ConceptClosed-Loop Identification Error
Closed-Loop Identification Error
A failure mode that arises in the early stage of closed-loop deployment for networks trained offline. Because offline training learns the input-output mapping from open-loop data, while feedback coupling exists between the controller and the plant in a closed-loop system, the actual state distribution deviates from the training set, causing the model to produce systematic bias early in deployment.
Timeline (last 90 days)
Oct 16
The paper categorizes the failure of offline-trained networks in closed-loop deployment into three progressive modes: closed-loop identification error, deployment-induced action error, and persistent tracking error.
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