Prediction and optimization model of sustainable concrete properties using machine learning, deep learning and swarm intelligence: A review

S Wang, P **a, K Chen, F Gong, H Wang… - Journal of Building …, 2023 - Elsevier
Among the many sustainability challenges in the construction industry, those related to the
application of concrete and its components are the most critical. Particularly, the production …

[HTML][HTML] Production scheduling in modular construction: Metaheuristics and future directions

A Peiris, FKP Hui, C Duffield, T Ngo - Automation in Construction, 2023 - Elsevier
Modular construction (MC) is an increasingly important construction technique. However, it
also requires the use of sophisticated scheduling algorithms. A comprehensive literature …

A deep reinforcement learning based algorithm for a distributed precast concrete production scheduling

Y Du, J Li - International Journal of Production Economics, 2024 - Elsevier
The environmental-friendly production demands higher manufacturing efficiency and lower
energy cost; therefore, time-of-use electricity price constraint and distributed production have …

Artificial intelligence for production, operations and logistics management in modular construction industry: A systematic literature review

Q Liu, Y Ma, L Chen, W Pedrycz, MJ Skibniewski… - Information …, 2024 - Elsevier
Artificial intelligence (AI) has garnered significant attention within the modular construction
industry, emerging as a prominent frontier development trend. A comprehensive and …

[HTML][HTML] Knowledge management for off-site construction

Z Zhang, Y Zou, BHW Guo, J Dimyadi, R Davies… - Automation in …, 2024 - Elsevier
Off-site construction (OSC) is expected to boost productivity, shorten construction time, and
reduce labour and material wastage. Despite these benefits, most OSC projects have not …

Precast production scheduling in off-site construction: Mainstream contents and optimization perspective

L Wang, Y Zhao, X Yin - Journal of Cleaner Production, 2023 - Elsevier
Precast production scheduling (PPS) is a key factor that enables efficient off-site construction
(OSC) and has received considerable attention from researchers. However, there is still a …

Flowshop scheduling optimization for multi-shift precast production with on-time delivery

Y Dan, G Liu, C Mao, K Li, P Xu - Engineering Applications of Artificial …, 2024 - Elsevier
With the increasing popularity of prefabricated construction around the world, precast plants
face increasingly complex production scenarios. Because it is important for precast …

Deep reinforcement learning for machine scheduling: Methodology, the state-of-the-art, and future directions

M Khadivi, T Charter, M Yaghoubi, M Jalayer… - Computers & Industrial …, 2025 - Elsevier
Abstract Machine scheduling aims to optimally assign jobs to a single or a group of
machines while meeting manufacturing rules as well as job specifications. Optimizing the …

[HTML][HTML] Comprehensive Utilization of Industry By-Products in Precast Concrete: A Critical Review from the Perspective of Physicochemical Characteristics of Solid …

Y Shao, Z Zhang, X Liu, L Zhu, C Han, S Li, W Du - Materials, 2024 - mdpi.com
Solid wastes have been widely used as a cement substitute in precast concrete. On the one
hand, solid waste can effectively ameliorate a series of problems caused by steam curing …

Identifying critical risk factors and management activities for effective offsite construction projects during construction phase

SY Lee, YE Jang, JS Yi, JW Son - Journal of Management in …, 2023 - ascelibrary.org
Off-site construction (OSC) has been drawing attention as a solution to the internal and
external problems that the construction industry is facing. This study identified and analyzed …