地理科学 ›› 2017, Vol. 37 ›› Issue (3): 426-436.doi: 10.13249/j.cnki.sgs.2017.03.013
王海鹰1,2(), 秦奋1,2, 张新长3, 张传才4, 李培君1
收稿日期:
2016-05-18
修回日期:
2016-08-12
出版日期:
2017-03-20
发布日期:
2017-03-20
作者简介:
作者简介:王海鹰(1980-),男,河南洛阳人,博士,讲师,硕导,主要研究方向为城市地理信息系统、空间智能优化与决策。E-mail:
基金资助:
Haiying Wang1,2(), Fen Qin1,2, Xinchang Zhang3, Chuancai Zhang4, Peijun Li1
Received:
2016-05-18
Revised:
2016-08-12
Online:
2017-03-20
Published:
2017-03-20
Supported by:
摘要:
城市生态用地规划是城市生态系统保护的重要基础和前提。针对传统空间规划方法的不足,提出基于蚁群优化算法的城市生态用地空间规划模型。研究对蚁群优化算法的空间禁忌策略、选择策略进行改进,考虑了城市生态用地的生态效益和空间集约性,在规划目标函数中引入生态适宜性、空间紧凑度和最邻近距离指数,并设计最邻近距离指数的栅格计算方法。以广州市为例,分别模拟城市生态用地占广州市面积15%,30%和50%情景下的生态用地规划方案,取得了较好的效果。研究表明:基于蚁群优化算法的城市生态用地空间规划模型能够合理的对城市生态用地的空间布局进行配置,明显提高了城市生态用地生态效益和空间集约性。
中图分类号:
王海鹰, 秦奋, 张新长, 张传才, 李培君. 基于蚁群优化算法的城市生态用地空间规划模型[J]. 地理科学, 2017, 37(3): 426-436.
Haiying Wang, Fen Qin, Xinchang Zhang, Chuancai Zhang, Peijun Li. The Spatial Planning Model of Urban Ecological Land Based on Ant Colony Optimization Algorithm[J]. SCIENTIA GEOGRAPHICA SINICA, 2017, 37(3): 426-436.
[1] | 吕建树,吴泉源,张祖陆,等. 基于RS和GIS的济宁市土地利用变化及生态安全研究[J]. 地理科学, 2012,32(8): 928-935. |
[Lyu Jianshu, Wu Quanyuan, Zhang Zulu et al. Land use change and ecological security assessment in Jining city based on RS and GIS. Scientia Geographica Sinica, 2012, 32(8): 928-935.] | |
[2] | 张杨,刘艳芳,顾渐萍,等. 武汉市土地利用覆被变化与生态环境效应研究[J]. 地理科学,2011,31(10):1280-1285. |
[Zhang Yang, Liu Yanfang, Gu Jianping et al. Land use/land cover change and its environmental effects in Wuhan city. Scientia Geographica Sinica, 2011,31(10): 1280-1285.] | |
[3] |
俞孔坚,王思思,李迪华,等. 北京市生态安全格局及城市增长预景[J].生态学报,2009,29(3):1189-1204.
doi: 10.3321/j.issn:1000-0933.2009.03.015 |
[Yu Kongjian, Wang Sisi, Li Dihua et al. The function of ecological security patterns as an urban growth framework in Beijing. Acta Ecologica Sinica, 2009,29(3):1189-1204.]
doi: 10.3321/j.issn:1000-0933.2009.03.015 |
|
[4] |
张林波,李伟涛,王维,等. 基于GIS的城市最小生态用地空间分析模型研究——以深圳市为例[J]. 自然资源学报, 2008,23(1): 69-78.
doi: 10.3321/j.issn:1000-3037.2008.01.008 |
[Zhang Linbo, Li Weitao, WangWei et al. Research on space modeling for minimum urban ecological land based on GIS: A Case in Shenzhen. Journal of Natural Resources, 2008,23(1): 69-78.]
doi: 10.3321/j.issn:1000-3037.2008.01.008 |
|
[5] |
岳健,张雪梅. 关于我国土地利用分类问题的讨论[J]. 干旱区地理, 2003,26(1):78-88.
doi: 10.3321/j.issn:1000-6060.2003.01.014 |
[Yue Jian, Zhang Xuemei.A discussion on classification of land use in China. Arid Land Geography, 2003,26(1):78-88.]
doi: 10.3321/j.issn:1000-6060.2003.01.014 |
|
[6] | 邓小文,孙贻超,韩士杰. 城市生态用地分类及其规划的一般原则[J]. 应用生态学报,2005,16(10): 2003-2006. |
[Deng Xiaowen, Sun Yichao, Han Shijie.General principles of urban ecological land classification and planning. Chinese Journal of Applied Ecology, 2005,16(10):2003-2006.] | |
[7] | 俞孔坚,王思思,李迪华,等. 北京城市扩张的生态底线——基本生态系统服务及其安全格局[J]. 城市规划, 2010,34(2): 19-24. |
[Yu Kongjian, Wang Sisi, Li Dihua et al. Ecological baseline for beijing’s urban sprawl: Basic ecosystem services and their security patterns. City Planning Review, 2010,34(2): 19-24.] | |
[8] | 刘孝富,舒俭民,张林波. 最小累积阻力模型在城市土地生态适宜性评价中的应用——以厦门为例[J]. 生态学报, 2010, 30(2): 421-428. |
[Liu Xiaofu, Shu Jianmin, Zhang Linbo.Research on applying minimal cumulative resistance model in urban land ecological suitability assessment: As an example of Xiamen City. Acta Ecologica Sinica, 2010, 30(2): 421-428.] | |
[9] | 李晖,易娜,姚文璟,等. 基于景观安全格局的香格里拉县生态用地规划[J]. 生态学报, 2011,31(20): 5928-5936. |
[Li Hui, Yi Na, Yao Wenjing et al. Shangri-La county ecological land use planning based on landscape security pattern. Acta Ecologica Sinica, 2011,31(20): 5928-5936.] | |
[10] |
周锐,苏海龙,钱欣,等. 城市生态用地的安全格局规划探索[J]. 城市发展研究,2014,21(6): 21-27.
doi: 10.3969/j.issn.1006-3862.2014.06.010 |
[Zhou Rui,Su Hailong,Qian Xin et al. Exploration of urban ecological land planning method based on ecological security pattern. Urban Development Studies, 2014,21(6): 21-27.]
doi: 10.3969/j.issn.1006-3862.2014.06.010 |
|
[11] | 岳晨,崔亚莉,饶戎,等. 基于生态规划的长春市土地生态适宜性评价[J]. 水土保持研究, 2016, 23(2): 318-322. |
[Yue Chen, Cui Yali, Rao Rong et al. Evaluation on ecological applicability of land in changchun City based on ecological planning. Research of Soil And Water Conservation, 2016, 23(2): 318-322.] | |
[12] | 王海鹰,张新长,康停军. 基于GIS的城市建设用地适宜性评价理论与应用[J]. 地理与地理信息科学, 2009, 25(1): 14-17. |
[Wang Haiying, Zhang Xinchang, Kang Tingjun.Theory and application of evaluation on ecological applicability for urban construction land based on GIS. Geography and Geo-Information Science, 2009, 25(1): 14-17.] | |
[13] |
杨轶,赵楠琦,李贵才. 城市土地生态适宜性评价研究综述[J]. 现代城市研究,2015,(4): 91-96.
doi: 10.3969/j.issn.1009-6000.2015.03.014 |
[Yang Yi, Zhao Nanqi, Li Guicai.Study on urban land ecological suitability assessment. Modern Urban Research, 2015,(4): 91-96.]
doi: 10.3969/j.issn.1009-6000.2015.03.014 |
|
[14] |
陈燕飞,杜鹏飞,郑筱津,等. 基于GIS的南宁市建设用地生态适宜性评价[J]. 清华大学学报(自然科学版), 2006, 46(6): 801-804.
doi: 10.3321/j.issn:1000-0054.2006.06.013 |
[Chen Yanfei, Du Pengfei, Zheng Xiaojin et al. Evaluation on ecological applicability of land construction in Nanning city based on GIS. J Tsinghua Univ (Sci & Tech ), 2006, 46(6): 801-804.]
doi: 10.3321/j.issn:1000-0054.2006.06.013 |
|
[15] | 邱从毫,李阳兵,冯元嵩. 贵阳市城市土地扩展空间的生态适宜性与优化[J]. 应用生态学报, 2015, 26(9): 2777-2784. |
[Qiu Conghao, Li Yangbing, Feng Yuansong.Ecological suitability assessment and optimization of urban land expansion space in Guiyang City. Chinese Journal of Applied Ecology, 2015, 26(9): 2777-2784.] | |
[16] | 杨少俊,刘孝富,舒俭民.城市土地生态适宜性评价理论与方法[J].生态环境学报,2009,18(1):380-385. |
[Yang Shaojun, Liu Xiaofu, Shu Jianmin.Urban land ecological suitability assessment: Theories and methods. Ecology and Environmental Sciences, 2009,18(1): 380-385.] | |
[17] |
Li F, Ye Y, Song B et al. Evaluation of urban suitable ecological land based on the minimum cumulative resistance model: A case study from Changzhou, China[J]. Ecological Modelling, 2015, 318: 194-203.
doi: 10.1016/j.ecolmodel.2014.09.002 |
[18] | 郭微,俞龙生,孙延军,等. 佛山市顺德中心城区城市绿地生态网络规划[J]. 生态学杂志,2012,31(4): 1022-1027. |
[Guo Wei, Yu Longsheng, Sun Yanjun et al. Ecological network planning of urban green space in urban center of Shunde District, Foshan City, Guangdong Province of South China. Chinese Journal of Ecology, 2012,31(4): 1022-1027.] | |
[19] | 刘滨谊,王鹏. 绿地生态网络规划的发展历程与中国研究前沿[J]. 中国园林, 2010,(3):1-5. |
[Liu Binyi, Wang Peng.Green Space Ecological Network Planning: Evolution and Research Frontier in China. Chinese Landscape Architecture, 2010,(3): 1-5.] | |
[20] |
陈小平,陈文波. 鄱阳湖生态经济区生态网络构建与评价[J].应用生态学报,2016,27(5): 1611-1618.
doi: 10.13287/j.1001-9332.201605.016 |
[Chen Xiaoping, Chen Wenbo.Construction and evaluation of ecological network in Poyang Lake Eco-economic Zone, China. Chinese Journal of Applied Ecology, 2016, 27(5): 1611-1618.]
doi: 10.13287/j.1001-9332.201605.016 |
|
[21] |
Yu D, Xun B, Shi P et al. Ecological restoration planning based on connectivity in an urban area[J]. Ecological Engineering, 2012, 46: 24-33.
doi: 10.1016/j.ecoleng.2012.04.033 |
[22] | Qiang Yu A D Y A J, Jinxing Chen A N L A. The optimization of urban ecological infrastructure network based on the changes of county landscape patterns a typical case study of ecological fragile zone located at Deng Kou (Inner Mongolia)[J/OL].Journal of Cleaner Production(2016), . |
[23] | 赵元,张新长,康停军. 并行蚁群算法及其在区位选址中的应用[J]. 测绘学报,2010, 39(3): 322-327. |
[Zhao Yuan, Zhang Xinchang, Kang Tingjun.A Parallel Ant Colony Optimization Algorithm for Site Location. Acta geodaetica et Cartographica Sinica, 2010,39(3):322-327.] | |
[24] | 赵元,张新长,康停军. 多叉树蚁群算法及在区位选址中的应用研究[J]. 地理学报, 2011, 66(2): 279-286. |
[Zhao Yuan, Zhang Xinchang, Kang Tingjun.A Multi-way Tree Ant Colony Optimization Algorithm for Site Location. Acta Geographica Sinica, 2011,66(2):279-286.] | |
[25] |
Fathali M.A genetic algorithm for the p-median problem with pos/neg weights[J]. Applied Mathematics And Computation,2006, 183(2): 1071-1083.
doi: 10.1016/j.amc.2006.05.143 |
[26] |
Mladenovic N, Brimberg J, Hansen P et al. The p-median problem: A survey of metaheuristic approaches[J]. European Journal of Operational Research, 2007, 179(3): 927-939.
doi: 10.1016/j.ejor.2005.05.034 |
[27] |
Brookes C J.A genetic algorithm for designing optimal patch configurations in GIS[J]. International Journal of Geographical Information Science, 2001, 15(6): 539-559.
doi: 10.1080/136588101316907227 |
[28] |
Aerts J, Heuvelink G.Using simulated annealing for resource allocation[J]. International Journal of Geographical Information Science, 2002, 16(6): 571-587.
doi: 10.1080/13658810210138751 |
[29] |
Lockwood C, Moore T.Harvest scheduling with spatial constraints: A simulated annealing approach[J]. Canadian journal of forest research, 1993, 23(3): 468-478.
doi: 10.1139/x93-065 |
[30] | Zhou P, Deng Q S.Hybridizing Fast Taboo Search with Ant Colony Optimization Algorithm for Solving Large Scale Permutation Flow Shop Scheduling Problem[C]// Lin Tsauyoung, Hu Xiaohua, Xia Jiali et al.IEEE International Conference on Granular Computing, Grc 2009. CA, United States: Los Alamitos,2009. |
[31] |
Bettinger P, Sessions J, Boston K.Using tabu search to schedule timber harvests subject to spatial wildlife goals for big game[J]. Ecological Modelling,1997, 94(2): 111-123.
doi: 10.1016/S0304-3800(96)00007-5 |
[32] |
Dorigo M G L M J. Ant colony system: A cooperative learning approach to the traveling salesman problem[J]. IEEE Transaction on Evolutionary Computation,1991, 1(1): 53-56.
doi: 10.1109/4235.585892 |
[33] |
Dorigo M M V C A. Ant System: Optimization by a Colony of Cooperating Agent[J]. IEEE Transactions on Systems, 1996, 26(1): 29-41.
doi: 10.1109/3477.484436 pmid: 18263004 |
[34] | Dorigo M S T. Ant Colony Optimization[M]. Cambridge, Masschusetts London, England: The MIT Press., 2004. |
[35] | 黎夏. 地理模拟系统:元胞自动机与多智能体[M].北京:科学出版社,2007. |
[Li Xia.Geographical Simulation Systems:Cellular Automata and Multi-agent Systems. Beijing: Science Press, 2007.] | |
[36] | 黎夏,刘小平,李少英. 智能式GIS 与空间优化[M]. 北京:科学出版社, 2010. |
[Li Xia, Liu Xiaoping, Li Shaoying.Intelligent type of GIS and spatial optimization. Beijing:Science Press, 2010.] | |
[37] |
黎海波,黎夏,刘小平,等. 多目标粒子群算法与选址中的形状优化[J]. 遥感学报,2008,12(5): 724-733.
doi: 10.3321/j.issn:1007-4619.2008.05.007 |
[Li Haibo, Li Xia, Liu Xiaoping et al. Particle-Swarm Optimization for Site Selection with Contiguity Constraints. Journal of Remote Sensing, 2008,12(5): 724-733.]
doi: 10.3321/j.issn:1007-4619.2008.05.007 |
|
[38] | 胡海龙,曾永年,张鸿辉,等. 多智能体与蚁群算法结合选址模型:长沙市生态用地选址[J]. 资源科学,2011,33(6): 1211-1217. |
[Hu Hailong, Zeng Yongnian, Zhang Honghui et al. Integration of a Site Selection Model with the Multi-Agent System and the Ant Colony Algorithm and Its Application to Changsha. Resources Science, 2011,33(6): 1211-1217.] | |
[39] | 胡海龙. 多智能体城市生态用地选址模型及其应用[D]. 长沙:中南大学,2011. |
[Hu Hailong.Multi-Agent urban ecological land allocation model and application. Changsha:Central South University, 2011.] | |
[40] |
何晋强,黎夏,刘小平,等. 蚁群智能及其在大区域基础设施选址中的应用[J]. 遥感学报, 2009,13(2): 246-256.
doi: 10.11834/jrs.20090245 |
[He Jinqiang, Li Xia, Liu Xiaoping et al. Ant colony algorithms for optimal site selection in large regions. Journal of Remote Sensing, 2009,13(2): 246-256.]
doi: 10.11834/jrs.20090245 |
|
[41] |
马世发,何建华,俞艳. 基于粒子群算法的城镇土地利用空间优化模型[J]. 农业工程学报,2010,26(9): 321-326.
doi: 10.3969/j.issn.1002-6819.2010.09.053 |
[Ma Shifa, He Jianhua, Yu Yan.Model of urban land-use spatial optimization based on particle swarm optimization algorithm. Transactions of the CSAE, 2010, 26(9): 321-326.]
doi: 10.3969/j.issn.1002-6819.2010.09.053 |
|
[42] | 赵方胤. 土地利用规划中城市土地多目标空间优化配置模型及其求解算法研究[D]. 济南:山东师范大学, 2012. |
[Zhao Fangyin.The urban land multi-objective optimal allocation model and its algorithm in land use planning. Jinan:Shandong Normal University,2012.] | |
[43] | 袁满,刘耀林. 基于多智能体遗传算法的土地利用优化配置[J]. 农业工程学报,2014,30(1): 191-199. |
[Yuan Man, Liu Yaolin.Land use optimization allocation based on multi-agent genetic algorithm. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2014, 30(1): 191-199.] | |
[44] |
Liu Y, Tang W, He J et al. A land-use spatial optimization model based on genetic optimization and game theory[J]. Computers Environment And Urban Systems, 2015, 49: 1-14.
doi: 10.1016/j.compenvurbsys.2014.09.002 |
[45] |
Liu Y, Yuan M, He J et al. Regional land-use allocation with a spatially explicit genetic algorithm[J]. Landscape And Ecological Engineering, 2015, 11(1): 209-219.
doi: 10.1007/s11355-014-0267-6 |
[46] |
张云鹏,孙燕,陈振杰. 基于多智能体的土地利用变化模拟[J]. 农业工程学报,2013,29(4): 255-265.
doi: 10.3969/j.issn.1002-6819.2013.04.032 |
[Zhang Yunpeng,Sun Yan,Chen Zhenjie.Simulation of land use change using multi-agent model. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2013, 29(4): 255-265.]
doi: 10.3969/j.issn.1002-6819.2013.04.032 |
|
[47] | 全泉,田光进,沙默泉. 基于多智能体与元胞自动机的上海城市扩展动态模拟[J]. 生态学报,2011, 31(10): 2875-2887. |
[Quan Quan, Tian Guangjin, Sha Moquan.Dynamic simulation of Shanghai urban expansion based on multi-agent system and cellular automata models. Acta Ecologica Sinica, 2011, 31(10): 2875-2887.] | |
[48] | 康停军,张新长,赵元,等. 基于多智能体的城市人口分布模型[J]. 地理科学,2012,32(7): 790-797. |
[Kang Tingjun, Zhang Xinchang, Zhao Yuan et al. Agent-based Urban Population Distribution Model. Scientia Geographica Sinica, 2012,32(7): 790-797.] | |
[49] | 张鸿辉,王丽萍,金晓斌,等. 基于多智能体系统的城市增长时空动态模拟——以江苏省连云港市为例[J]. 地理科学,2012,32(11):1289-1296. |
[Zhang Honghui,Wang Liping, Jin Xiaobin et al. Simulation of spatio-temporal dynamical change of urban growth based on Multi-Agent System: Case study of Lianyungang city, China. Scientia Geographica Sinica,2012,32(11): 1289-1296.] | |
[50] |
Xia Li C L X L. Coupling urban cellular automata with ant colony optimization for zoning protected natural areas under a changing landscape[J]. International Journal of Geographical Information Science,2011, 25(4): 575-593.
doi: 10.1080/13658816.2010.481262 |
[51] |
Lin J, Li X.Conflict resolution in the zoning of eco-protected areas in fast-growing regions based on game theory[J]. Journal of Environmental Management, 2016, 170: 177-185.
doi: 10.1016/j.jenvman.2015.11.036 pmid: 26829451 |
[52] |
Liu X, Lao C, Li X et al. An integrated approach of remote sensing, GIS and swarm intelligence for zoning protected ecological areas[J]. Landscape Ecology, 2012, 27(3): 447-463.
doi: 10.1007/s10980-011-9684-1 |
[53] | 王劲峰. 空间分析[M]. 北京: 科学出版社, 2006. |
[Wang Jinfeng. Spatial Analysis.Beijing: Science Press, 2006.] | |
[54] | 段海滨,张祥银,徐春芳. 仿生智能算法[M]. 北京: 科学出版社, 2011. |
[Duan Haibin, Zhang Xiangyin, Xu Chunfang.Bionic intelligence algorithms. Beijing: Science Press, 2011.] | |
[55] |
黄国锐,曹先彬,王煦法. 基于信息素扩散的蚁群算法[J]. 电子学报,2004, 32(5): 865-868.
doi: 10.3321/j.issn:0372-2112.2004.05.039 |
[Huang Guorui, Cao Xianbin, Wang Xufa.An ant colony optimization algorithm based on pheromone diffusion. Acta Electronica Sinica, 2004, 32(5):865-868.]
doi: 10.3321/j.issn:0372-2112.2004.05.039 |
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[7] | 陆张维, 徐丽华, 吴次芳, 岳文泽, 吴亚琪. 基于凸壳原理的杭州城市扩展形态演化分析[J]. 地理科学, 2015, 35(12): 1533-1541. |
[8] | 渠爱雪, 仇方道. 徐州城市建设用地扩展过程与格局研究[J]. 地理科学, 2013, 33(1): 61-68. |
[9] | 焦华富, 吕祯婷. 芜湖市城市居住区位研究[J]. 地理科学, 2010, 30(3): 336-342. |
[10] | 熊黑钢, 邹桂红, 崔建勇. 基于GIS的乌鲁木齐城市用地空间结构变化研究[J]. 地理科学, 2010, 30(1): 86-91. |
[11] | 范宇, 杨桂山, 涂小松. 基于城市扩张的土地储备数量预测研究——以南京市区为例[J]. 地理科学, 2010, 30(1): 53-59. |
[12] | 秦贤宏, 段学军, 李慧, 卢雨田. 基于SD和CA的城镇土地扩展模拟模型——以江苏省南通地区为例[J]. 地理科学, 2009, 29(3): 439-444. |
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[14] | 陈群元, 尹长林, 陈光辉. 长沙城市形态与用地类型的时空演化特征[J]. 地理科学, 2007, 27(2): 273-280. |
[15] | 毛蒋兴, 闫小培. 城市交通系统对土地利用的影响作用研究——以广州为例[J]. 地理科学, 2005, 25(3): 353-360. |
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