Browsing School of Engineering by Author "Andriotis, Charalampos"
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Inference and maintenance planning of monitored structures through Markov chain Monte Carlo and deep reinforcement learning
Cicirello, Alice; Andriotis, Charalampos; ICASP14; Lathourakis, Christos (2023)Maintenance of engineering systems exposed to corrosive environments, e.g. coastal, marine, or highly acidic conditions, is of utmost importance for managing structural risks. The most beneficial sequence of maintenance ... -
Structural integrity management via hierarchical resource allocation and continuous-control reinforcement learning
Metwally, Ziead; ICASP14; Andriotis, Charalampos (2023)Maintenance planning of engineering systems is typically posed as a discrete stochastic optimal control problem, as it refers to determining a series of distinct interventions that upkeep structural integrity. Advanced ... -
The role of value of information in multi-agent deep reinforcement learning for optimal decision-making under uncertainty
Papakonstantinou, Konstantinos; Andriotis, Charalampos; ICASP14; Saifullah, Mohammad (2023)To preserve structural safety of deteriorating engineering systems through optimal maintenance, it is imperative to efficiently integrate structural health information with decision-making optimization frameworks. Although ...