cognition, Sensors, Software algorithms, Fault diagnosis, Sensor systems, Detectors
Popis: 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.
Prístupová URL adresa: https://research.chalmers.se/publication/542561
https://research.chalmers.se/publication/543669
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  Data: Explainability for Property Violations in Cyber-Physical Systems: An Immune-Inspired Approach
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  Data: <searchLink fieldCode="AR" term="%22Costa+de+Araujo%2C+Joao+Paulo%22">Costa de Araujo, Joao Paulo</searchLink><br /><searchLink fieldCode="AR" term="%22Rodrigues%2C+G%2E+Nunes%22">Rodrigues, G. Nunes</searchLink><br /><searchLink fieldCode="AR" term="%22Carwehl%2C+Marc%22">Carwehl, Marc</searchLink><br /><searchLink fieldCode="AR" term="%22Vogel%2C+Thomas%22">Vogel, Thomas</searchLink><br /><searchLink fieldCode="AR" term="%22Grunske%2C+Lars%22">Grunske, Lars</searchLink><br /><searchLink fieldCode="AR" term="%22Diniz+Caldas%2C+Ricardo%22">Diniz Caldas, Ricardo</searchLink>, 1994<br /><searchLink fieldCode="AR" term="%22Pelliccione%2C+Patrizio%22">Pelliccione, Patrizio</searchLink>, 1975
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  Data: <i>IEEE Software</i>. 41(5):43-51
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  Data: 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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