A novel bionic algorithm inspired by plant root foraging behaviors
文献类型：期刊论文
| 作者 | Ma LB(马连博) ; Zhu YL(朱云龙); Liu, Yang; Tian LW(田力威); Chen HN(陈瀚宁)
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| 刊名 | Applied Soft Computing Journal
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| 出版日期 | 2015 |
| 卷号 | 37页码:95-113 |
| 关键词 | Artificial root foraging optimizer Bionic optimization Root growth Benchmark test |
| ISSN号 | 1568-4946 |
| 产权排序 | 1 |
| 通讯作者 | 马连博 |
| 中文摘要 | In this contribution, a novel bionic algorithm inspired by plant root foraging behaviors, namely artificial root foraging optimization (ARFO) algorithm, is designed and developed. The incentive mechanism of ARFO is to mimic the adaptation and randomness of plant root foraging behaviors, e.g., branching, regrowing and tropisms. A mathematical architecture is firstly designed to model the plant root foraging pattern. Under this architecture, the effects of the tropism and the self-adaptive growth behaviors are investigated. Afterward, the arithmetic realization of ARFO derived from this framework is presented in detail. In order to demonstrate the optimization performance, the proposed ARFO is benchmarked against several state-of-the-art reference algorithms on a suit of CEC 2013 and CEC 2014 functions. Computational results show a high performance of the proposed ARFO for searching a global optimum on several benchmarks, which indicates that ARFO has potential to deal with complex optimization problems. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications |
| 研究领域[WOS] | Computer Science |
| 关键词[WOS] | PARTICLE SWARM OPTIMIZATION ; COLONY OPTIMIZATION ; GROWTH ; EVOLUTIONARY ; SYSTEM ; MODEL ; GRAVITROPISM ; ARCHITECTURE |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000365067800009 |
| 源URL | [http://ir.sia.cn/handle/173321/16911]  |
| 专题 | 沈阳自动化研究所_信息服务与智能控制技术研究室 |
| 推荐引用方式 GB/T 7714 | Ma LB,Zhu YL,Liu, Yang,et al. A novel bionic algorithm inspired by plant root foraging behaviors[J]. Applied Soft Computing Journal,2015,37:95-113. |
| APA | Ma LB,Zhu YL,Liu, Yang,Tian LW,&Chen HN.(2015).A novel bionic algorithm inspired by plant root foraging behaviors.Applied Soft Computing Journal,37,95-113. |
| MLA | Ma LB,et al."A novel bionic algorithm inspired by plant root foraging behaviors".Applied Soft Computing Journal 37(2015):95-113. |
入库方式： OAI收割
来源：沈阳自动化研究所
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