3D point cloud data processing with machine learning for construction and infrastructure applications: A comprehensive review
Point clouds are increasingly being used to improve productivity, quality, and safety
throughout the life cycle of construction and infrastructure projects. While applicable for …
throughout the life cycle of construction and infrastructure projects. While applicable for …
Evolution of close-range detection and data acquisition technologies towards automation in construction progress monitoring
Automated construction progress monitoring is the prevalent domain amongst researchers,
with much potential for improving digital monitoring technologies and related processes …
with much potential for improving digital monitoring technologies and related processes …
Review on automated quality inspection of precast concrete components
Z Ma, Y Liu, J Li - Automation in Construction, 2023 - Elsevier
Precast concrete components are increasingly used in construction. Since the inspection of
their quality is important and involves a large workload, automated methods have been …
their quality is important and involves a large workload, automated methods have been …
[HTML][HTML] Factors impacting the implementation process of automated construction progress monitoring
AH Qureshi, WS Alaloul, WK Wing, S Saad… - Ain Shams Engineering …, 2022 - Elsevier
Automated monitoring technologies are being praised in the construction sector due to
effective and efficient outcomes. However, hesitation remains towards its adoption, and one …
effective and efficient outcomes. However, hesitation remains towards its adoption, and one …
Point cloud-based dimensional quality assessment of precast concrete components using deep learning
The dimensional quality of precast concrete (PC) subcomponents (concrete and rebars)
should be inspected in advance to ensure assembly quality. Currently, PC components are …
should be inspected in advance to ensure assembly quality. Currently, PC components are …
Artificial intelligence quality inspection of steel bars installation by integrating mask R-CNN and stereo vision
Y Kardovskyi, S Moon - Automation in Construction, 2021 - Elsevier
Contractors should conduct strict quality inspection of the steel bars used in concrete
structures and need to automate the process of quality inspection. The objective of this study …
structures and need to automate the process of quality inspection. The objective of this study …
Vision-based volumetric measurements via deep learning-based point cloud segmentation for material management in jobsites
Emerging vision-based frameworks have demonstrated the great potential to robustly
perform volumetric measurements on point cloud models, which has several applications for …
perform volumetric measurements on point cloud models, which has several applications for …
Automated rebar diameter classification using point cloud data based machine learning
Inspecting the diameter and spacing of rebar is an important task conducted by fabricators
and site engineers during the manufacturing and construction stages. This is because the …
and site engineers during the manufacturing and construction stages. This is because the …
Automated recognition and measurement based on three-dimensional point clouds to connect precast concrete components
W Zhao, Y Jiang, Y Liu, J Shu - Automation in Construction, 2022 - Elsevier
The connection between precast concrete (PC) components is vital during the construction
of prefabricated structures. However, PC components are generally inspected and …
of prefabricated structures. However, PC components are generally inspected and …
Rebar inspection integrating augmented reality and laser scanning
Assuring conformity regarding the number, spacing, and location of rebars is an important
quality control task in a rebar operation. Nonconformity attributed to missing or mislocated …
quality control task in a rebar operation. Nonconformity attributed to missing or mislocated …