Probabilistic analysis, uncertainty quantification, reliability, risk analysis, decision making under uncertainty, stochastic optimal control, reinforcement learning, system identification, state estimation, model updating, wind turbines, resilience, asset management
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Recent Publications
Optimal life-cycle adaptation of coastal infrastructure under climate change
Bhattacharya, A., Papakonstantinou, K. G., Warn, G. P., McPhillips, L., Bilec, M. M., Forest, C. E., Hasan, R. & Chavda, D., Dec 2025, In: Nature communications. 16, 1, 1076.Research output: Contribution to journal › Article › peer-review
Quadratic point estimate method for probabilistic moments computation
Ko, M. & Papakonstantinou, K. G., Jan 2025, In: Probabilistic Engineering Mechanics. 79, 103705.Research output: Contribution to journal › Article › peer-review
Valuing Imperfect Information from Inspection and Sensing in Condition-Based Roadway Pavement Management with Partially Observable Conditions
Zhou, W., Miller-Hooks, E., Papakonstantinou, K. G., Hu, P., Kamranfar, P., Lattanzi, D., Stoffels, S. & McNeil, S., Jun 1 2025, In: Journal of Transportation Engineering Part B: Pavements. 151, 2, 04025018.Research output: Contribution to journal › Article › peer-review
POMDP inference and robust solution via deep reinforcement learning: an application to railway optimal maintenance
Arcieri, G., Hoelzl, C., Schwery, O., Straub, D., Papakonstantinou, K. G. & Chatzi, E., Oct 2024, In: Machine Learning. 113, 10, p. 7967-7995 29 p.Research output: Contribution to journal › Article › peer-review
Monitoring-supported value generation for managing structures and infrastructure systems
Kamariotis, A., Chatzi, E., Straub, D., Dervilis, N., Goebel, K., Hughes, A. J., Lombaert, G., Papadimitriou, C., Papakonstantinou, K. G., Pozzi, M., Todd, M. & Worden, K., Nov 4 2024, In: Data-Centric Engineering. 5, e27.Research output: Contribution to journal › Review article › peer-review
Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems
Arcieri, G., Hoelzl, C., Schwery, O., Straub, D., Papakonstantinou, K. G. & Chatzi, E., Nov 2023, In: Reliability Engineering and System Safety. 239, 109496.Research output: Contribution to journal › Article › peer-review
Determining desired sorbent properties for proton-coupled electron transfer-controlled CO2 capture using an adaptive sampling-refined classifier
Boualavong, J., Papakonstantinou, K. G. & Gorski, C. A., Jun 15 2023, In: Chemical Engineering Science. 274, 118673.Research output: Contribution to journal › Article › peer-review
Inference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning
Morato, P. G., Andriotis, C. P., Papakonstantinou, K. G. & Rigo, P., Jul 2023, In: Reliability Engineering and System Safety. 235, 109144.Research output: Contribution to journal › Article › peer-review
Hamiltonian MCMC methods for estimating rare events probabilities in high-dimensional problems
Papakonstantinou, K. G., Nikbakht, H. & Eshra, E., Oct 2023, In: Probabilistic Engineering Mechanics. 74, 103485.Research output: Contribution to journal › Article › peer-review
Large-Scale Wildfire Mitigation Through Deep Reinforcement Learning
Altamimi, A., Lagoa, C., Borges, J. G., McDill, M. E., Andriotis, C. P. & Papakonstantinou, K. G., Jul 5 2022, In: Frontiers in Forests and Global Change. 5, 734330.Research output: Contribution to journal › Article › peer-review
Scaled Spherical Simplex Filter and State-Space Damage-Plasticity Finite-Element Model for Computationally Efficient System Identification
Amir, M., Papakonstantinou, K. G. & Warn, G. P., Feb 1 2022, In: Journal of Engineering Mechanics. 148, 2, 04021138.Research output: Contribution to journal › Article › peer-review
State-Space Formulation for Structural Analysis with Coupled Degradation-Plasticity and Geometric Nonlinearity
Amir, M., Papakonstantinou, K. G. & Warn, G. P., Apr 1 2022, In: Journal of Structural Engineering (United States). 148, 4, 04022016.Research output: Contribution to journal › Article › peer-review
Topology optimization of structural frames based on a nonlinear Timoshenko beam finite element considering full interaction
Changizi, N., Amir, M., Warn, G. P. & Papakonstantinou, K. G., Oct 15 2022, In: International Journal for Numerical Methods in Engineering. 123, 19, p. 4562-4585 24 p.Research output: Contribution to journal › Article › peer-review
Optimal inspection and maintenance planning for deteriorating structural components through dynamic Bayesian networks and Markov decision processes
Morato, P. G., Papakonstantinou, K. G., Andriotis, C. P., Nielsen, J. S. & Rigo, P., Jan 2022, In: Structural Safety. 94, 102140.Research output: Contribution to journal › Article › peer-review
A Scaled Spherical Simplex Filter (S3F) with a decreased n + 2 sigma points set size and equivalent 2n + 1 Unscented Kalman Filter (UKF) accuracy
Papakonstantinou, K. G., Amir, M. & Warn, G. P., Jan 15 2022, In: Mechanical Systems and Signal Processing. 163, 107433.Research output: Contribution to journal › Article › peer-review