Urban Land Expansion Model Based on Multi- agent System and Application
Received date: 2007-11-12
Revised date: 2008-06-27
Online published: 2008-08-25
Supported by
National Natural Science Foundation of China, No.40771198
The traditional urban land expansion model has paid m uch attention on a staticstate, and few scholars have focused research on land use change situations through tim e. A lthough the urban land expansion model based on cellular autom ata perform s dynam ic feature, the m odel fails to display the m ultivariate change results produced from different agents' behaviors. O n account of the above reasons, this research has built up a set of spatial-tem poral land resource allocation rule and developed a dynam ic urban land expansion m odel based on m ulti-agent system , w hich can sim ulate the interactions am ong agents. W hat's m ore, this m odel is applied to analyze and sim ulate urban land expansion process taking dow ntow n of C hangsha city as a study area. The results show that this m odel can not only reflect basic characteristics of urban land expansion, but also help to explain the reasons for urban land expansion process and understand the effect of agents' behavior on urban land expansion,w hat's m ore,in contrast to sim ulation results w ith land use classification m ap from rem ote sensing im ages, the accuracies of the sim ulation reached over 68% according to the cell-by-cell com parison,w hich m akes it possible to provide land use decision-m ake support to governm ent and urban planners.
ZHANG Hnghui, ZENG Yongnian, JIN X aobin, YIN Changlin, ZOU Bing . Urban Land Expansion Model Based on Multi- agent System and Application[J]. Acta Geographica Sinica, 2008 , 63(8) : 869 -881 . DOI: 10.11821/xb200808008
[1] Zhou G uohua, H e Y anhua. C haracteristics and influencing factors of urban land expansion in C hangsha. A cta G eographica Sinica,2006,61(11): 1171-1180.
[周国华, 贺艳华. 长沙城市土地扩张特征及影响因素. 地理学报,2006, 61(11): 1171-1180.]
[2] B atty M . U rban evolution on the desktop: Sim ulation w ith the use of extended cellular autom ata. Environm ent and Planning A ,1998,30: 1943-1967.
[3] B atty M , C ouclelis H , Eichen M . U rban system s as cellular autom ata. Environm ent and Planning B : Planning and D esign,1997,24: 159-164.
[4] B atty M , X ie Y , Sun Z. M odeling urban dynam ics through G IS-based cellular autom ata. C om puters, Environm ent and U rban System s,1999,23: 205-233.
[5] C larke K C , G aydos L J. Loose-coupling a cellular autom aton m odel and G IS: Long-term urban grow th prediction for San Francisco and W ashington/B altim ore.International Journal of G eographical Inform ation Science,1998,12: 699-714.
[6] C larke K C , H oppen S, G aydos L. A self-m odifying cellular autom aton m odel of historical urbanization in the San Francisco B ay area.Environm ent and Planning B : Planning and D esign,1997,24: 247-261.
[7] W hite R ,Engelen G .C ellular autom ata and fractal urban form : A cellular m odelling approach to the evolution of urban land-use patterns.Environm ent and Planning A ,1993,25: 1175-1189.
[8] W hite R , Engelen G , U ljee I. The use of constrained cellular autom ata for high-resolution m odelling of urban land-use dynam ics.Environm ent and Planning B : Planning and D esign,1997,24: 323-343.
[9] W hite R ,Engelen G .C ellular dynam ics and G IS: M odeling spatial com plexity.G eographical System s,1994,1: 237-253.
[10] W hite R , Engelen G . C ellular autom ata as the basis of integrated dynam ic regional m odeling. Environm ent and Planning B ,1997,24: 235-246.
[11] W hite R , Engelen G . H igh-resolution integrated m odeling of the spatial dynam ics of urban and regional system . C om puter,Environm ent and U rban System ,2000,24: 383-400.
[12] W u F, W ebster C J. Sim ulation of land developm ent through the integration of cellular autom ata and m ulticriteria evaluation.Environm ent and Planning B : Planning and D esign,1998,25(1): 103-126.
[13] Zhao X iaom in, W ang R enchao. System dynam ics im itation of land use planning: Exem plified by integrated land use planning in H angzhou city. Journal of Zhejiang A gricultural U niversity, 1996, 22(2): 143-148.
[赵小敏, 王人潮.土地 利用规划的系统动力学仿真: 以杭州城市土地利用总体规划为例. 浙江农业大学学报,1996,22(2): 143-148.]
[14] Zhu H uiyi, H e Shujin, Zhang M in. D riving forces analysis of land use change in B ohai R im . G eographical R esearch, 2001, 20(6): 669-678.
[朱会义, 何书金, 张明. 环渤海地区土地利用变化的驱动力分析. 地理研究, 2001, 20(6): 669-678.]
[15] Tan M inhong, Li X iubin, Lu C hanghe. A n analysis of driving forces of urban land expansion in C hina. Econom ic G eography,2003,23(5): 635-639.
[谈明洪, 李秀彬, 吕昌河. 我国城市用地扩张的驱动力分析.经济地理, 2003, 23 (5): 635-639.]
[16] W ang Y uhua, Liu Y ansui, Zhou Y inghua. A nalysis of hum an driving forces underlying landuse conversion in coastal developed regions: A case study of W enzhou city. Progress in G eography, 2004, 23(2): 43-50.
[王玉华,刘彦随, 周应 华. 沿海发达地区土地利用转换的人文驱动机制研究: 以温州市为例. 地理科学进展,2004,23(2): 43-50.]
[17] Lin M uxuan,Shi Y ingchun,C hen Y angfen et al.A study on spatial-tem poral features of construction land expansion in C hangsha urban area.G eographical R esearch,2007,26(2): 265-275.
[林目轩, 师迎春, 陈秧分等. 长沙市区建设用地 扩张的时空特征. 地理研究,2007,26(2): 265-275.]
[18] Liu Jiyuan, W ang X insheng, Zhuang D afang et al. A pplication of C onvex H ull in identifying the types of urban land expansion.A cta G eographica Sinica,2003,59(6): 885-892.
[刘纪远, 王新生, 庄大方等. 凸壳原理用于城市用地空 间扩展类型识别. 地理学报,2003,59(6): 885-892.]
[19] W ang X insheng,Liu Jiyuan,Zhuang D afang et al.Spatial-tem poral changes of urban spatial m orphology in C hina.A cta G eographica Sinica,2005,60(3): 392-400.
[王新生, 刘纪远, 庄大方等. 中国特大城市空间形态变化的时空特征. 地 理学报,2005,60(3): 392-400.]
[20] Li X , Y eh A G O . M odelling sustainable urban developm ent by the integration of constrained cellular autom ata and G IS.International Journal of G eographical Inform ation Science,2000,14: 131-152.
[21] H e C hunyang,C hen Jin,Shi Peijun et al.C ity expansion m odel of m etropolitan area in C hina: A case study of B eijing. A cta G eographica Sinica,2003,58(2): 294-304.
[何春阳, 陈晋, 史培军等. 大都市区城市扩展模型: 以北京城市扩 展模型为例. 地理学报,2003,58(2): 294-304.]
[22] C hebeane H , Echalier F. Tow ards the use of a m ulti-agents event based design to im prove reactivity of production system .C om puters & Industrial Engineering,1999,37: 9-13.
[23] Ligtenberg A et al.M ulti-actor-based land use m odeling: Spatial planning using agents. Land U se and U rban Planning, 2001,56: 21-33.
[24] Ligtenberg A et al. A design and application of a m ulti-agent system for sim ulation of m ulti-actor spatial planning. Journal of Environm ental M anagem ent,2004,72: 43-55.
[25] Parker D C , M anson S M , Janssen M A et al. M ulti-agent system s for the sim ulation of land-use and land-cover change: A review .A nnals of the A ssociation of A m erican G eographers,2003,93(2): 314-337.
[26] M onticino M , M iguel A cevedo, B aird C allicott et al. C oupled hum an and natural system s: A m ulti-agent-based approach.Environm ental M odelling & Softw are,2006: 1-8.
[27] Liu X iaoping, Li X ia, A i B in et al. M ulti-agent system s for sim ulating and planning land use developm ent. A cta G eographica Sinica,2006,61(10): 1101-1112.
[刘小平, 黎夏, 艾彬等. 基于多智能体的土地利用模拟与规划模型. 地理学报,2006,61(10): 1101-1112.]
[28] Liu X iaoping, Li X ia, Y eh A G O . M ulti-agent system s for sim ulating spatial decision behaviors and land use dynam ics.Science in C hina (Series D ),2006,36(11): 1027-1036.
[刘小平, 黎夏, 叶嘉安等. 基于多智能体系统的空 间决策行为及土地利用格局演变的模拟. 中国科学(D 辑),2006,36(11): 1027-1036.]
[29] Li X ia, Y eh A G O , Liu X iaoping, Y ang Q ingsheng. G eographical Sim ulation System s: C ellular A utom ata and M ulti-agent system .B eijing: Science Press,2007.
[黎夏,叶嘉安,刘小平,杨青生. 地理模拟系统: 元胞自动机与多智能 体. 北京: 科学出版社,2007.]
[30] Zhang Jinm u, W u B o, Shen Tiyan. R esearch on dynam ic sim ulation of B eijing land covering & changing by applying agent m odeling. Journal of East C hina Institute of Technology, 2004, 27(1): 80-83.
[张金牡, 吴波, 沈体雁. 基于 A gent模型的北京市土地利用变化动态模拟研究. 东华理工学院学报,2004,27(1): 80-83.]
[31] Li X ia,Y eh A G O .A planning support m odel for sustainable land developm ent using rem ote sensing and G IS: A case study in the Pearl R iver D elta.Journal of R em ote Sensing,1999,3(3): 215-220.
[黎夏, 叶嘉安. 基于遥感和G IS 的辅 助规划模型: 以珠江三角洲可持续土地开发为例. 遥感学报,1999,3(3): 215-219.]
[32] Eastm an J R , K yem P A K , Toledano J et al. G IS and decision m aking. In: W orcester M A . C lark. Labs for C artographic Technology and G eographic A nalysis,1993.
[33] B arredo J I, K asanko M , M cC orm ick M et al. M odellng dynam ic spatial processes: Sim ulation of urban future scenarios through cellular autom ata.Landscape and U rban Planning,2003,64: 145-160.
[34] A nthony G ar-on Y eh, X ia Li. Sustainable land developm ent m odel for rapid grow th areas using G IS. International Journal of G eographical Inform ation Science,1998,12(2): 169-189.
[35] W alm sley D J,Lew is G J.H um an G eography: B ehavioral A pproaches.N ew Y ork: Longm an,1984.
[36] W u F. M odeling intra-m etropolitan location of foreign investm ent firm s in a C hinese city. U rban Study, 2000, 37(13): 2441-2464.
[37] Liu X iaoping, Li X ia. R etrieving C A N onlinear Transition R ule from H igh- dim ensional Feature Space. A cta G eographica Sinica,2006,61(6): 663-672.
[刘小平, 黎夏. 从高维特征空间中获取元胞自动机的非线性转换规则. 地 理学报,2006,61(6): 663-672.]
[38] Liu X iaoping, Li X ia, Y eh A G O , H e Jinqiang. D iscovery of transition rules for geographical cellular autom ata by using ant colony optim ization.Science in C hina(Series D ),2007,37(6): 824-834.
[刘小平, 黎夏, 叶嘉安, 何晋强. 利 用蚁群智能挖掘地理元胞自动机的转换规则. 中国科学D 辑,2007,37(6): 824-834.]
[39] Li X ia,Y eh A G O .M ining cellular autom ata's transition rules.Science in C hina (Series D ),2004,34(9): 865-872.
[黎 夏, 叶嘉安. 知识发现及地理元胞自动机. 中国科学(D 辑),2004,34(9): 865-872.]
/
| 〈 |
|
〉 |