A Real-World Benchmark Problem for Global Optimization

被引:0
|
作者
Yuriy, Romasevych [1 ]
Viatcheslav, Loveikin [1 ]
Borys, Bakay [2 ]
机构
[1] Natl Univ Life & Environm Sci Ukraine, Dept Machines & Equipment Design, UA-03041 Kiev, Ukraine
[2] Ukrainian Natl Forestry Univ, Dept Forest Engn, UA-79057 Lvov, Ukraine
关键词
Optimization; Metaheuristics methods; Benchmark; Oscillation elimination; Control; DIFFERENTIAL EVOLUTION; ALGORITHM; PENDULUM;
D O I
10.2478/cait-2023-0022
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper presents the statement of the problem of dynamical system ,,crane-load" optimal control. The acceleration period is under consideration and control must meet the minimum duration condition as well as load oscillations elimination. The objective function, which ensures the final condition satisfaction, is developed and analyzed in terms of its topology features. It includes three arguments and their searching is the essence of the benchmark problem. Two variants of the problem are proposed with varied objective function parameters. Twelve agent-based optimization algorithms have been applied to find solutions to a bunch of problems. A brief analysis of the performance of the algorithms reveals their weaknesses and advantages. Thus, the proposed real-world problem may be exploited to estimate the optimization algorithms' search performance.
引用
收藏
页码:23 / 39
页数:17
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