A comprehensive review of digital twin—part 2: roles of uncertainty quantification and optimization, a battery digital twin, and perspectives

A Thelen, X Zhang, O Fink, Y Lu, S Ghosh… - Structural and …, 2023 - Springer
As an emerging technology in the era of Industry 4.0, digital twin is gaining unprecedented
attention because of its promise to further optimize process design, quality control, health …

Critical review of data-driven decision-making in bridge operation and maintenance

C Wu, P Wu, J Wang, R Jiang, M Chen… - Structure and …, 2021 - Taylor & Francis
Bridges are critical infrastructure, and effective operation and maintenance (O&M) is
essential for ensuring the good condition of bridges. Owing to the increasing complexity of …

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 …

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 …

Digital twins-boosted intelligent maintenance of ageing bridge hangers exposed to coupled corrosion–fatigue deterioration

J Heng, Y Dong, L Lai, Z Zhou, DM Frangopol - Automation in Construction, 2024 - Elsevier
The corrosion–fatigue coupled deterioration of ageing steel bridge hangers presents
significant structural challenges, demanding rigorous condition assessments and timely …

A review of multi-criteria assessment of the social sustainability of infrastructures

LA Sierra, V Yepes, E Pellicer - Journal of Cleaner Production, 2018 - Elsevier
Nowadays multi-criteria methods enable non-monetary aspects to be incorporated into the
assessment of infrastructure sustainability. Yet evaluation of the social aspects is still …

[HTML][HTML] Bridge crack semantic segmentation based on improved Deeplabv3+

H Fu, D Meng, W Li, Y Wang - Journal of Marine Science and …, 2021 - mdpi.com
Cracks are the main goal of bridge maintenance and accurate detection of cracks will help
ensure their safe use. Aiming at the problem that traditional image processing methods are …

Sustainable life-cycle maintenance policymaking for network-level deteriorating bridges with a convolutional autoencoder–structured reinforcement learning agent

X Lei, Y Dong, DM Frangopol - Journal of Bridge Engineering, 2023 - ascelibrary.org
Bridges play a significant role in urban areas, and their performance and safety are highly
related to the carbon emissions of infrastructure systems. Previous studies have mainly …

Knowledge driven approach for smart bridge maintenance using big data mining

Y Jiang, G Yang, H Li, T Zhang - Automation in Construction, 2023 - Elsevier
Life cycle bridge maintenance is highly complex and multi-disciplinary oriented. Advanced
technologies have been widely adopted, but the generated data and information are often …

A review of multi-criteria decision-making methods applied to the sustainable bridge design

V Penadés-Plà, T García-Segura, JV Martí, V Yepes - Sustainability, 2016 - mdpi.com
The construction of bridges has been necessary for societies since ancient times, when the
communication between and within towns, cities or communities was established. Until …