10 citations · 10 across the 1 of their papers we have counts for
3 papers
Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints
C. P. Andriotis, K. G. Papakonstantinou
Determination of inspection and maintenance policies for minimizing long-term risks and costs in deteriorating engineering environments constitutes a complex optimization problem.…
Value of structural health information in partially observable stochastic environments
C. P. Andriotis, K. G. Papakonstantinou, E. N. Chatzi
Efficient integration of uncertain observations with decision-making optimization is key for prescribing informed intervention actions, able to preserve structural safety of deteri…
A direct Hamiltonian MCMC approach for reliability estimation
Hamed Nikbakht, Konstantinos G. Papakonstantinou
Accurate and efficient estimation of rare events probabilities is of significant importance, since often the occurrences of such events have widespread impacts. The focus in this w…