1. 武汉大学软件工程国家重点实验室,湖北,武汉,430072
2. 武汉大学计算机学院,湖北,武汉,430072
3. 九江学院信息科学与技术学院,江西,九江,332005
4. 武汉大学软件工程国家重点实验室,湖北,武汉,430072
5. 武汉大学计算机学院,湖北,武汉,430072
6. 九江学院信息科学与技术学院,江西,九江,332005
纸质出版:2014
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彭虎, 吴志健, 周新宇, 等. 基于精英区域学习的动态差分进化算法[J]. 电子学报, 2014,42(8):1522-1530.
PENG Hu, WU Zhi-jian, ZHOU Xin-yu, et al. Dynamic Differential Evolution Algorithm Based on Elite Local Learning[J]. Acta Electronica Sinica, 2014, 42(8): 1522-1530.
彭虎, 吴志健, 周新宇, 等. 基于精英区域学习的动态差分进化算法[J]. 电子学报, 2014,42(8):1522-1530. DOI: 10.3969/j.issn.0372-2112.2014.08.010.
PENG Hu, WU Zhi-jian, ZHOU Xin-yu, et al. Dynamic Differential Evolution Algorithm Based on Elite Local Learning[J]. Acta Electronica Sinica, 2014, 42(8): 1522-1530. DOI: 10.3969/j.issn.0372-2112.2014.08.010.
DE算法简单高效,但对复杂问题也存在收敛效率较低的问题,为提高DE算法的全局勘探能力和收敛精度,提出了一种新的精英区域学习动态差分进化算法,算法首先将历史精英保存在精英池中,然后采用正弦函数对精英池中的精英进行区域学习,最后利用动态DE模式有效提高收敛的速度,并从理论上证明了算法的收敛性.通过对包括单峰函数、多峰函数和偏移函数的20个基准测试函数的仿真实验和分析,验证了新算法的有效性和适用性,其能在保持较高的收敛速度的同时也能保持较好的收敛精度,经与多种知名的DE算法在统计学上的分析比较,证明了该算法是一种具有竞争力的新算法.
DE algorithm is simple and efficient
but for complex problems also exist the problem of low efficiency of convergence.In order to improve the global exploration ability and convergence precision
this paper proposes a novel elite local learning dynamic differential evolution algorithm.Firstly the history elites are preserved in the elite pool
and then the elites in the pool conduct local learning by sine functions
finally dynamic DE model is used to effectively improve the speed of convergence
and the convergence of the algorithm is proved in theory.Algorithm has been tested on 20 benchmark functions including unimodal functions and multimodal functions and shift functions
experiments result verified the effectiveness and applicability
and the new algorithm can maintain higher convergence speed while maintaining better convergence accuracy.Comparison with the state-of-the-art DE in statistical analysis proves that the algorithm is a kind of new competitive algorithm.
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