研究方向
主要從事地理模擬、空間智慧型及最佳化決策方面的研究
學歷背景
2002.9-2008.6 中山大學地理科學與規劃學院遙感與GIS工程系,碩博連讀,獲博士學位;
1998.9-2002.6 中山大學地理科學與規劃學院,獲自然地理學學士學位;
工作經歷
2010.12-中山大學教授(破格)
2008.7-2010.12中山大學副教授(破格)、百人計畫
社會任職
中山大學“百人計畫”引進人才(2008.7),2012年中組部首批青年拔尖人才支持計畫入選者,2011年“全國百篇優秀博士論文”獲得者,2009年“教育部新世紀優秀人才支持計畫”入選者。中國地理信息系統協會理論與方法專業委員會委員,中國海外地理信息科學協會(CPGIS)委員。
國際著名GIS刊物 International Journal of Geographical Information Science(英國)、 Landscape and Urban Planning審稿人,國核心心刊物“地理學報”、“測繪學報”“中南大學學報”等審稿人。
論文發表
GIS專業最權威刊物(International Journal of Geographical Information Science)
1) Liu Xiaoping, Li Xia, Liu Lin, He Jinqaing. A bottom-up approach to discover transition rules of cellular automata using ant intelligence. International Journal of Geographical Information Science. 2008, 22(11-12): 1247-1269.
2) Liu Xiaoping, Li Xia, Shi Xun, Zhang Xiaohu. Simulating land use dynamics under planning policies by integrating artificial immune systems with cellular automata. International Journal of Geographical Information Science, 2010, 24(5): 783-802.
3) Liu Xiaoping, Li Xia, Tan Zhangzhi. Zoning farmland protection under spatial constraints by integrating remote sensing, GIS and artificial immune systems. International Journal of Geographical Information Science. 2011, 25(11): 1829-1848.
4) Liu Xiaoping, Li Xia, Shi Xun, Huang Kangning. A multi-type ant colony optimization (MACO) method for optimal land use allocation in large areas. International Journal of Geographical Information Science. 2012, 26(7): 1325-1343.
5) Liu Xiaoping, Ma Lei, Li Xia, Ai Bing, Li Shaoying, He Zhijian. Simulating urban growth by integrating landscape expansion index (LEI) and cellular automata. International Journal of Geographical Information Science. 2014, 28(1): 148-163.
6) Huang Kanging, Liu Xiaoping(Correspondence author), Li Xia, Liang Jiangyong. An improved artificial immune system for seeking the Pareto front of land use allocation problem in large areas. International Journal of Geographical Information Science. 2013, 27(5): 922-946.
7) Li Xuecao, Liu Xiaoping(Correspondence author). A systematic sensitivity analysis of constraint cellular automata model for urban growth simulation based on different transition rules. International Journal of Geographical Information Science. (In press).
8) Li Shaoying, Li Xia, Liu Xiaoping(Correspondence author). Simulation of spatial population dynamics based on labor economics and multi-agent systems: A case study on a rapidly developing manufacturing metropolis. International Journal of Geographical Information Science. 2013, 27(12): 2410-2435.
9) Li Xia, Liu Xiaoping. An extended cellular automaton using case-based reasoning for simulating urban development in a large complex region. International Journal of Geographical Information Science. 2006, 20: 1109-1136.
10) Li Xia, Liu Xiaoping. Embedding sustainable development strategies in agent-based models for use as a planning tool. International Journal of Geographical Information Science. 2008, 22, 21-45.
11) Li Xia, He Jinqiang, Liu Xiaoping. Intelligent GIS for solving high-dimensional site selection problems using ant colony optimization techniques. International Journal of Geographical Information Science. 2009, 23(3-4), 399-416.
12) Li Xia, He Jinqiang, Liu Xiaoping. Ant intelligence for solving optimal path-covering problems with multi-objectives. International Journal of Geographical Information Science. 2009, 23(7), 839 – 857.
13) Chen Yi Min, Li Xia, Liu Xiaoping. An Agent-based Model for Optimal Land Allocation (AgentLA) with a Contiguity Constraint. International Journal of Geographical Information Science. 2010, 24(8): 1269-1288.
14) Li Xia, Zhang Xiaohu, Yeh A G O, Liu Xiaoping. Parallel cellular automata for large-scale urban simulation using load-balancing techniques. International Journal of Geographical Information Science. 2010, 24(6): 803-820.
15) Li Xia, Chen Yimin, Liu Xiaoping. Concepts, methodologies, and tools of an integrated geographical simulation and optimization system simulation and optimization system. International Journal of Geographical Information Science. 2011, 25(4): 633-655.
16) Li Xia, Lao Chunhua, Liu Xiaoping. Coupling urban cellular automata with ant colony optimization for zoning protected natural areas under a changing landscape. International Journal of Geographical Information Science. 2011, 25(4): 575-593.
17) Chen Yi Min, Li Xia, Wang shujie, Liu Xiaoping. Defining agents’ behaviour based on urban economic theory to simulate complex urban residential dynamics. International Journal of Geographical Information Science. 2012, 26(7): 1155-1172.
18) Li Xia, Zhang Yihan, Liu Xiaoping. Assimilating process context information of cellular automata into change detection for monitoring land use changes. International Journal of Geographical Information Science. 2012, 26(9): 1667-1687.
19) Li Xia, Lin Jingyao, Chen Yimin, Liu Xiaoping. Calibrating cellular automata based on landscape metrics by using genetic algorithms. International Journal of Geographical Information Science (In press)
20) Chen Yi Min, Li Xia, Liu Xiaoping. Modeling urban land-use dynamics in a fast developing city using the modified logistic cellular automaton with a patch-based simulation strategy. International Journal of Geographical Information Science (In press) 遙感專業權威刊物 (Remote Sensing of Environment 、IEEE Transactions On Geoscience and Remote Sensing、International Journal of Remote Sensing)
21) Liu Xiaoping, Li Xia, Liu Lin, He Jinqiang. An Innovative Method to Classify Remote-Sensing Images Using Ant Colony Optimization. IEEE Transactions On Geoscience and Remote Sensing. 2008, 46(22): 4198-4208.
22) Liu Xiaoping, Li Xia, Zhang Xiaohu. Determining class proportions within a pixel using a new mixed-label analysis method. IEEE Transactions On Geoscience and Remote Sensing, 2010, 48(4): 1882-1891.
23) Liang Jiangyong, Liu Xiaoping(Correspondence author), Huang Kanging, Li Xia. Automatic Registration of Multi-sensor Images Using an Integrated Spatial and Mutual Information (SMI) Metric. IEEE Transactions On Geoscience and Remote Sensing, 2014, 52(1): 603-615.
24) Liang Jiangyong, Liu Xiaoping(Correspondence author), Huang Kanging, Li Xia. Improved snow depth retrieval by integrating microwave brightness temperature and visible/infrared reflectance. Remote Sensing of Environment (Accept).
25) Li Xuecao, Liu Xiaoping(Correspondence author). Aggregative model-based classifier ensemble for improving land use/cover classification of Landsat TM Images. International Journal of Remote Sensing. 2014, 35(4): 1481-1495.
26) Ai Bing, Liu Xiaoping(Correspondence author). An Improved Sub-pixel Mapping Method Coupling Spatial Dependence with Directivity and Connectivity. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. (DOI 10.1109/JSTARS.2014.2313978)
景觀生態學國際權威刊物(Ecological Modelling、Landscape Ecology)
27) Liu, Xiaoping, Li Xia, Simulating complex urban development using kernel-based non-linear cellular automata. Ecological Modelling. 2008, 211(1-2): 169-181.
28) Liu, Xiaoping, Ou Jinpei, Li Xia, Ai Bin. Combining system dynamics and hybrid particle swarm optimization for land use allocation. Ecological Modelling. 2013, 257: 11-24.
29) Liu, Xiaoping, Li Xia, A new landscape index for quantifying urban expansion using multi-temporal remotely sensed data. Landscape Ecology. 2010, 25: 671-682.
30) Liu, Xiaoping, Lao Chunhua, Li Xia, An integrated approach of remote sensing, GIS and swarm intelligence for zoning protected ecological areas. Landscape Ecology. 2012, 27: 447-463.
31) Ou, Jinpei, Liu Xiaoping (Correspondence author), Li Xia, Quantifying the relationship between urban forms and carbon emissions using panel data analysis. Landscape Ecology. 2013, 28: 1889-1907.
環境科學國際權威刊物(Journal of Environmental Management)
32) Li Xia, Liu Xiaoping, Defining agents’ behaviors to simulate complex residential development using multicriteria evaluation, Journal of Environmental Management. 2007, 85: 1063-1075.
33) Pei Fengsong, Li Xia, Liu Xiaoping, Assessing the impacts of droughts on net primary productivity in China, Journal of Environmental Management. 2013, 114: 362-371.
34) Pei Fengsong, Li Xia, Liu Xiaoping, Assessing the differences in net primary productivity between pre- and post-urban land development in China, Agricultural and Forest Meteorology. 2013, 171-172: 174-186.
景觀規劃國際權威刊物(Landscape and Urban Planning)
35) Li Xia, Yang Qingsheng, Liu Xiaoping. Discovering and evaluating urban signatures for simulating compact development using cellular automata. Landscape and Urban Planning. 2008, 86: 177-186.
36) Chen Yimin, Li Xia, Zheng Yong, Guang Yanyan, Liu Xiaoping. Estimating the relationship between urban forms and energy consumption: A case study in the Pearl River Delta, 2005–2008. Landscape and Urban Planning. 2011, 102: 33-42.
地理學國際權威刊物(Annals of the Association of American Geographers)
37) Li X, Shi X, He, J Q, Liu Xiaoping, 2011, Coupling simulation and optimization to solve planning problems in a fast developing area. Annals of the Association of American Geographers. 101(5), 1032–1048.
38) Chen Yimin, Li Xia, Wang Shujie, Liu Xiaoping, 2013, Simulating Urban Form and Energy Consumption in the Pearl River Delta Under Different Development Strategies. Annals of the Association of American Geographers. (In press) 中國科學、科學通報等
39) 劉小平,黎夏,葉嘉安,何晉強,利用蟻群智慧型挖掘地理元胞自動機的轉換規則,中國科學,D輯,2007,37(6),824-834.
Liu Xiaoping, Li Xia, Yeh, A.G.O, Discovery of transition rules for geographical cellular automata by using ant colony optimization, Science in China (Series D). 2007, 50(10), 1578-1588.
40) 劉小平,黎夏,彭曉鵑,黎海波,何晉強,一種基於生物群集智慧型最佳化的遙感分類方法,中國科學,D輯,2007,37(10),1400-1408
Liu, Xiaoping, Li Xia, Peng Xiaojuan, He Jinqiang, Swarm intelligence for classification of remote sensing classification data, Science in China (Series D). 2008, 51(1), 79-87
41) 劉小平,黎夏,葉嘉安,基於多智慧型體系統的空間決策行為及土地利用格局演變的模擬,中國科學,2006,36(11),1027-1036
Liu Xiaoping, Li Xia, Yeh A G O, Multi-agent systems for simulating spatial decision behaviors and land use dynamics, Science in China (Series D). 2006, 49(11), 1184 -1194
42) 黎夏,楊青生,劉小平,基於CA的城市演變的知識挖掘及規劃情景模擬,中國科學,D輯,2007,37(9),1242-1251
Li Xia, Yang Qingsheng, Liu Xiaoping, Genetic algorithms for determining the parameters of cellular automata in urban simulation, Science in China (Series D). 2007, 50(12), 1857-1866
43) Deng Ruru, Liu Qinhuo, Ke Ruipeng, Chen Lei, Liu Xiaoping, 2004, Model for water pollution remote sensing based on double scattering and its application in the Zhujiang River outfall. Acta Oceanologica Sinica. 23(1), 119-128(SCI論文)
44) Li Xia., Yeh A G O, Wang Shugong, Liu Kai, Liu Xiaoping, 2007. Regression and analytical models for estimating mangrove wetland biomass in South China using Radarsat images. International Journal of Remote Sensing. 28(24), 5567 - 5582(SCI論文)
45) Liu Tao, Li Xia, Liu Xiaoping, 2010. Integration of small world networks with multiagent systems for simulating epidemic spatiotemporal transmission. Chinese science bulletin. 55(13), 1285-1293(SCI論文)
46) Li Dan, Li Xia, Liu Xiaoping, 2012. GPU-CA model for large-scale land-use change simulation. Chinese science bulletin. 57(19), 2442-2452(SCI論文),地理學報
47) 劉小平,黎夏,張嘯虎,陳剛強,李少英,陳逸敏,人工免疫系統與嵌入規劃目標的城市模擬及套用,地理學報,2008,63(8),882-894
48) 劉小平,黎夏,艾彬,陶海燕,伍少坤,劉濤,基於多智慧型體的土地利用模擬與規劃模型,地理學報,2006,61(10),1101-1112
49) 劉小平,黎夏,從高維特徵空間中獲取元胞自動機的非線性轉換規則,地理學報,2006,61(6),663-672
50) 劉小平,黎夏,陳逸敏,秦雁,李少英,一種新的景觀指數及其在城市擴張定量分析中的套用,地理學報,2009,64(12),1430-1438
51) 劉小平,黎夏,陳逸敏,劉濤,李少英,基於多智慧型體的居住區位空間選擇模型,地理學報,2010, 65(6),695-707
52) 黎夏,劉小平,基於案例推理的元胞自動機及大區域城市演變模擬,地理學報,2007,62(10),1097-1109
53) 黎夏,劉小平,基於耦合的地理模擬最佳化系統,地理學報,2009,64(8),1009-1018
54) 陶海燕,黎夏,陳曉翔,劉小平,基於多智慧型體的地理空間分異現象模擬——以城市居住空間演變為例,地理學報,2007,62(6),579-588.
55) 陳逸敏,黎夏,劉小平,基於耦合地理模擬最佳化系統GeoSOS的農田保護區預警,地理學報,2010,65(9),1137-1145,遙感學報、生態學報、測繪學報、中山大學學報、地理科學
56) 劉小平,黎夏,Fisher判別及自動獲取元胞自動機的轉換規則,測繪學報,2007,36(1),112-118(EI論文)
57) 劉小平,黎夏,彭曉鵑,生態位元胞自動機在土地可持續規劃模型中的套用,生態學報, 2007, 27(6): 2391-2402.
58) 劉小平,黎夏,何晉強,基於蟻群集智慧型的遙感影像分類新方法,遙感學報,2008,12(2),253-262.
59) 劉小平, 黎夏,陳蕾,改進最短距離法自動獲取元胞自動機轉換規則,中山大學學報,2006,45(4),103-106(EI論文)
60) 劉小平,鄧孺孺,彭曉鵑,懸浮泥沙定量遙感綜合模式及其在珠江口中的套用,中山大學學報,2005,44(3),110-113(EI論文)
61) 劉小平,鄧孺孺,彭曉鵑,基於TM影像的快速大氣校正方法,地理科學,2005,25(1),87-93
62) 伍少坤,黎夏,劉小平,龔友夫,基於城市擴張的動態選址模型——以深圳垃圾轉運站選址為例,地理科學,2008,28(3),314-319
63) 黎海波,黎夏,劉小平,多目標粒子群算法與選址中的形狀最佳化,遙感學報,2008,12(5),724-733
64) 何晉強,黎夏,劉小平,蟻群智慧型及其在大區域基礎設施選址中的套用,遙感學報,2009,12(2),246-256
65) 黎夏,葉嘉安,王樹功,劉凱,劉小平,錢峻屏,紅樹林濕地植被生物量的雷達遙感估算. 遙感學報,2006, 10(3),387-396
66) 喬紀綱,劉小平,張奕漢,基於LiDAR高度紋理和神經網路的地物分類. 遙感學報,2011, 15(3),546-553(通訊作者)
67) 張奕漢,黎夏,劉小平,喬紀綱,基於數據同化的元胞自動機. 遙感學報,2011, 15(3),483-491(通訊作者) 其它期刊論文
68) Liu Xiaoping, Li Xia Ai Bing Liu Tao. Kernel-Based Cellular Automata for Urban Simulation, Natural Computation, 2007. ICNC 2007. Volume III. 556-560(EI論文)
69) 劉小平,鄧孺孺,彭曉鵑,城市綠地遙感信息自動提取研究,地域研究與開發,2005,24(5),110-113.
70) 劉小平,彭曉鵑,艾彬,像元信息分解與決策樹相結合的影像分類方法,地理與地理信息科學,2004,20(6),35-39
71) 陶嘉,黎夏,劉小平,何晉強,分析學習智慧型元胞自動機及最佳化的城市模擬,地理與地理信息科學,2007,23(5),43-51
72) 楊青生,黎夏,劉小平,基於Agent和CA的城市土地利用變化模擬,地球信息科學,2005,7(2),78-81
73) 黎夏,葉嘉安,劉小平,地理模擬系統在城市規劃中的套用,城市規劃,2006,30(6),69-74
74) 陳蕾,鄧孺孺,柯銳鵬,劉小平,基於地面耦合的TM影像的大氣校正——以珠江口為例,地理與地理信息科學,2004,20(2),34-37
75) 艾彬,徐建華,岳文澤,劉小平,湖南省城市空間關聯研究,地域研究與開發,2004,23(6),48-52
76) 彭曉鵑,鄧孺孺,劉小平,遙感尺度轉換研究進展,地理與地理信息科學,2004, 20(5),6-14
77) 劉濤,黎夏,劉小平,基於小世界網路的多智慧型體及傳染病時空傳播模擬,科學通報,2009,54(24),3834-3843
78) 李少英,黎夏,劉小平,城市軸向擴展時空過程模型與測度——以東莞市城市發展為例,城市發展研究,2009,16(9),73-80
79) 李少英,黎夏,劉小平,基於多時相圖譜的土地利用變化特徵分析,遙感信息,2008,4,39-44
專著(2本)
80) 黎夏,葉嘉安,劉小平,楊青生,地理模擬系統:元胞自動機和多智慧型體,2007,北京:科學出版社, 312 pp.
81) 黎夏,劉小平,李少英,智慧型式GIS與空間最佳化,北京:科學出版社,278 pp(2010年1月出版)
(二)、負責或參與的科研項目
1) 國家優秀青年科學基金項目“地理模擬與空間智慧型”(負責人,批准號41322009,2014-2016年,總經費100萬人民幣)。
2) “萬人計畫”青年拔尖人才支持項目(負責人, 2014-2016年,總經費240萬人民幣)。
3) 國家自然科學基金“基於複雜多目標的低碳城市空間結構及形態的模擬與最佳化”(負責人,批准號41171308,2012-2015年,總經費65萬人民幣)。
4) 國家自然科學基金“基於決策主體與動態多目標的土地資源時空最佳化配置研究”(負責人,批准號40901187,2010-2012年,總經費25萬人民幣)。
5) 國家重點基礎研究發展計畫(973計畫)“對地觀測感測網一體化數據融合與同化方法” (副組長,項目編號2011CB707103,2011-2015年,總經費392萬人民幣)。
6) 全國優秀博士學位論文作者專項資金(負責人,批准號3149001,2012-2015年,總經費66萬人民幣)
7) 中山大學“百人計畫”啟動項目“地理模擬和遙感圖像智慧型處理”(負責人,項目編號3172211,2008-2010年,總經費50萬人民幣)。
8) 資源與環境信息系統國家重點實驗室開放課題“智慧型地理模擬及空間最佳化技術研究”(負責人,項目編號4106298,2008-2009年,總經費20萬人民幣)。
9) 中山大學重點培育計畫項目“基於人工智慧的城市模擬及土地利用空間最佳化”(負責人,項目編號1132317,2008-2010年,總經費30萬人民幣)。
10) 廣東省自然科學基金項目“基於群集智慧型與決策主體的土地利用時空最佳化研究”(負責人,項目編號9451027501002471,2009-2011年,總經費3萬人民幣)。
11) 教育部博士點基金“複雜變化環境下的土地資源動態最佳化及高效配置研究”(負責人,項目編號4115391,2009-2011年,總經費3.6萬人民幣)。
12) 教育部新世紀優秀人才計畫資助項目“土地利用動態變化模擬及智慧型決策支持研究”(負責人,項目編號3161398,2010-2013年,總經費15萬人民幣)。
13) 廣東省優秀博士論文項目資助“基於空間智慧型的城市生態控制線自動劃定研究”(負責人,項目編號3467954,2010-2012年,總經費5萬人民幣)。
14) 地方委託項目“畢節-大方生態環境保護專題研究”(負責人,2013-2015年,總經費30萬人民幣)。
15) 地方委託項目“廣東省海岸帶演變監測及生態預警”(負責人,項目編號7085321,2010-2011年,總經費35萬人民幣)。
16) 地方委託項目“白雲區2020年建設用地規模和空間布局研究”(負責人,2011-2013年,總經費32萬人民幣)。
17) 國家自然科學基金重點項目“複雜資源環境及演變下的智慧型化地理模擬及決策支持”(排名第三,項目編號40830532,2009-2012年,總經費150萬人民幣)。
18) 國家高技術研究發展計畫(863計畫)“基於格線計算的地理模擬系統”(排名第三,項目編號4104177,2007-2009年,總經費88萬人民幣)。