Improved artificial bee colony algorithm with randomized Halton sequence | |
He, Zhen-An; Ma, Caiwen | |
2017 | |
会议名称 | 2nd ieee international conference on computer and communications, iccc 2016 |
会议日期 | 2016-10-14 |
会议地点 | chengdu, china |
页码 | 1270-1273 |
英文摘要 | the artificial bee colony (abc) algorithm has gained popularity for solutions to many real-world complex problems because of its simplicity and efficiency. however, it is good at exploration but poor at exploitation and early gets trapped into local optimum in some case, which prevents the artificial bee colony algorithm from finding the final result accuracy and efficiently for complex problems. it's known to all that population initialization is an important factor affecting convergence performance of abc. in this paper, a modified artificial bee colony algorithm with randomized halton sequence was proposed. a series of experiments were performed on benchmark functions to testify the superiority of our proposed algorithm, and results were compared with other initialization algorithms including opposition-based learning, random initialization and chaotic initialization. the results indicate that our proposed algorithm provides higher solution accuracy and faster convergence speed. © 2016 ieee. |
收录类别 | EI |
产权排序 | 1 |
会议录 | 2016 2nd ieee international conference on computer and communications, iccc 2016 - proceedings |
会议录出版者 | institute of electrical and electronics engineers inc. |
语种 | 英语 |
ISBN号 | 9781467390262 |
内容类型 | 会议论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/29008] |
专题 | 西安光学精密机械研究所_光电测量技术实验室 |
作者单位 | Xi'An Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, China |
推荐引用方式 GB/T 7714 | He, Zhen-An,Ma, Caiwen. Improved artificial bee colony algorithm with randomized Halton sequence[C]. 见:2nd ieee international conference on computer and communications, iccc 2016. chengdu, china. 2016-10-14. |
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