Multi-objective optimization of hydraulic shovel using evolutionary algorithm

被引:9
|
作者
Xu, Gongyue [1 ,2 ]
Feng, Zemin [3 ]
Guo, Erkuo [1 ]
Cai, Changwang [2 ]
Ding, Huafeng [4 ,5 ]
机构
[1] Jiangsu Univ, Sch Mech Engn, Zhenjiang 212013, Peoples R China
[2] Yanshan Univ, Sch Mech Engn, Qinhuangdao 066004, Peoples R China
[3] Hebei Univ Engn, Coll Mech & Equipment Engn, Handan 056038, Peoples R China
[4] China Univ Geosci, Sch Mech Engn & Elect Informat, Wuhan 430074, Peoples R China
[5] China Univ Geosci, Sch Mech Engn & Elect Informat, 388 Lumo Rd, Wuhan 430074, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Hydraulic excavator; Hydraulic shovel; Multi -objective optimization; Many -objective optimization; TriRocker shovel attachment; Evolutionary algorithm; NONDOMINATED SORTING APPROACH; OPTIMAL-DESIGN; EXCAVATOR; CONSTRAINTS; ATTACHMENT; MOEA/D;
D O I
10.1016/j.autcon.2022.104486
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Hydraulic shovel is widely used in mining industry around the world for materials excavation and loading. The mechanical design of hydraulic shovel remains a challenging optimization problem. To address this issue, we establish the many-objective optimization model of a new type hydraulic shovel named TriRocker. An improved reference points-based many-objective differential evolution algorithm is proposed to solve the optimization problem which outperforms twelve state-of-the-art multi-objective and many-objective evolutionary algorithms in the case study. Then the most satisfactory solution is chosen from the obtained non-dominated solutions by a multicriteria decision-making method. Based on the selected solution, a wonderful design of TriRocker hydraulic shovel is obtained. Furthermore, a marketable prototype of 85-ton TriRocker hydraulic shovel is developed by the proposed optimization method. The result demonstrates the feasibility and effectiveness of the many -objective evolutionary algorithm and multicriteria decision-making method in solving the optimization prob-lem of hydraulic shovel.
引用
收藏
页数:13
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