An improved artificial bee colony algorithm for optimal land-use allocation

	An improved artificial bee colony algorithm for optimal land-use allocation
	Yang, Lina 1; Sun, Xu 1; Peng, Ling 1; Shao, Jing 1; Chi, Tianhe 1
刊名	INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
	2015
卷号	29 期号:8 页码:8925-8949
关键词	artificial bee colony (ABC) land-use allocation optimization
通讯作者	Peng, L (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing, Peoples R China.
英文摘要	Land-use allocation is of great importance for rapid urban planning and natural resource management. This article presents an improved artificial bee colony (ABC) algorithm to solve the spatial optimization problem. The new approach consists of a heuristic information-based pseudorandom initialization (HIPI) method for initial solutions and pseudorandom search strategy based on a long-chain (LC) mechanism for neighborhood searches; together, these methods substantially improve the search efficiency and quality when handling spatial data in large areas. We evaluated the approach via a series of land-use allocation experiments and compared it with particle swarm optimization (PSO) and genetic algorithm (GA) methods. The experimental results show that the new approach outperforms the current methods in both computing efficiency and optimization quality.
研究领域[WOS]	Computer Science, Information Systems ; Geography ; Geography, Physical ; Information Science & Library Science
收录类别	SCI
语种	英语
WOS记录号	WOS:000359789900009
内容类型	期刊论文
源URL	[http://ir.ceode.ac.cn/handle/183411/38136]
专题	遥感与数字地球研究所_SCI/EI期刊论文_期刊论文
作者单位	1.[Yang, Lina 2.Sun, Xu 3.Peng, Ling 4.Shao, Jing 5.Chi, Tianhe] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Yang, Lina,Sun, Xu,Peng, Ling,et al. An improved artificial bee colony algorithm for optimal land-use allocation[J]. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE,2015,29(8):8925-8949.
APA	Yang, Lina,Sun, Xu,Peng, Ling,Shao, Jing,&Chi, Tianhe.(2015).An improved artificial bee colony algorithm for optimal land-use allocation.INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE,29(8),8925-8949.
MLA	Yang, Lina,et al."An improved artificial bee colony algorithm for optimal land-use allocation".INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE 29.8(2015):8925-8949.