A Multi-Objective Optimization Method of a Mobile Robot Milling System Construction for Large Cabins

被引:0
|
作者
Wen, Ke [1 ]
Zhang, Zhiqiang [1 ]
Zhang, Jiabo [1 ]
Zhang, Xiaohui [1 ]
Chen, Tao [1 ]
Gao, Xin [1 ]
Zhang, Wen [2 ]
机构
[1] China Acad Space Technol, Beijing Spacecrafts, Beijing 100094, Peoples R China
[2] Beijing Informat Sci & Technol Univ, Sch Instrument Sci & Optoelect Engn, Beijing 100192, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 04期
基金
中国国家自然科学基金;
关键词
mobile robot; system construction; milling; multi-objective optimization; large cabin; COMPONENTS;
D O I
10.3390/app13042288
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Featured Application This method can evaluate the performance of mobile robot milling system construction from three aspects; accuracy, efficiency and cost, without investing in actual hardware, and provide alternative schemes to ensure the correctness and effectiveness of the system construction, which can be extended to the construction process of modular systems in other fields. Constructing mobile robot milling systems with multiple mounting surfaces for large cabins still has several unsolved issues, such as huge economic and time costs, unpredictable milling accuracy and milling time. Hence, a multi-objective optimization method for constructing a mobile robot milling system of large cabins is proposed in the current paper. Firstly, mathematical models of constructing the system and the optimization objective function are established. Thereafter, a multi-objective optimization method for the mobile robot milling system construction based on NSGA-II (Fast Non-dominated Sorting Genetic Algorithm) is proposed. Finally, feasibility and validity of the proposed method are verified through comparing the optimization result with two practical mobile robot systems. Results show that the proposed method is able to estimate different combinations' milling accuracy, cost and time consumption.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] Automated multi-objective construction logistics optimization system
    Said, Hisham
    El-Rayes, Khaled
    AUTOMATION IN CONSTRUCTION, 2014, 43 : 110 - 122
  • [2] Multi-objective optimization approach for coverage path planning of mobile robot
    Sharma, Monex
    Voruganti, Hari Kumar
    ROBOTICA, 2024, 42 (07) : 2125 - 2149
  • [3] MULTI-OBJECTIVE OPTIMIZATION OF ROBOT GRIPPERS
    Stefanache, Cornel
    Stanescu, Cristina
    Tudose, Lucian
    SIXTH INTERNATIONAL SYMPOSIUM ABOUT FORMING AND DESIGN IN MECHANICAL ENGINEERING, 2010, : 63 - 68
  • [4] Evolutionary Multi-Objective Optimization in Robot Soccer System for Education
    Kim, Jong-Hwan
    Kim, Ye-Hoon
    Choi, Seung-Hwan
    Park, In-Won
    IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2009, 4 (01) : 31 - 41
  • [5] Multi-objective feedrate optimization method of end milling using the internal data of the CNC system
    Guangda Xu
    Jihong Chen
    Huicheng Zhou
    Jianzhong Yang
    Pengcheng Hu
    Wei Dai
    The International Journal of Advanced Manufacturing Technology, 2019, 101 : 715 - 731
  • [6] Multi-objective feedrate optimization method of end milling using the internal data of the CNC system
    Xu, Guangda
    Chen, Jihong
    Zhou, Huicheng
    Yang, Jianzhong
    Hu, Pengcheng
    Dai, Wei
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2019, 101 (1-4): : 715 - 731
  • [7] Multi-objective path planning for the mobile robot
    Li, Caihong
    Li, Yibin
    Zhou, Fengyu
    Fan, Chen
    2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, : 2248 - +
  • [8] Multi-Objective Redundancy Optimization of Continuous-Point Robot Milling Path in Shipbuilding
    Yao, Jianjun
    Qian, Chen
    Zhang, Yikun
    Yu, Geyang
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2022, 134 (02): : 1283 - 1303
  • [9] A Multi-Robot Task Allocation Method Based on Multi-Objective Optimization
    Chen, Jianping
    Wang, Jianbin
    Xiao, Qijun
    Chen, Changxing
    2018 15TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV), 2018, : 1868 - 1873
  • [10] A multi-objective optimization method for system reliability allocation
    Li, Wei
    Zeng, Qiang
    Shen, Ling
    Zhang, Zebin
    ENERGY DEVELOPMENT, PTS 1-4, 2014, 860-863 : 2766 - +