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 |
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 | 175 | 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 | 153 | 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 | 138 | 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 | 107 | 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 | 81 | 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 | 74 | 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 | 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 |
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 | 51 | 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 | 30 | 2023 |
Value of structural health information in partially observable stochastic environments CP Andriotis, KG Papakonstantinou, EN Chatzi Structural Safety 93, 102072, 2021 | 26 | 2021 |
Extended and generalized fragility functions CP Andriotis, KG Papakonstantinou Journal of Engineering Mechanics 144 (9), 04018087, 2018 | 25 | 2018 |
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 | 22 | 2022 |
A consistent Timoshenko hysteretic beam finite element model M Amir, KG Papakonstantinou, GP Warn International Journal of Non-Linear Mechanics 119, 103218, 2020 | 19 | 2020 |
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 | 18 | 2023 |
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 |
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 | 17 | 2013 |
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 | 14 | 2022 |
Quantifying the value of structural monitoring for decision making K Papakonstantinou, C Andriotis, H Gao, E Chatzi | 14 | 2019 |