machine and deep learning methods and applications Baduge, Shanaka Kristombu creator Thilakarathna, Sadeep Perera , Jude Shalitha Arashpour, Mehrdad Sharafi, Pejman Teodosio, Bertrand Shringi, Ankit Mendis, Priyan text Amsterdam Elsevier 2022 continuing eng Abstract : This article presents a state-of-the-art review of the applications of Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL) in building and construction industry 4.0 in the facets of architectural design and visualization; material design and optimization; structural design and analysis; offsite manufacturing and automation; construction management, progress monitoring, and safety; smart operation, building management and health monitoring; and durability, life cycle analysis, and circular economy. This paper presents a unique perspective on applications of AI/DL/ML in these domains for the complete building lifecycle, from conceptual stage, design stage, construction stage, operational and maintenance stage until the end of life. Furthermore, data collection strategies using smart vision and sensors, data cleaning methods (post-processing), data storage for developing these models are discussed, and the challenges in model development and strategies to overcome these challenges are elaborated. Future trends in these domains and possible research avenues are also presented. Shanaka Kristombu Baduge [and six others]. Includes bibliographical references. Artificial Intelligence (AI) Machine Learning (ML) Deep Learning (DL) Automation Offsite manufacturing and automation Internet of Things (IoT) Building information modelling Smart Vision (SV) Cloud computing Building and Construction Industry (4.0) Artificial Intelligence (AI) in Building and Construction Industry (4.0) Artificial Intelligence (AI) in Architectural design Structural analysis and design Convolution Neural Network (CNN) Generative Adversarial Network (GAN) Artificial Neural Network (ANN) Variational Autoencoder (VAE) Recurrent Neural Network (RNN) Architectural design and visualization Design generation (for CAD) Design evaluation (for CAE) Construction management Smart building operation and health monitoring Energy and emission management Climate controlling systems Structural Health Monitoring (SHM) and durability Research Engineering Research Journal articles (Open access) , volume 141, pages 1-26 (September 2022). https://www.sciencedirect.com/science/article/pii/S0926580522003132 https://www.sciencedirect.com/science/article/pii/S0926580522003132 250218 20250331021209.0