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Root growth model: a novel approach to numerical function optimization and simulation of plant root system
Zhang H(张浩); Zhu YL(朱云龙); Chen HN(陈瀚宁)
作者部门信息服务与智能控制技术研究室
关键词Algorithms Computer Simulation Geologic Models Optimization Soils
发表期刊Soft Computing
ISSN1432-7643
2014
卷号18期号:3页码:521-537
收录类别SCI ; EI
EI收录号20141517567605
WOS记录号WOS:000331722000010
产权排序1
摘要This paper presents a general optimization model gleaned ideas from root growth behaviors in the soil. The purpose of the study is to investigate a novel biologically inspired methodology for complex system modeling and computation, particularly for optimization of higher dimensional numerical function. For this study, a mathematical framework and architecture are designed to model root growth patterns of plant. Under this architecture, the interactions between the soil and root growth are investigated. A novel approach called “root growth algorithm” (RGA) is derived in the framework and simulation studies are undertaken to evaluate this algorithm. The simulation results show that the proposed model can reflect the root growth behaviors of plant in the soil and the numerical results also demonstrate RGA is a powerful search and optimization technique for higher-dimensional numerical function optimization.

语种英语
WOS标题词Science & Technology ; Technology
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS研究方向Computer Science
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文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/12502
专题信息服务与智能控制技术研究室
通讯作者Zhang H(张浩)
作者单位1.Key Laboratory of Industrial Informatics, Shenyang Institute of Automation of Chinese Academy of Sciences, Shenyang 110016, China
2.Graduate School of the Chinese Academy of Sciences, Beijing, 100039, China
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GB/T 7714
Zhang H,Zhu YL,Chen HN. Root growth model: a novel approach to numerical function optimization and simulation of plant root system[J]. Soft Computing,2014,18(3):521-537.
APA Zhang H,Zhu YL,&Chen HN.(2014).Root growth model: a novel approach to numerical function optimization and simulation of plant root system.Soft Computing,18(3),521-537.
MLA Zhang H,et al."Root growth model: a novel approach to numerical function optimization and simulation of plant root system".Soft Computing 18.3(2014):521-537.
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