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《Science of Surveying and Mapping》 2011-03
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Modelling land use changes with machine learning-based cellular automata in a GIS environment

FENG Yong-jiu①,LIU Miao-long②(①College of Marine Sciences,Shanghai Ocean University,Shanghai 201306,China;②Department of Surveying and Geo-informatics,Tongji University,Shanghai 200092,China)  
Modelling land use changes by using cellular automata becomes an effective way to understand its complex dynamic evoluation recently.Linear methods-based conventional CA models have difficulties in dicribing the nonlinear dynamics of land use patterns.In the paper,with least square support vector machine mentods(LS-SVM),nonlinear problems in original space were projected into high-dimensional feature space by using gaussian radial basis kernel function to create a new CA model——LS-SVM-CA.The proposed LS-SVM-CA model was successfully applied in modelling land use changes of Jiading district,Shanghai from 1989 to 2006 which demonstrated that the simulated results matched well with the actual land use structure,and the overall accuracy and Kappa coefficients were higher than that of the CA model based on standard SVM.
【Fund】: 国家自然科学基金资助项目(40771174);; 上海高校选拔培养优秀青年教师科研专项基金资助项目(ssc09018)
【CateGory Index】: P208
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Chinese Journal Full-text Database 3 Hits
1 LUO Ping~(1 2),DU Qing-yun~1, HE Su-fang~2(1.School of Resources & Environment Science, Wuhan University, Wuhan 430072, China;2.School of Nature Science, Foshan University, Foshan 528000, China);The experiment study on spatio-temporal simulation of urbanizing regions based on CA integrated with population density model[J];Science of Surveying and Mapping;2003-04
2 YIN Chang-lin①②,ZHANG Hong-hui①②,YOU Sheng-jing②,CHEN Guang-hui①②,LIU Qin-zhi③(① College of Information and Physics Engineering,Center-South University,Changsha,410083,China;② Changsha Urban Planning Information Service Center,Changsha,Hunan,410013;③ College of Continuing Education,Guizhou University,Guiyang 550001,China);Characterizing the spatial scale effect of urban growth cellular automata model[J];Science of Surveying and Mapping;2008-05
3 LI Yue-Chen1,2,3,LIU Chun-Xia1(1.College of Geography Science,Chongqing Normal University,Chongqing 400047; 2.Key Laboratory of GIS Application,Chongqing 400047;3.Key Laboratory of Environmental Change and Natural Disaster,Ministry of Education of China,College of Resources Science & Technology,Beijing Normal University,Beijing 100875);Land Use/Cover Dynamic Changes in the Northern China[J];Scientia Geographica Sinica;2007-01
Chinese Journal Full-text Database 10 Hits
1 DAI Fu-qiang (College of Land Resources,China West Normal University,Nanchong 637002,China);Application of CA-AR model in simulation of attribute changes for population space field[J];Science of Surveying and Mapping;2008-S1
2 HUANG Chong, LIU Gaohuan (Institute of Geographic Sciences and Natural Resources Research, CAS, Beijing, 100101, China);A Review of the Application of Cellular Models in Landscape Evolution Modeling[J];Progress In Geography;2005-01
3 LIU Chuan-Sheng1,ZHANG Wan-Chang2,YONG Bin1 (1.International Institute for Earth System Science(ESSI),Nanjing University, Nanjing,Jiangsu 210093;2.Regional Climate-Environment Research for Temperate East Asia,Institute of Atmospheric Physics,Chinese Academy of Sciences,Beijing 100029);Vegetation Pattern Dynamics in Zhangye Oasis Based on Two New Landscape Metrics[J];Scientia Geographica Sinica;2008-01
4 ZHANG Yan-Guang,LIN Zhen-Shan,LIANG Ren-Jun(College of Geography Science,Nanjing Normal University,Nanjing,Jiangsu 210046);EMD-based Prediction on Dynamics of Land Carrying Capacity in Shandong Province[J];Scientia Geographica Sinica;2008-02
5 YU Bo-Hua1,2,LU Chang-He3 (1.College of Resources Science & Technology,Beijing Normal University,Beijing 100875;2.State Key Laboratory of Earth Surface Processes and Resource Ecology,College of Resources Science and Technology,Beijing Normal University,Beijing 100875;3.Institute of Geographic Sciences and Natural Resources Research,Chinese Academy of Sciences,Beijing 100101);Spatio-temporal Characteristics and Driving Factors of Farmland Change on Urban Fringe:A Case Study of Shunyi District,Beijing Municipality[J];Scientia Geographica Sinica;2008-03
6 HU Wen-Ying1,2,JIAO Yuan-Mei2,Fan Tao2 (1.School of Environmental Science and Engineering,Kunming Science and Technology University,Kunming,Yunnan 650093;2.School of Tourism and Geography,Yunnan Normal University,Kunming,Yunnan 650092);Research on Information Tupu of Land Use Spatial Pattern and Its Change in Hani Terraced Fields[J];Scientia Geographica Sinica;2008-03
7 WANG Xiao-Qin1,WANG Qin-Min1,LI Hui-Guo1,2,LIU Gao-Huan2(1.Key Lab.of Spatial Data Mining & Information Sharing of Ministry of Education,Spatial Information Research Center of Fujian Province,Fuzhou University,Fuzhou,Fujian 350002;2.LREIS,Institute of Geographic Science and Natural Resources Research,Chinese Academy of Sciences,Beijing 100101);Spatial Pattern of LUCC in Different Micro-geomorphic Types of Huanghe River Delta[J];Scientia Geographica Sinica;2008-04
8 LI Yuechen1, 2, LIU Chunxia1, ZHAO Chunyong1, HUANG Jianhui3 (1. College of Geography Science, Key Laboratory of GIS Application, Chongqing Normal University, Chongqing 400047, China; 2. College of Resources and Environmental Science, Chongqing University, Chongqing 400044, China; 3. Chongqing General Station of Soil and Water Conservation Monitoring, Chongqing 400015, China);Spatiotemporal Features of Soil and Water Loss in the Three Gorges Reservoir Area of Chongqing[J];Acta Geographica Sinica;2008-05
9 LI Yue-chen,LIU Chun-xia(College of Geographical Science,Key Laboratory of GIS Application,Chongqing Normal University,Chongqing 400047,China);Driving forces of the changes of land use/cover in northern China:1987-2006[J];Arid Land Geography;2009-01
10 LU Ru-cheng1,2,HUANG Xian-jin1,ZUO Tian-hui1,XIAO Si-si3,ZHAO Xiao-feng1,ZHANG Xing-yu1(1.College of Geography and Oceanography Sciences,Nanjing University,Nanjing,Jiangsu 210093;2.College of Resources and Environmental Science,Guangxi Teachers Education University,Nanning,Guangxi 530001; 3.School of the Environment,Jiangsu University,Zhenjiang,Jiangsu 212013);Land Use Scenarios Simulation Based on CLUE-S and Markov Composite Model——A Case Study of Taihu Lake Rim in Jiangsu Province[J];Scientia Geographica Sinica;2009-04
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Wang Hong-wei(China Academy of Urban Planning & Design, Beijing 100037);The Research of Urban Morphology Models in China Urban Growing[J];Urban Studies;2004-01
2 CHEN Li ding, FU Bo jie, WANG Jun (Research Center for Eco Environmental Sciences, Chinese Academy of Sciences, Beijing 100085);Study on Land Use Change in a Small Typical Catchment in Loess Hilly Area ——A Case Study in Danangou Catchment, Yan’an, Shaanxi Province[J];Scientia Geographica Sinica;2001-01
3 WANG Ai-hua, ZHANG Shu-qing, HE Yan-fen (Changchun Institute of Geography, the Chinese Academy of Sciences, Changchun, Jilin 130012);Study on Dynamic Change of Mire in Sanjiang Plain Based on RS and GIS[J];Scientia Geographica Sinica;2002-05
4 SHI Ji-An~(1,2) CHEN Li-Ding~1, SHI Jun-Tong~2, FU Bo-Jie~1, ZHANG Shu-Rong~1 (1. Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085; 2. College of Agronomy, Northwest Sci-Tech University of Agriculture and Forestry, Yangling, Shaanxi 712100);Regional Characteristics and Driving Mechanism of Land use/Cover Change in Yulin Prefecture, Shaanxi[J];Scientia Geographica Sinica;2003-04
5 XU Xin-Liang~1, LIU Ji-Yuan~1, ZHUANG Da-Fang~1, ZHANG Shu-Wen~2 ( 1.Institute of Geographic Sciences and Nature Resources Research, Chinese Academy of Sciences, Beijing 100101; 2. Northeast Institute of Geography and Agricultural Ecology, Chinese Academy of Sciences, Changchun, Jilin 130012 );Analysis on Spatial-Temporal Characteristics and Driving Factors of Woodland Change in the Northeastern China Based on 3S Technology[J];Scientia Geographica Sinica;2004-01
6 LI Xiao-Bing,CHEN Yun-Hao,WANG Hong,SHI Pei-Jun (College of Resources Science of Beijing Normal University/Open Laboratory of Environmental Changes and Natural Disasters of the Ministry of Education, Beijing 100875 );Regional Distribution of Land Cover Change Amplitude in China[J];Scientia Geographica Sinica;2004-03
7 YAN Chang-Zhen~(1,2), WU Bin-Fang~1 (1. Institute of Remote Sensing Application, Chinese Academy of Sciences, Beijing 100101; 2 Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences, Lanzhou, Gansu 730000);Remote Sensing Analysis on Forest and Grass Cover Changes in the Contiguous Region of Shanxi, Shaanxi and Inner Mongolia[J];Scientia Geographica Sinica;2004-04
8 YU Xing-Xiu~(1,2) , YANG Gui-Shan~2 , WANG Yao~1(1. Department of geography and tourism, Liyi teacher's University, Liyi, Shangdong 276005; 2. Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, Jiangsu 210008. );Advances in Researches on Environmental Effects of Land Use/Cover Change[J];Scientia Geographica Sinica;2004-05
9 TANG Li-Na~(1,2,3), CHEN Chun~2, WANG Qing-Li~1, HAO Zhan-Qing~1, DAI Li-Min~1 ( 1. Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, Liaoning 110016; 2. Key Laboratory for Vegetation Science, Ministry of Education, Northeast Normal University, Changchun, Jilin 130026; 3. Graduate School of Chinese Academy of Sciences, Beijing 100101);Landscape Patterns and Changes of Farming-Pastoral Zone in Northeast China Based on the Remote Sensing Data——A Case Study of Changling County of Jilin Province[J];Scientia Geographica Sinica;2005-01
10 LEI Jun, ZHANG Xue-Yan, WU Shi-Xin, ZHANG Xiao-Lei, LU Qi (Institute of Geographic Science and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101; Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, Xinjiang 830011);Study on the Spatial-temporal Characteristics of the Rural-urban Construction Land use Change in Xinjiang[J];Scientia Geographica Sinica;2005-02
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