K. G. Papakonstantinou

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 9

Top Topics

Partially Observable Markov Decision Process

Reinforcement Learning

Dynamic Programming

Top Venues

Reliab. Eng. Syst. Saf.

J. Circuits Syst. Comput.

Publications

M. Saifullah, K. G. Papakonstantinou, C. P. Andriotis, S. M. Stoffels
Multi-agent deep reinforcement learning with centralized training and decentralized execution for transportation infrastructure management. CoRR (2024)
Pablo G. Morato, C. P. Andriotis, K. G. Papakonstantinou, Philippe Rigo
Inference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning. Reliab. Eng. Syst. Saf. 235 (2023)
C. P. Andriotis, K. G. Papakonstantinou
Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints. Reliab. Eng. Syst. Saf. 212 (2021)
Pablo G. Morato, K. G. Papakonstantinou, C. P. Andriotis, J. S. Nielsen, P. Rigo
Optimal Inspection and Maintenance Planning for Deteriorating Structures through Dynamic Bayesian Networks and Markov Decision Processes. CoRR (2020)
C. P. Andriotis, K. G. Papakonstantinou
Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints. CoRR (2020)
C. P. Andriotis, K. G. Papakonstantinou
Managing engineering systems with large state and action spaces through deep reinforcement learning. Reliab. Eng. Syst. Saf. 191 (2019)
C. P. Andriotis, K. G. Papakonstantinou, E. N. Chatzi
Value of structural health monitoring quantification in partially observable stochastic environments. CoRR (2019)
K. G. Papakonstantinou, George K. Papakonstantinou
A Nonlinear Integer Programming Approach for the Minimization of Boolean Expressions. J. Circuits Syst. Comput. 27 (10) (2018)
C. P. Andriotis, K. G. Papakonstantinou
Managing engineering systems with large state and action spaces through deep reinforcement learning. CoRR (2018)
K. G. Papakonstantinou, M. Shinozuka
Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part II: POMDP implementation. Reliab. Eng. Syst. Saf. 130 (2014)
K. G. Papakonstantinou, M. Shinozuka
Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part I: Theory. Reliab. Eng. Syst. Saf. 130 (2014)