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

Authors :
Ke Wen
Zhiqiang Zhang
Jiabo Zhang
Xiaohui Zhang
Tao Chen
Xin Gao
Wen Zhang
Source :
Applied Sciences, Vol 13, Iss 4, p 2288 (2023)
Publication Year :
2023
Publisher :
MDPI AG, 2023.

Abstract

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.

Details

Language :
English
ISSN :
20763417
Volume :
13
Issue :
4
Database :
Directory of Open Access Journals
Journal :
Applied Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.64e7ddf8919442b2a7b02464286b5b5d
Document Type :
article
Full Text :
https://doi.org/10.3390/app13042288