Fidelity of Cyber-Physical Empirical Methods
Autor: | Thomas Sauder |
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Rok vydání: | 2020 |
Předmět: |
Structure (mathematical logic)
0209 industrial biotechnology Computer science Mechanical Engineering media_common.quotation_subject Probabilistic logic Cyber-physical system Fidelity 020101 civil engineering Control engineering 02 engineering and technology 0201 civil engineering Noise 020901 industrial engineering & automation Empirical research Mechanics of Materials Control system Actuator media_common |
Zdroj: | Experimental Techniques. 44:669-685 |
ISSN: | 1747-1567 0732-8818 |
Popis: | Cyber-physical empirical methods enable to address problems that classical empirical methods alone, or models alone, cannot address in a satisfactory way. In CPEMs, the substructures are interconnected through a control system that includes sensors and actuators, having their own dynamics. The present paper addresses how the fidelity of CPEMs, that is the degree to which they reproduce the behaviour of the real system under study, is affected by the presence of this control system. We describe an analysis method that enables the designer of a CPEM to (1) identify the artefacts (such as biases, noise, or delays) that play a significant role for the fidelity, (2) define bounds for the describing parameter of these artefacts ensuring high-fidelity of the CPEM, and (3) evaluate whether probabilistic robust fidelity is achieved. The proposed method is illustrated by considering a substructured slender structure subjected to dynamic loading. |
Databáze: | OpenAIRE |
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