3D point cloud data processing with machine learning for construction and infrastructure applications: A comprehensive review

K Mirzaei, M Arashpour, E Asadi, H Masoumi… - Advanced Engineering …, 2022 - Elsevier
Point clouds are increasingly being used to improve productivity, quality, and safety
throughout the life cycle of construction and infrastructure projects. While applicable for …

Review of artificial intelligence-based bridge damage detection

Y Zhang, KV Yuen - Advances in Mechanical Engineering, 2022 - journals.sagepub.com
Bridges are often located in harsh environments and are thus extremely susceptible to
damage. If the initial damage is not detected in time, it can develop further causing safety …

Fully-actuated aerial manipulator for infrastructure contact inspection: Design, modeling, localization, and control

PJ Sanchez-Cuevas, A Gonzalez-Morgado, N Cortes… - Sensors, 2020 - mdpi.com
This paper presents the design, modeling and control of a fully actuated aerial robot for
infrastructure contact inspection as well as its localization system. Health assessment of …

Structure‐aware 3D reconstruction for cable‐stayed bridges: A learning‐based method

F Hu, J Zhao, Y Huang, H Li - Computer‐Aided Civil and …, 2021 - Wiley Online Library
A powerful deep learning‐based three‐dimensional (3D) reconstruction method for
reconstructing structure‐aware semantic 3D models of cable‐stayed bridges is proposed …

Toward Autonomous Bridge Inspection: A framework and experimental results

S Jung, S Song, S Kim, J Park, J Her… - 2019 16th …, 2019 - ieeexplore.ieee.org
Recently, it has become a tendency to replace the work that people have been doing with
the autonomous system using robots such as unmanned aerial vehicles in the structure …

UAV survey of bridges and viaduct: workflow and application

V Barrile, G Candela, A Fotia, E Bernardo - Computational Science and Its …, 2019 - Springer
In this paper a workflow for bridges and viaducts aerial survey through Unmanned Aerial
Vehicle (UAV) is presented. Actual methodologies for bridge inspection and survey are …

Bridge Inspection and condition assessment using Unmanned Aerial Vehicles (UAVs): Major challenges and solutions from a practical perspective

HJ Jung - Smart Structures and Systems, An International Journal, 2019 - dbpia.co.kr
Bridge collapses may deliver a huge impact on our society in a very negative way. Out of
many reasons why bridges collapse, poor maintenance is becoming a main contributing …

Assessing the impact of 3D point neighborhood size selection on unsupervised spall classification with 3D bridge point clouds

V Kasireddy, B Akinci - Advanced Engineering Informatics, 2022 - Elsevier
The performance of point cloud-based defect classification algorithms depends on the
quality of the computed geometric features, which in turn is strongly affected by the selection …

Flight path setting and data quality assessments for unmanned-aerial-vehicle-based photogrammetric bridge deck documentation

S Chen, X Zeng, DF Laefer, L Truong-Hong, E Mangina - Sensors, 2023 - mdpi.com
Imagery from Unmanned Aerial Vehicles can be used to generate three-dimensional (3D)
point cloud models. However, final data quality is impacted by the flight altitude, camera …

Encoding 3d point contexts for self-supervised spall classification using 3d bridge point clouds

V Kasireddy, B Akinci - Journal of Computing in Civil Engineering, 2023 - ascelibrary.org
Geometric features, such as normal and curvature, have been prominently used for point
cloud-based unsupervised spall classification. In addition, some researchers use hand …