A Robotic Crack Inspection and Mapping System for Bridge Deck Maintenance

被引:144
|
作者
Lim, Ronny Salim [1 ]
Hung Manh La [1 ]
Sheng, Weihua [2 ]
机构
[1] Rutgers State Univ, Ctr Adv Infrastruct & Transportat, Piscataway, NJ 08854 USA
[2] Oklahoma State Univ, Sch Elect & Comp Engn, Stillwater, OK 74078 USA
基金
美国国家科学基金会;
关键词
Crack inspection; mobile robot; path planning; SENSOR NETWORK; MOBILE ROBOT; COVERAGE;
D O I
10.1109/TASE.2013.2294687
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
One of the important tasks for bridge maintenance is bridge deck crack inspection. Traditionally, a human inspector detects cracks using his/her eyes and marks the location of cracks manually. However, the accuracy of the inspection result is low due to the subjective nature of human judgement. We propose a crack inspection system that uses a camera-equipped mobile robot to collect images on the bridge deck. In this method, the Laplacian of Gaussian (LoG) algorithm is used to detect cracks and a global crack map is obtained through camera calibration and robot localization. To ensure that the robot collects all the images on the bridge deck, a path planning algorithm based on the genetic algorithm is developed. The path planning algorithm finds a solution which minimizes the number of turns and the traveling distance. We validate our proposed system through both simulations and experiments.
引用
收藏
页码:367 / 378
页数:12
相关论文
共 50 条
  • [1] Development of an autonomous bridge deck inspection robotic system
    La, Hung M.
    Gucunski, Nenad
    Dana, Kristin
    Kee, Seong-Hoon
    [J]. JOURNAL OF FIELD ROBOTICS, 2017, 34 (08) : 1489 - 1504
  • [2] Developing a Crack Inspection Robot for Bridge Maintenance
    Lim, Ronny Salim
    La, Hung Manh
    Shan, Zeyong
    Sheng, Weihua
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2011,
  • [4] Mechatronic Systems Design for an Autonomous Robotic System for High-Efficiency Bridge Deck Inspection and Evaluation
    La, Hung M.
    Lim, Ronny Salim
    Basily, Basily B.
    Gucunski, Nenad
    Yi, Jingang
    Maher, Ali
    Romero, Francisco A.
    Parvardeh, Hooman
    [J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2013, 18 (06) : 1655 - 1664
  • [5] Development of a robotic bridge maintenance system
    Lorenc, SJ
    Handlon, BE
    Bernold, LE
    [J]. AUTOMATION IN CONSTRUCTION, 2000, 9 (03) : 251 - 258
  • [6] A decision support system for concrete bridge deck maintenance
    Yehia, Sherif
    Abudayyeh, Osama
    Fazal, Imran
    Randolph, Dennis
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2008, 39 (03) : 202 - 210
  • [7] Modeling and Simulation of a Robotic Bridge Inspection System
    Karim, Muhammad Monjurul
    Dagli, Cihan H.
    Qin, Ruwen
    [J]. COMPLEX ADAPTIVE SYSTEMS, 2020, 168 : 177 - 185
  • [8] Robotic system for underwater inspection of bridge piers
    DeVault, JE
    [J]. IEEE INSTRUMENTATION & MEASUREMENT MAGAZINE, 2000, 3 (03) : 32 - 37
  • [9] Autonomous Robotic System for Bridge Deck Data Collection and Analysis
    Hung Manh La
    Gucunski, Nenad
    Kee, Seong-Hoon
    Yi, Jingang
    Senlet, Turgay
    Luan Nguyen
    [J]. 2014 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2014), 2014, : 1950 - 1955
  • [10] System of Robotic Systems for Crack Predictive Maintenance
    Kahouadji, Mouad
    Lakhal, Othman
    Yang, Xinrui
    Belarouci, Abdelkader
    Merzouki, Rochdi
    [J]. 2021 16TH INTERNATIONAL SYSTEM OF SYSTEMS ENGINEERING CONFERENCE (SOSE), 2021, : 197 - 202