Intelligent Hoisting with Car-Like Mobile Robots

被引:22
|
作者
Li, Heng [1 ]
Luo, Xiaochun [1 ]
Skitmore, Martin [2 ]
机构
[1] Hong Kong Polytech Univ, Dept Bldg & Real Estate, Hong Kong, Peoples R China
[2] Queensland Univ Technol, Sch Built Environm, 2 George St, Brisbane, Qld 4001, Australia
关键词
Intelligent hoisting; Car-like mobile robots; Visual object detection; Deep learning; CONSTRUCTION SITES; VISION; SYSTEM; PREFABRICATION; DESIGN; HOOK; RECOGNITION; SIMULATION; AUTOMATION; BUILDINGS;
D O I
10.1061/(ASCE)CO.1943-7862.0001931
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The construction industry's traditional hoisting system always needs workers to complete the tasks involved, with concomitant extra labor costs and attention to the workers' safety. This paper describes the development of an intelligent hoisting system to optimize the hoisting process, involving the application of robotic cars and vision-based recognition. In the design of the hoisting system, electric hooks were used and maneuvered by a robotic car while the vision-based recognition system-based on capturing images by the camera-arranges the robotic motion. The Yolo v2 recognition algorithm was used, which provides fast and efficient vision-based recognition. More than 30 trials in an experimental prefabrication factory indicated that the system had a significant success rate of approximately 92.5% (3.7/4)-the proportion of hooks successfully grappling the hoist points-verifying the feasibility of the system. The primary contribution of this paper is in the development and demonstration of an intelligent hoisting system to optimize the hoisting process, involving the application of robotic cars and vision-based recognition, thus furthering the application of computer vision techniques and robotics to construction work. (C) 2020 American Society of Civil Engineers.
引用
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页数:14
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