A Risk Evaluation Framework in System Control Subject to Sensor Degradation and Failure
Tangxiao Yuan,
Weilin Xu,
Kondo Hloindo Adjallah
et al.
Abstract:Sensor degradation and failure often undermine users’ confidence in adopting a new data-driven decision-making model, especially in risk-sensitive scenarios. A risk assessment framework tailored to classification algorithms is introduced to evaluate the decision-making risks arising from sensor degradation and failures in such scenarios. The framework encompasses various steps, including on-site fault-free data collection, sensor failure data collection, fault data generation, simulated data-driven decision-ma… Show more
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