Παρακολούθηση
Konstantinos G. Papakonstantinou
Konstantinos G. Papakonstantinou
Associate Professor of Civil Engineering, Penn State
Η διεύθυνση ηλεκτρονικού ταχυδρομείου έχει επαληθευτεί στον τομέα psu.edu
Τίτλος
Παρατίθεται από
Παρατίθεται από
Έτος
Managing engineering systems with large state and action spaces through deep reinforcement learning
CP Andriotis, KG Papakonstantinou
Reliability Engineering & System Safety 191, 106483, 2019
1822019
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
1692013
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
1452014
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
1322014
Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints
CP Andriotis, KG Papakonstantinou
Reliability Engineering & System Safety 212, 107551, 2021
1002021
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
792014
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
732016
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
502018
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
492018
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
462022
Value of structural health information in partially observable stochastic environments
CP Andriotis, KG Papakonstantinou, EN Chatzi
Structural Safety 93, 102072, 2021
252021
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
242023
Extended and generalized fragility functions
CP Andriotis, KG Papakonstantinou
Journal of Engineering Mechanics 144 (9), 04018087, 2018
242018
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
212022
A consistent Timoshenko hysteretic beam finite element model
M Amir, KG Papakonstantinou, GP Warn
International Journal of Non-Linear Mechanics 119, 103218, 2020
172020
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
172016
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
172013
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
142022
Quantifying the value of structural monitoring for decision making
K Papakonstantinou, C Andriotis, H Gao, E Chatzi
142019
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
132023
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