Litcius/Paper detail

Reinforcement learning for adaptive maintenance policy optimization under imperfect knowledge of the system degradation model and partial observability of system states

Yunfei Zhao, Carol Smidts

2022Reliability Engineering & System Safety50 citationsDOIOpen Access PDF

Topics & Concepts

Reinforcement learningComponent (thermodynamics)ObservabilityMarkov decision processComputer scienceOptimal maintenanceProcess (computing)ImperfectDegradation (telecommunications)Partially observable Markov decision processArtificial intelligenceMathematical optimizationMarkov processMarkov chainMachine learningMarkov modelMathematicsTelecommunicationsPhilosophyStatisticsOperating systemApplied mathematicsThermodynamicsLinguisticsPhysicsReliability and Maintenance OptimizationSoftware Reliability and Analysis ResearchAdvanced Battery Technologies Research