Charalampos Andriotis

Managing engineering systems with large state and action spaces through deep reinforcement learning

Charalampos Andriotis, Konstantinos G. Papakonstantinou · Reliability Engineering & System Safety · 2019 · 199 citations

Artificial Intelligence, Engineering, Deep Reinforcement Learning +11

Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints

Charalampos Andriotis, Konstantinos G. Papakonstantinou · Reliability Engineering & System Safety · 2021 · 110 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +13

Optimal inspection and maintenance planning for deteriorating structural components through dynamic Bayesian networks and Markov decision processes

Pablo G. Morato, Konstantinos G. Papakonstantinou, Charalampos Andriotis et al. · Structural Safety · 2021 · 79 citations · Full text

Reliability Engineering, Engineering, Maintenance Policy +14

Inference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning

Pablo G. Morato, Charalampos Andriotis, Konstantinos G. Papakonstantinou et al. · Reliability Engineering & System Safety · 2023 · 49 citations

Artificial Intelligence, Dynamic Decision-making, Machine Learning +12

POMDP and MOMDP solutions for structural life-cycle cost minimization under partial and mixed observability

Konstantinos G. Papakonstantinou, Charalampos Andriotis, Masanobu Shinozuka · Structure and Infrastructure Engineering · 2018 · 41 citations

Numerical Analysis, Mathematical Programming, Momdp Solutions +23