Real-Time 3D Crane Workspace Update Using a Hybrid Visualization Approach

被引:35
|
作者
Chen, Jingdao [1 ]
Fang, Yihai [2 ]
Cho, Yong K. [3 ]
机构
[1] Georgia Inst Technol, Robot Inst, Sch Elect & Comp Engn, 777 Atlanta Dr NW, Atlanta, GA 30332 USA
[2] Univ Florida, Rinker Sch Construct Management, Gainesville, FL 32611 USA
[3] Georgia Inst Technol, Sch Civil & Environm Engn, 790 Atlanta Dr NW, Atlanta, GA 30332 USA
基金
美国国家科学基金会;
关键词
Crane; Workspace modeling; Point cloud; Vision; Object tracking; Safety; CONSTRUCTION EQUIPMENT; FRAMEWORK; TRACKING;
D O I
10.1061/(ASCE)CP.1943-5487.0000698
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Crane operators often face poor visibility and collision hazards during lifting operations. Dynamic three-dimensional (3D) modeling of the crane workspace helps to alleviate this by identifying potential collision hazards and offering visual assistance and feedback in real time to the operator. This paper proposes a real-time 3D crane modeling and updating framework using a hybrid visualization approach combining vision and point cloud technologies. A wide-angle camera is mounted on a crane boom and functions as an overhead camera to track moving objects at a site during lift scenarios. The 2D image frames are aligned with a laser-scanned point cloud, and the corresponding 3D bounding boxes for tracked objects are dynamically updated. The tracking and updating loops are executed asynchronously to enable real-time operation of the framework. The proposed method is validated with a mobile crane in five different lift scenarios with different moving objects such as cars and workers. The visual tracking step is found to achieve an 82-94% normalized position accuracy, and the point cloud-vision frame alignment step is found to result in a reasonable root-mean-square error of 3.9 pixels. In addition, tests with simulated 3D objects show that the estimated 3D bounding box can be positioned to within 0.1-0.4 m of the ground truth. (C) 2017 American Society of Civil Engineers.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] A corba-based distributed real-time crane simulator with 3D visualization
    Zheng, Z
    Sepehri, N
    [J]. PDPTA'03: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED PROCESSING TECHNIQUES AND APPLICATIONS, VOLS 1-4, 2003, : 1551 - 1556
  • [2] A REAL-TIME 3D VISUALIZATION APPROACH FOR THE APPEARANCE OF CROP LEAVES
    Miao, Teng
    Guo, Xinyu
    Xiao, Boxiang
    Wang, Chunjiang
    Wen, Weiliang
    [J]. BANGLADESH JOURNAL OF BOTANY, 2016, 45 (04): : 895 - 904
  • [3] A real-time 3D workspace Modeling with stereo camera
    Lee, S
    Jang, D
    Kim, E
    Hong, S
    Han, J
    [J]. 2005 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2005, : 965 - 972
  • [4] Mobile Asset Tracking for Dynamic 3D Crane Workspace Generation in Real Time
    Chen, Jingdao
    Fang, Yihai
    Cho, Yong K.
    [J]. COMPUTING IN CIVIL ENGINEERING 2017: SENSING, SIMULATION, AND VISUALIZATION, 2017, : 122 - 129
  • [5] Real-time predictive control of 3D tower crane
    Iles, Sandor
    Matusko, Jadranko
    Kolonic, Fetah
    [J]. 2014 IEEE 23RD INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2014, : 224 - 230
  • [6] REAL-TIME 3D VISUALIZATION WITH THE IBM PC/AT
    BELYAEV, SY
    KOZELETSKII, GV
    [J]. PROGRAMMING AND COMPUTER SOFTWARE, 1992, 18 (04) : 165 - 172
  • [7] Real-time techniques for 3D flow visualization
    Fuhrmann, A
    Gröller, E
    [J]. VISUALIZATION '98, PROCEEDINGS, 1998, : 305 - 312
  • [8] 3D Real-Time Visualization of Oil Spill on Sea
    Ren Hong-xiang
    Jin Yi-cheng
    [J]. PROCEEDINGS OF THE 2008 INTERNATIONAL CONFERENCE ON CYBERWORLDS, 2008, : 487 - +
  • [9] Real-time quantitative visualization of 3D structural information
    Alexandrov, Sergey A.
    Uttam, Shikhar
    Bista, Rajan K.
    Zhao, Chengquan
    Liu, Yang
    [J]. OPTICS EXPRESS, 2012, 20 (08): : 9203 - 9214
  • [10] Hierarchical storage and visualization of real-time 3D data
    Parry, MR
    Hannigan, B
    Ribarsky, W
    Shaw, CD
    Faust, N
    [J]. VISUALIZATION OF TEMPORAL AND SPATIAL DATA FOR CIVILIAN AND DEFENSE APPLICATIONS, 2001, 4368 : 29 - 40