Development of an excavator-avoidance system for buried pipes

被引:2
|
作者
Yajima, Ryosuke [1 ]
Katsuma, Shinya [1 ]
Suzuki, Makoto [1 ]
Matsushita, Fumiya [1 ]
Hamasaki, Shunsuke [1 ]
Chun, Pang-jo [1 ]
Nagatani, Keiji [1 ]
Yamauchi, Genki [2 ]
Hashimoto, Takeshi [2 ]
Yamashita, Atsushi [1 ]
Asama, Hajime [1 ]
Ozawa, Kazumasa [1 ]
机构
[1] Univ Tokyo, Sch Engn, Tokyo, Japan
[2] Publ Works Res Inst, Tsukuba, Ibaraki, Japan
关键词
Autonomous excavation; buried pipes; ground-penetrating radar; underground utility database; deep learning;
D O I
10.1080/01691864.2021.2007167
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Currently, accidents in which hydraulic excavators mistakenly damage buried pipes are becoming a serious challenge. Although prospecting is required to avoid damage to buried pipes, it is a difficult task for workers, and it increases the period required for construction. In this study, we developed an excavator-avoidance system for buried pipes to realize safe and efficient excavation that can prevent damage to buried pipes without prospecting. This system automatically detects buried pipes, generates an excavation path, and autonomously excavates by hydraulic excavators, including the underground utility database. We proposed a detection method using ground-penetrating radar and deep learning, as well as an excavation path generation method in which the autonomous hydraulic excavator is capable of avoiding buried pipes. In addition, we built a database to store information on underground utilities and buried pipes. Experiments were also conducted to validate this system. Accordingly, the position of the buried pipe can be automatically detected from the visualized images of the reflected waves of the ground-penetrating radar. Furthermore, based on the information provided in the database, the autonomous hydraulic excavator could perform excavations without collisions while avoiding the buried pipe.
引用
收藏
页码:1468 / 1483
页数:16
相关论文
共 50 条
  • [31] GPR characterization of buried tanks and pipes
    Zeng, XX
    McMechan, GA
    GEOPHYSICS, 1997, 62 (03) : 797 - 806
  • [32] Geosynthetic Reinforcement of Buried Flexible Pipes
    Jose Claria, Juan
    Moreno Guillen, Francis Morella
    FROM FUNDAMENTALS TO APPLICATIONS IN GEOTECHNICS, 2015, : 3201 - 3208
  • [33] Sound way to find buried pipes
    不详
    PROFESSIONAL ENGINEERING, 1997, 10 (22) : 46 - 46
  • [34] Reliability measures for buried flexible pipes
    Sivakumar Babu, G
    Rao, R
    CANADIAN GEOTECHNICAL JOURNAL, 2005, 42 (02) : 541 - 549
  • [35] Development of a Prototype Dynamic Weighing System for Single Bucket Excavator
    Kosiara, Andrzej
    Cholodowski, Jakub
    Skurjat, Aleksander
    DYNAMICAL SYSTEMS IN APPLICATIONS, 2018, 249 : 217 - 228
  • [36] Analysis of deeply buried flexible pipes
    Suleiman, MT
    Lohnes, RA
    Wipf, TJ
    Klaiber, FW
    SOIL MECHANICS 2003: SOILS, GEOLOGY, AND FOUNDATIONS, 2003, (1849): : 124 - 134
  • [37] DEFLECTIONS AND BENDING MOMENTS IN BURIED PIPES
    SHMULEVICH, I
    GALILI, N
    JOURNAL OF TRANSPORTATION ENGINEERING-ASCE, 1986, 112 (04): : 345 - 357
  • [38] BEHAVIOR OF BURIED SMALL FLEXIBLE PIPES
    GHOBARAH, A
    TSO, WK
    CANADIAN JOURNAL OF CIVIL ENGINEERING, 1988, 15 (03) : 486 - 489
  • [39] A new design method for buried pipes
    Tohda, J
    Yoshimura, H
    PROCEEDINGS OF THE FIFTEENTH INTERNATIONAL CONFERENCE ON SOIL MECHANICS AND GEOTECHNICAL ENGINEERING VOLS 1-3, 2001, : 1319 - 1322
  • [40] RESPONSE OF BURIED PIPES TO MISSILE IMPACT
    VARDANEGA, C
    CREMONINI, MG
    MIRONE, M
    LUCIANI, A
    NUCLEAR ENGINEERING AND DESIGN, 1989, 115 (01) : 91 - 103