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Resilient maintenance of carbonation-affected concrete infrastructure via physics-informed learning and predictive strategy

Chunhui Guo, Zhenglin Liang

2025Reliability Engineering & System Safety5 citationsDOI

Topics & Concepts

CarbonationModel predictive controlProcess (computing)Benchmark (surveying)Predictive maintenanceComputer scienceResilience (materials science)Markov decision processArtificial neural networkPreventive maintenanceBellman equationMachine learningFunction (biology)Control (management)Maintenance actionsEngineeringMarkov processRecurrent neural networkRisk analysis (engineering)Decision treeReliability engineeringPartially observable Markov decision processArtificial intelligenceContingencyInferenceCritical infrastructurePsychological resiliencePredictive modellingNoise (video)Decision support systemVariable (mathematics)Concrete Corrosion and DurabilityInfrastructure Maintenance and MonitoringConcrete Properties and Behavior
Resilient maintenance of carbonation-affected concrete infrastructure via physics-informed learning and predictive strategy | Litcius