Managing engineering systems with large state and action spaces through deep reinforcement learning CP Andriotis, KG Papakonstantinou Reliability Engineering & System Safety 191, 106483, 2019 | 197 | 2019 |
Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints CP Andriotis, KG Papakonstantinou Reliability Engineering & System Safety 212, 107551, 2021 | 107 | 2021 |
Optimal inspection and maintenance planning for deteriorating structural components through dynamic Bayesian networks and Markov decision processes PG Morato, KG Papakonstantinou, CP Andriotis, JS Nielsen, P Rigo Structural Safety 94, 102140, 2022 | 54 | 2022 |
POMDP and MOMDP solutions for structural life-cycle cost minimization under partial and mixed observability KG Papakonstantinou, CP Andriotis, M Shinozuka Structure and Infrastructure Engineering 14 (7), 869-882, 2018 | 51 | 2018 |
Value of structural health information in partially observable stochastic environments CP Andriotis, KG Papakonstantinou, EN Chatzi arXiv preprint arXiv:1912.12534, 2020 | 35 | 2020 |
Inference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning PG Morato, CP Andriotis, KG Papakonstantinou, P Rigo Reliability Engineering & System Safety 235, 109144, 2023 | 30 | 2023 |
Extended and generalized fragility functions CP Andriotis, KG Papakonstantinou Journal of Engineering Mechanics 144 (9), 04018087, 2018 | 25 | 2018 |
Modeling reinforced concrete structures using smooth plasticity and damage models C Andriotis, I Gkimousis, V Koumousis Journal of Structural Engineering 142 (2), 04015105, 2016 | 23 | 2016 |
Point-based POMDP solvers for life-cycle cost minimization of deteriorating structures KG Papakonstantinou, C Andriotis, M Shinozuka Life-Cycle of Engineering Systems: Emphasis on Sustainable Civil …, 2016 | 17 | 2016 |
Quantifying the value of structural monitoring for decision making KG Papakonstantinou, CP Andriotis, H Gao, EN Chatzi 13th International Conference on Applications of Statistics and Probability …, 2019 | 14 | 2019 |
Nonlinear programming hybrid beam-column element formulation for large-displacement elastic and inelastic analysis CP Andriotis, KG Papakonstantinou, VK Koumousis Journal of Engineering Mechanics 144 (10), 04018096, 2018 | 11 | 2018 |
POMDP solutions for monitored structures KG Papakonstantinou, CP Andriotis, M Shinozuka IFIP WG-7.5 Conference on Reliability and Optimization of Structural Systems …, 2016 | 10 | 2016 |
Life-cycle policies for large engineering systems under complete and partial observability CP Andriotis, KG Papakonstantinou 13th International Conference on Applications of Statistics and Probability …, 2019 | 8 | 2019 |
Deep reinforcement learning-based life-cycle management of deteriorating transportation systems M Saifullah, CP Andriotis, KG Papakonstantinou, SM Stoffels Bridge Safety, Maintenance, Management, Life-Cycle, Resilience and …, 2022 | 6 | 2022 |
Large-scale wildfire mitigation through deep reinforcement learning A Altamimi, C Lagoa, JG Borges, ME McDill, CP Andriotis, ... Frontiers in Forests and Global Change 5, 734330, 2022 | 5 | 2022 |
Appraisal and mathematical properties of fragility analysis methods S Yi, KG Papakonstantinou, CP Andriotis, J Song Proceedings of the 13th International Conference on Structural Safety and …, 2022 | 5 | 2022 |
Managing offshore wind turbines through Markov decision processes and dynamic Bayesian networks PG Morato, KG Papakonstantinou, CP Andriotis, P Rigo 13th International Conference on Structural Safety & Reliability (ICOSSAR), 2022 | 5 | 2022 |
Dependent Markov models for long-term structural fragility CP Andriotis, KG Papakonstantinou 11th National Conference on Earthquake Engineering (NCEE), Los Angeles, CA, USA, 2018 | 3 | 2018 |
Probabilistic structural performance assessment in hidden damage spaces CP Andriotis, KG Papakonstantinou Proceedings of Computational Stochastic Mechanics Conference (CSM), 2018 | 3 | 2018 |
Generalized multivariate fragility functions with multiple damage states CP Andriotis, KG Papakonstantinou 12th International Conference on Structural Safety & Reliability (ICOSSAR …, 2017 | 3 | 2017 |