[HTML][HTML] Application of deep learning in facility management and maintenance for heating, ventilation, and air conditioning

MR Sanzana, T Maul, JY Wong, MOM Abdulrazic… - Automation in …, 2022 - Elsevier
Despite the promising results of deep learning research, construction industry applications
are still limited. Facility Management (FM) in construction has yet to take full advantage of …

Performance evaluation of water distribution systems and asset management

RK Mazumder, AM Salman, Y Li, X Yu - Journal of Infrastructure …, 2018 - ascelibrary.org
Water distribution systems (WDS) are among the most critical civil infrastructure systems. A
reliable and safe water supply is essential for the prosperity and continued well-being of …

System dynamics approach for evaluating the interconnection performance of cross-border transport infrastructure

H Yuan, B Yang - Journal of Management in Engineering, 2022 - ascelibrary.org
Cross-border transport infrastructure (CTI) has been regarded as critical for boosting and
supporting the coordinated development of regions. However, so far, very limited studies …

Bridge life-cycle performance and cost: analysis, prediction, optimisation and decision-making

DM Frangopol, Y Dong, S Sabatino - Structures and Infrastructure …, 2019 - taylorfrancis.com
The development of a generalised framework for assessing bridge life-cycle performance
and cost, with emphasis on analysis, prediction, optimisation and decision-making under …

Managing engineering systems with large state and action spaces through deep reinforcement learning

CP Andriotis, KG Papakonstantinou - Reliability Engineering & System …, 2019 - Elsevier
Decision-making for engineering systems management can be efficiently formulated using
Markov Decision Processes (MDPs) or Partially Observable MDPs (POMDPs). Typical …

Toward life-cycle reliability-, risk-and resilience-based design and assessment of bridges and bridge networks under independent and interacting hazards: emphasis …

M Akiyama, DM Frangopol… - Structure and Infrastructure …, 2020 - Taylor & Francis
After recent large earthquakes, field investigations confirmed that several bridges were
severely damaged and collapsed not only due to the earthquake, as an independent …

Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints

CP Andriotis, KG Papakonstantinou - Reliability Engineering & System …, 2021 - Elsevier
Determination of inspection and maintenance policies for minimizing long-term risks and
costs in deteriorating engineering environments constitutes a complex optimization problem …

Life-cycle performance of deteriorating structural systems under uncertainty

F Biondini, DM Frangopol - Journal of Structural Engineering, 2016 - ascelibrary.org
In recent years, significant advances have been accomplished in the fields of modeling,
analysis, and design of deteriorating civil engineering systems, and novel approaches to life …

The Centerville virtual community: A fully integrated decision model of interacting physical and social infrastructure systems

BR Ellingwood, H Cutler, P Gardoni… - Sustainable and …, 2016 - Taylor & Francis
Enhancing community resilience in the future will require new interdisciplinary systems-
based approaches that depend on many disciplines, including engineering, social and …

Optimal inspection and maintenance planning for deteriorating structural components through dynamic Bayesian networks and Markov decision processes

PG Morato, KG Papakonstantinou, CP Andriotis… - Structural Safety, 2022 - Elsevier
Civil and maritime engineering systems, among others, from bridges to offshore platforms
and wind turbines, must be efficiently managed, as they are exposed to deterioration …