Morato, P.G., Papakonstantinou, K.G., Andriotis, C.P., Nielsen, J.S., and Rigo, P., 2022. βOptimal inspection and maintenance planning for deteriorating structural components using dynamic Bayesian networks and Markov decision processesβ, Structural Safety, 94, 102140.
Andriotis, C.P., and Papakonstantinou, K.G., 2021. βDeep reinforcement learning driven inspection and maintenance planning under incomplete information and constraintsβ, Reliability Engineering & System Safety, 212, 107551.
Andriotis, C.P., Papakonstantinou, K.G., and Chatzi, E.N., 2021. βValue of structural health information in partially observable stochastic environmentsβ, Structural Safety, 92, 102072.
Fundamental AI
R. Serajeh, S. Khademi, A. Mousavinia and J. C. Van Gemert, "On Sensitive Minima in Margin-Based Deep Distance Learning," in IEEE Access, vol. 8, pp. 145067-145076, 2020, doi: 10.1109/ACCESS.2020.3013560.
Z Chen, S Khademi, H Ledoux, L Nan βReconstructing Compact Building Models from Point Clouds Using Deep Implicit Fieldsβ. Submitted to ISPRS Journal of Photogrammetry and Remote Sensing. 2021.
Conference Abstracts & Proceedings
Applied AI
Andriotis C.P., and Papakonstantinou, K.G., βOptimizing policies for deteriorating systems using intrinsic action structuring and value of informationβ, 13th International Conference on Structural Safety & Reliability (ICOSSAR), Shanghai, China, 2022.
Morato, P.G., Papakonstantinou, K.G., and Andriotis, C.P., βManaging off-shore wind turbines through Markov decision processes and dynamic Bayesian networksβ, 13th International Conference on Structural Safety & Reliability (ICOSSAR), Shanghai, China, 2022.
Yi, S., Papakonstantinou, K.G., Andriotis, C.P., and Song, J., βAppraisal and mathematical properties of fragility analysis methodsβ, 13th International Conference on Structural Safety & Reliability (ICOSSAR), Shanghai, China, 2022.
Saifullah, M., Andriotis C.P., Papakonstantinou, K.G., and Stoffels, S.M., βDeep reinforcement learning-based life-cycle management of deteriorating transportation systemsβ, 11th International Conference on Bridge Maintenance, Safety and Management (IABMAS), Barcelona, Spain, 2022.
Andriotis, C.P., and Papakonstantinou, K.G., βDeep reinforcement learning for stochastic optimal control of complex systems under constraintsβ, Society for Industrial and Applied Mathematics (SIAM) Conference on Uncertainty Quantification, Atlanta, GA, USA, 2022.
Andriotis, C. P., and Papakonstantinou, K.G., βStochastic optimization of risk-constrained management policies for deteriorating systems under state and model uncertaintiesβ, Engineering Mechanics Institute Conference (EMI), Baltimore, MD, USA, 2022.
Morato, P.G., Andriotis, C.P., Papakonstantinou, K.G., and Rigo, P., βModel updating, condition assessment, and maintenance of multi-component systems under correlated deterioration processesβ, Engineering Mechanics Institute Conference (EMI), Baltimore, MD, USA, 2022.
Saifullah, M., Andriotis, C.P., Papakonstantinou, K.G., and Stoffels, S.M., βDecentralized actor-critic deep reinforcement learning approach for optimal life-cycle management of transportation networksβ, Engineering Mechanics Institute Conference (EMI), Baltimore, MD, USA, 2022.
Altamimi, A.L., Lagoa, C., Borges, J., McDill, M., Andriotis, C.P., and Papakonstantinou, K.G., βLarge-scale wildfire mitigation through deep reinforcement learningβ, 19th Symposium on Systems Analysis in Forest Resources, Estes Park, CO, USA, 2022.
Andriotis C.P., and Papakonstantinou, K.G., βDeep reinforcement learning approach to structural inspection and maintenance policy optimization subject to life-cycle reliability constraintsβ, 14th International Conference on Evolutionary and Deterministic Methods for Design, Optimization and Control (EUROGEN), Athens, Greece, 2021.
Morato, P.G., Andriotis, C.P., Papakonstantinou, K.G., Hlaing, N., and Rigo, P., βOptimal management of offshore wind structural systems via deep reinforcement learning and Bayesian networksβ, Wind Energy Science Conference (WESC), Hannover, Germany, 2021.
Andriotis C.P., Papakonstantinou, K.G., and Chatzi, E.N., βValue of structural health information: Theoretical properties and connections to stochastic optimal controlβ, Engineering Mechanics Institute Conference (EMI), New York, NY, USA, 2021.
Andriotis C.P., and Papakonstantinou, K.G., βPartially observable Markov decision processes solutions for life-cycle inspection and maintenance planning under short- and long-term budget constraintsβ, Engineering Mechanics Institute Conference (EMI), New York, NY, USA, 2021
Fundamental AI
B Yildiz, S Khademi, RM Siebes, J van Gemert, βAmsterTime: A Visual Place Recognition Benchmark Dataset for Severe Domain Shiftβ, 26TH International Conference on Pattern Recognition (ICPR) 2022.
X Shi, S Khademi, Y Li, J. van Gemert, βZoom-CAM: Generating Fine-grained Pixel Annotations from Image Labels". 25TH International Conference on Pattern Recognition (ICPR) 2021.
Technical Reports
Applied AI
Hooks, E.M., McNeil, S., Lattanzi, D., Papakonstantinou, K., Stoffels, S., Zhou, W., Kamranfar, P., Saifullah, M., Andriotis, C. and Withers, A., 2021. Strategic Prioritization and Planning of Multi-Asset Transportation Infrastructure Maintenance, Rehabilitation, and Improvements: Phase 1βPrioritization through Optimization (No. CIAM-UTC-REG5).
Papakonstantinou, K.G., Guler, I., Gayah, V., Saifullah, M., Andriotis, C.P. and Lu, M., 2021. AI-enabled Fiscally Constrained Lifecycle Asset Management for Infrastructure Systems (No. CIAM-UTC-REG21, LTI 2022-05). Center for Integrated Asset Management for Multimodal Transportation Infrastructure Systems (CIAMTIS)(UTC).