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面向工程的优化算法性能实验研究
Experimental Study on Performance of Engineering-oriented Optimization Algorithms
【摘要】 针对10种工程常用的优化算法进行实验研究,选取12个优化算法Benchmark测试函数进行算法评价,包括连续的和不连续的、凸的和非凸的、单峰的和多峰的、二次的和非二次的、低维的和高维的、有约束的和无约束的测试函数。对实验结果进行分析,从解空间的角度对算法的特性进行分析总结,给出了算法选取的准则。
【Abstract】 Twelve Benchmark optimization-testing functions were used to study performance of ten engineering-oriented optimization algorithms. The twelve benchmark functions consisted of continuous function,discontinuous function,convex function,concave function,unimodal function, multimodal function,quadratic function,non-quadratic function,low-dimensional function, high-dimensional function,function with constraints and function without constraints. Based on the analysis of experimental results,characteristics of theses algorithms are summarized and criterions for selecting optimal algorithm are put forward.
【Key words】 computer aided design; optimization; experiments; multidisciplinary design optimization;
- 【文献出处】 中国机械工程 ,China Mechanical Engineering(中国机械工程) , 编辑部邮箱 ,2007年12期
- 【分类号】TP301.6
- 【被引频次】12
- 【下载频次】156