Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part I: Theory. - K. G. Papakonstantinou; M. Shinozuka (Reliab. Eng. Syst. Saf., 2014)

Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part II: POMDP implementation. - K. G. Papakonstantinou; M. Shinozuka (Reliab. Eng. Syst. Saf., 2014)

A Nonlinear Integer Programming Approach for the Minimization of Boolean Expressions. - K. G. Papakonstantinou; George K. Papakonstantinou (J. Circuits Syst. Comput., 2018)

Value of structural health monitoring quantification in partially observable stochastic environments. - C. P. Andriotis; K. G. Papakonstantinou; Eleni N. Chatzi (CoRR, 2019)

Managing engineering systems with large state and action spaces through deep reinforcement learning. - C. P. Andriotis; K. G. Papakonstantinou (Reliab. Eng. Syst. Saf., 2019)

Optimal Inspection and Maintenance Planning for Deteriorating Structures through Dynamic Bayesian Networks and Markov Decision Processes. - Pablo G. Morato; Konstantinos G. Papakonstantinou; Charalampos P. Andriotis; J. S. Nielsen; Philippe Rigo (CoRR, 2020)

Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints. - C. P. Andriotis; K. G. Papakonstantinou (Reliab. Eng. Syst. Saf., 2021)

Inference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning. - Pablo G. Morato; C. P. Andriotis; K. G. Papakonstantinou; Philippe Rigo (Reliab. Eng. Syst. Saf., 2023)

Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems. - Giacomo Arcieri; Cyprien Hoelzl; Oliver Schwery; Daniel Straub; Konstantinos G. Papakonstantinou; Eleni N. Chatzi (Reliab. Eng. Syst. Saf., 2023)

Multi-agent deep reinforcement learning with centralized training and decentralized execution for transportation infrastructure management. - M. Saifullah; K. G. Papakonstantinou; C. P. Andriotis; S. M. Stoffels (CoRR, 2024)

Monitoring-Supported Value Generation for Managing Structures and Infrastructure Systems. - Antonios Kamariotis; Eleni N. Chatzi; Daniel Straub; Nikolaos Dervilis; Kai Goebel; Aidan J. Hughes; Geert Lombaert; Costas Papadimitriou; Konstantinos G. Papakonstantinou; Matteo Pozzi; Michael Todd; Keith Worden (CoRR, 2024)

Quadratic Point Estimate Method for Probabilistic Moments Computation. - Minhyeok Ko; Konstantinos G. Papakonstantinou (CoRR, 2024)

POMDP inference and robust solution via deep reinforcement learning: an application to railway optimal maintenance. - Giacomo Arcieri; Cyprien Hoelzl; Oliver Schwery; Daniel Straub; Konstantinos G. Papakonstantinou; Eleni N. Chatzi (Mach. Learn., 2024)

A direct importance sampling-based framework for rare event uncertainty quantification in non-Gaussian spaces. - Elsayed Eshra; Konstantinos G. Papakonstantinou; Hamed Nikbakht (Reliab. Eng. Syst. Saf., 2025)

Convex Is Back: Solving Belief MDPs With Convexity-Informed Deep Reinforcement Learning. - Daniel Koutas; Daniel Hettegger; Konstantinos G. Papakonstantinou; Daniel Straub (CoRR, 2025)

Deep Belief Markov Models for POMDP Inference. - Giacomo Arcieri; Konstantinos G. Papakonstantinou; Daniel Straub; Eleni N. Chatzi (CoRR, 2025)