Hybrid optimization algorithm;
constrained engineering problems;
differential evolution (DE);
chaos game optimization (CGO);
global optima;
OPTIMUM DESIGN;
SEARCH;
SWARM;
D O I:
10.1080/0305215X.2024.2386102
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
A novel hybrid optimization algorithm, chaos game optimization-differential evolution (CGO-DE), is developed in this study for the size optimization of structures. The key contribution lies in the synergistic combination of chaos game optimization (CGO) and differential evolution (DE), using their respective strengths in exploration and exploitation to effectively identify global optima. The innovative approach independently applies CGO and DE to subpopulations, preventing premature convergence and enhancing overall performance while ensuring accuracy, accounting for design factors and respecting constraints. Comprehensive numerical evaluations on established structural benchmarks (three-bar truss, welded beam and cantilever beam) and large-scale structures (272-bar and 942-bar truss tower) demonstrate the versatility and efficiency of CGO-DE in solving complex optimization problems across various engineering applications. The results underscore the ability of the algorithm to achieve optimal solutions and improve designs compared to other optimization techniques, highlighting its potential as a powerful tool for engineering optimization.
机构:
Changan Univ, Sch Construct Machinery, Xian 710064, Peoples R China
Henan Weihua Heavy Machinery Co Ltd, Changyuan 453400, Peoples R ChinaChangan Univ, Sch Construct Machinery, Xian 710064, Peoples R China
Ma, Bing
Hu, Yongtao
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机构:
Henan Inst Technol, Sch Elect Engn & Automat, Xinxiang 453003, Peoples R ChinaChangan Univ, Sch Construct Machinery, Xian 710064, Peoples R China
Hu, Yongtao
Lu, Pengmin
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机构:
Changan Univ, Sch Construct Machinery, Xian 710064, Peoples R ChinaChangan Univ, Sch Construct Machinery, Xian 710064, Peoples R China
Lu, Pengmin
Liu, Yonggang
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h-index: 0
机构:
Henan Weihua Heavy Machinery Co Ltd, Changyuan 453400, Peoples R ChinaChangan Univ, Sch Construct Machinery, Xian 710064, Peoples R China