| Managing engineering systems with large state and action spaces through deep reinforcement learning CP Andriotis, KG Papakonstantinou Reliability Engineering & System Safety 191, 106483, 2019 | 247 | 2019 |
| Probabilistic model for steel corrosion in reinforced concrete structures of large dimensions considering crack effects KG Papakonstantinou, M Shinozuka Engineering Structures 57, 306-326, 2013 | 189 | 2013 |
| Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part II: POMDP implementation KG Papakonstantinou, M Shinozuka Reliability Engineering & System Safety 130, 214-224, 2014 | 164 | 2014 |
| Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part I: Theory KG Papakonstantinou, M Shinozuka Reliability Engineering & System Safety 130, 202-213, 2014 | 148 | 2014 |
| Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints CP Andriotis, KG Papakonstantinou Reliability Engineering & System Safety 212, 107551, 2021 | 145 | 2021 |
| Optimum inspection and maintenance policies for corroded structures using partially observable Markov decision processes and stochastic, physically based models KG Papakonstantinou, M Shinozuka Probabilistic Engineering Mechanics 37, 93-108, 2014 | 90 | 2014 |
| A multi-modal analytical non-stationary spectral model for characterization and stochastic simulation of earthquake ground motions C Vlachos, KG Papakonstantinou, G Deodatis Soil Dynamics and Earthquake Engineering 80, 177-191, 2016 | 86 | 2016 |
| 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 | 68 | 2022 |
| Predictive model for site specific simulation of ground motions based on earthquake scenarios C Vlachos, KG Papakonstantinou, G Deodatis Earthquake Engineering & Structural Dynamics 47 (1), 195-218, 2018 | 64 | 2018 |
| 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 | 60 | 2018 |
| 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 | 48 | 2023 |
| Value of structural health information in partially observable stochastic environments CP Andriotis, KG Papakonstantinou, EN Chatzi Structural Safety 93, 102072, 2021 | 32 | 2021 |
| A Scaled Spherical Simplex Filter (S3F) with a decreased n+ 2 sigma points set size and equivalent 2n+ 1 Unscented Kalman Filter (UKF) accuracy KG Papakonstantinou, M Amir, GP Warn Mechanical Systems and Signal Processing 163, 107433, 2022 | 30 | 2022 |
| Extended and generalized fragility functions CP Andriotis, KG Papakonstantinou Journal of Engineering Mechanics 144 (9), 04018087, 2018 | 28 | 2018 |
| Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems G Arcieri, C Hoelzl, O Schwery, D Straub, KG Papakonstantinou, E Chatzi Reliability Engineering & System Safety 239, 109496, 2023 | 26 | 2023 |
| A consistent Timoshenko hysteretic beam finite element model M Amir, KG Papakonstantinou, GP Warn International Journal of Non-Linear Mechanics 119, 103218, 2020 | 21 | 2020 |
| A reinforcement learning method for multiasset roadway improvement scheduling considering traffic impacts W Zhou, E Miller-Hooks, KG Papakonstantinou, S Stoffels, S McNeil Journal of Infrastructure Systems 28 (4), 04022033, 2022 | 20 | 2022 |
| Spatial stochastic direct and inverse analysis for the extent of damage in deteriorated RC structures KG Papakonstantinou, M Shinozuka Computers & Structures 128, 286-296, 2013 | 19 | 2013 |
| POMDP inference and robust solution via deep reinforcement learning: An application to railway optimal maintenance G Arcieri, C Hoelzl, O Schwery, D Straub, KG Papakonstantinou, E Chatzi Machine Learning 113 (10), 7967-7995, 2024 | 17 | 2024 |
| State-space formulation for structural analysis with coupled degradation-plasticity and geometric nonlinearity M Amir, KG Papakonstantinou, GP Warn Journal of Structural Engineering 148 (4), 04022016, 2022 | 16 | 2022 |
Charalampos P. AndriotisAssistant Professor, Delft University of Technologyยืนยันอีเมลแล้วที่ tudelft.nl