Please wait a minute...
 
Remote Sensing for Land & Resources    2018, Vol. 30 Issue (3) : 9-17     DOI: 10.6046/gtzyyg.2018.03.02
|
An overview of urban land use research based on GIS
Jinlong DU1, Jiwei ZHU1(), Jiancang XIE1,3, Zenghui MA2,3
1. State Key Laboratory Base of Eco-Hydraulic Engineering in Arid Area, Xi’an University of Technology, Xi’an 710048,China;
2. Shaanxi Land Construction Group, Shaanxi LCG Land Project Technology Institute, Xi’an 710075, China;
3. Shaanxi Land Construction Group, Key Laboratory of Degraded and Unused Land Consolidation Engineering the Ministry of Land and Resources of China, Xi’an 710075, China;
Download: PDF(778 KB)   HTML
Export: BibTeX | EndNote | Reference Manager | ProCite | RefWorks    
Abstract  

Combined with research status of urban land use both in China and abroad, this paper expounds the status and problems of GIS in urban land use research and puts forward some corresponding improvement methods, with the purpose of providing scientific basis for the rational use of urban land. Methods employed include documentary data analysis and comparative analysis. The results indicate that the application of GIS in the study of urban land use is mainly the function of its powerful spatial analysis, model analysis and so on. The application of GIS in the study of urban land use is reviewed from five aspects, i.e., urban land use change, evaluation and planning, expansion and evolution, structure and optimization. The current research focuses and shortcomings are analyzed at the same time, i.e., the development trend of GIS technology and the scientific problems faced by urban land use research, the two complementing and promoting each other. At present, based on summarizing relevant theories of various disciplines and combining with the support of GIS technology, it is necessary to carry out research on the correlation between urban functions and urban land use and form a systematic urban land use theory system. Further study on the functional land use mechanism of different types of cities in small and medium-sized cities and underdeveloped areas, promote the integration of GIS technology and urban land use model library, and more effectively guide the application of GIS in urban land use research.
Keywords GIS      land use      evaluation      expansion      optimization     
:  F301.24  
Corresponding Authors: Jiwei ZHU     E-mail: xautzhu@163.com
Issue Date: 10 September 2018
Service
E-mail this article
E-mail Alert
RSS
Articles by authors
Jinlong DU
Jiwei ZHU
Jiancang XIE
Zenghui MA
Cite this article:   
Jinlong DU,Jiwei ZHU,Jiancang XIE, et al. An overview of urban land use research based on GIS[J]. Remote Sensing for Land & Resources, 2018, 30(3): 9-17.
URL:  
https://www.gtzyyg.com/EN/10.6046/gtzyyg.2018.03.02     OR     https://www.gtzyyg.com/EN/Y2018/V30/I3/9
GIS功能 应用方向 主要内容
空间分析功能,结合数理统计软件及相关预测模型 城市土地利用变化 城市土地利用变化定量分析、时空分析和动态过程分析
空间分析功能,将评价因子数字化,形成有效影响因子空间分布特征图等 城市土地利用评价及规划 城市土地利用生态安全评价、生态适宜性评价、综合效益评价以及三维定量评价等
提取功能、空间分析功能并结合相关模型 城市土地利用扩展及演变 城市土地利用扩展状况、时空演变特征及驱动因素分析
基于GIS技术,采用模型并选取相关指标,通过空间分析统计,从不同角度分析等 城市土地利用结构 城市土地利用空间结构特征分析
GIS技术结合相关优化模型,GIS的图像、数据处理功能等 城市土地利用优化 城市土地利用面积优化、景观生态优化和空间结构优化
Tab.1  Application of GIS in the study of urban land use
[1] 梁明杨 . 基于GIS的土地利用变化研究——以济南市市中区土地变更调查为例[D]. 天津:河北工业大学, 2013.
[1] Liang M Y . Study on Land Use Change Based on GIS-Case in Shizhong District Land Change Survey[D]. Tianjin:Hebei University of Technology, 2013.
[2] Kittler J, Hancock E R . Combining evidence in probabilistic relaxation[J]. International Journal of Pattern Recognition and Artificial Intelligence, 1989,3(1):29-51.
doi: 10.1142/S021800148900005X url: http://www.worldscientific.com/doi/abs/10.1142/S021800148900005X
[3] Shi W Z, Ehlers M . Determining uncertainties and their propagation in dynamic change detection based on classified remotely-sensed images[J]. International Journal of Remote Sensing, 1996,17(14):2729-2741.
doi: 10.1080/01431169608949103 url: http://www.tandfonline.com/doi/abs/10.1080/01431169608949103
[4] Ketut W . Spectral and Textural Aspects of multisensor and multitemporal satellite data for land use/land cover mapping in a tropical area[J]. International Journal of Remote Sensing, 2000,27(10):1200-1215.
[5] Jenson J Q, Cowen D. Principles of Change Detection Using Digital Remote Sensor Data,Integration of GIS and Remote Sensing[M]. Cambridge: Cambridge University Press, 1997: 45-52.
[6] Janssen L L F, Vanderwel F J M . Accuracy assessment of satellite derived land-cover data:A review[J]. Photogrammetric Engineering and Remote Sensing, 1994,60(4):419-426.
doi: 10.1016/0924-2716(94)90066-3 url: http://www.researchgate.net/publication/40208382_Accuracy_assessment_of_satellite_derived_land_cover_data_a_review
[7] Ode Å, Fry G . A model for quantifying and predicting urban pressure on woodland[J]. Landscape and Urban Planning, 2006,77(1/2):17-27.
doi: 10.1016/j.landurbplan.2005.01.003 url: http://linkinghub.elsevier.com/retrieve/pii/S0169204605000149
[8] Nichol J, Wong M S . Modeling urban environmental quality in a tropical city[J]. Landscape and Urban Planning, 2005,73:49-58.
doi: 10.1016/j.landurbplan.2004.08.004 url: http://linkinghub.elsevier.com/retrieve/pii/S0169204604000957
[9] Singh A . Digital change detection techniques using remote-sensed data[J]. International Journal of Remote sensing, 1989,10(6):989-1003.
doi: 10.1080/01431168908903939 url: http://www.tandfonline.com/doi/abs/10.1080/01431168908903939
[10] Crist E P, Cicone R C . Application of the tasseled cap concept to simulated thematic mapper data[J]. Photogrammetric Engineering and Remote Sensing, 1984,50:343-352.
doi: 10.1016/0031-8663(84)90021-8 url: http://www.researchgate.net/publication/23916564_Application_of_the_Tasseled_Cap_concept_to_simulated_thematic_mapper_data
[11] 凌怡莹 . 城市土地利用结构及其演变的非线性研究——以上海市为例[D]. 上海:华东师范大学, 2004.
[11] Ling Y Y . Study on the Urban Land Use Structure and its Evolution-A Case Study of Shanghai[D]. Shanghai:East China Normal University, 2004.
[12] 顾朝林 . 北京土地利用/覆盖变化机制研究[J]. 自然资源学报, 1999,14(4):307-312.
doi: 10.11849/zrzyxb.1999.04.003 url: 年度引用
[12] Gu C L . Study on phenomena and mechanism of land use/cover change in Beijing[J]. Journal of Natural Resources, 1999,14(4):307-312.
[13] 张镱锂, 李秀彬, 傅小锋 , 等. 拉萨城市用地变化分析[J]. 地理学报, 2000,55(4):395-406.
[13] Zhang Y L, Li X B, Fu X F , et al. Urban land use change in Lhasa[J]. Acta Geographica Sinica, 2000,55(4):395-406.
[14] 史培军, 陈晋, 潘耀忠 . 深圳市土地利用变化机制分析[J]. 地理学报, 2000,55(2):151-160.
[14] Shi P J, Chen J, Pan Y Z . Landuse change mechanism in Shenzhen City[J]. Acta Geographica Sinica, 2000,55(2):151-160.
[15] 刘盛和, 吴传钧, 沈洪泉 . 基于GIS的北京城市土地利用扩展模式[J]. 地理学报, 2000,55(4):407-416.
[15] Liu S H, Wu C J, Shen H Q . A GIS based model of urban land use growth in Beijing[J]. Acta Geographica Sinica, 2000,55(4):407-416.
[16] 何流, 崔功豪 . 南京城市空间扩展的特征与机制[J].城市规划汇刊, 2000(6):56-60.
[16] He L, Cui G H . Study on the urban spatial expansion of Nanjing City[J].Urban Planning Forum, 2000(6):56-60.
[17] 王雨晴, 宋戈 . 城市土地利用综合效益评价与案例研究[J]. 地理科学, 2006,26(6):743-748.
doi: 10.3969/j.issn.1000-0690.2006.06.017 url: http://d.wanfangdata.com.cn/Periodical/dlkx200606017
[17] Wang Y Q, Song G . The benefits evaluation method and application of urban land use[J]. Scientia Geographica Sinica, 2006,26(6):743-748.
[18] 周飞, 陈士银, 吴明发 , 等. 湛江市土地利用综合效益及其演化评价[J]. 地域研究与开发, 2007,26(4):89-92.
[18] Zhou F, Chen S Y, Wu M F , et al. Evaluating on land use multiple efficiency and its evolvement in Zhanjiang[J]. Areal Research and Development, 2007,26(4):89-92.
[19] 韩书成, 濮励杰 . 江苏土地利用综效益空间分异研究[J]. 长江流域资源与环境, 2008,17(6):853-859.
[19] Han S C, Pu L J . Spatial differentiation of comprehensive land use efficiency in Jiangsu Province[J]. Resources and Environment in the Yangtze Basin, 2008,17(6):853-859.
[20] 徐金哲, 陶军德, 汤永玲 . 哈尔滨市土地利用社会经济效益与生态环境效益相关分析[J].经济研究导刊, 2010(36):142-144.
doi: 10.3969/j.issn.1673-291X.2010.36.059 url: http://d.wanfangdata.com.cn/Periodical_jjyjdk201036059.aspx
[20] Xu J Z, Tao J D, Tang Y L . Correlation analysis of social and economic benefit and ecological environment benefit of land use in Harbin[J].Economic Research Guide, 2010(36):142-144.
[21] 张旺锋, 林志明 . 兰州市城市土地利用效益评价[J]. 西北师范大学学报(自然科学版), 2009,45(5):99-103.
[21] Zhang W F, Lin Z M . The evaluation of urban land use efficiency in Lanzhou City[J]. Journal of Northwest Normal University(Natural Science), 2009,45(5):99-103.
[22] 戴菲, 陈松林 . 基于功效系数法的福州市土地利用效益评价[J]. 太原师范学院学报(自然科学版), 2009,8(3):94-98,120.
[22] Dai F, Chen S L . The evaluation of land use efficiency for Fuzhou city based on efficiency coefficient method[J]. Journal of Taiyuan Normal University(Natural Science Edition), 2009,8(3):94-98,120.
[23] 王蓉, 张桂兰 . 哈尔滨市土地利用综合效益评价[J]. 哈尔滨师范大学自然科学学报, 2010,26(3):105-109.
[23] Wang R, Zhang G L . The evaluation of urban land use efficiency in Harbin City[J]. Natural Science Journal of Harbin Normal University, 2010,26(3):105-109.
[24] 陈静, 付梅臣, 陶金 , 等. 唐山市土地利用效益评价及驱动机制[J]. 资源与产业, 2010,12(1):60-63.
[24] Chen J, Fu M C, Tao J , et al. Evaluation and drives of land utilization benefit in Tangshan City[J]. Resources & Industries, 2010,12(1):60-63.
[25] 李丹, 张文秀, 郑华伟 , 等. 山东半岛城市群城市用地综合效益分析[J].国土与自然资源研究, 2010(2):24-26.
[25] Li D, Zhang W X, Zheng H W , et al. Analysis on comprehensive benefit for urban land in Shandong peninsula city group[J].Territory and Natural Resources Study, 2010(2):24-26.
[26] 陈彦光, 刘继生 . 城市土地利用结构和形态的定量描述:从信息熵到分维数[J]. 地理研究, 2001,20(2):146-152.
doi: 10.3321/j.issn:1000-0585.2001.02.003 url: http://d.wanfangdata.com.cn/Periodical_dlyj200102003.aspx
[26] Chen Y G, Liu J S . An index of equilibrium of urban land-use structure and information dimension of urban form[J]. Geographical Research, 2001,20(2):146-152.
[27] 薛丽霞, 王佐成, 李永树 , 等. 基于3S的土地利用时空特征研究——重庆市北部新区为例[J]. 重庆邮电学院学报(自然科学版), 2006,18(1):1-6.
[27] Xue L X, Wang Z C, Li Y S , et al. Research on spatial-temporal features of land use based on 3S:Example for northern new city of Chongqing[J]. Journal of Chongqing University of Posts and Telecommunications:Natural Science, 2006,18(1):1-6.
[28] 李艳丽, 赵纯勇, 穆新伟 . 基于GIS与RS技术的城市土地利用/覆盖变化分析[J]. 水土保持研究, 2006,13(3):72-74.
[28] Li Y L, Zhao C Y, Mu X W . Analysis on urban land use and land cover change based on GIS and RS[J]. Research of Soil and Water Conservation, 2006,13(3):72-74.
[29] 王思远, 张增祥, 周全斌 , 等. 基于遥感与GIS技术的土地利用时空特征研究[J]. 遥感学报, 2002,6(3):223-228.
doi: 10.3321/j.issn:1007-4619.2002.03.011 url: http://d.wanfangdata.com.cn/Periodical/ygxb200203011
[29] Wang S Y, Zhang Z X, Zhou Q B , et al. Study on spatial-temporal features of land use/land cover change based on technologies of RS and GIS[J]. Journal of Remote Sensing, 2002,6(3):223-228.
[30] 朱会义, 何书金, 张明 . 土地利用变化研究中的GIS空间分析方法及其应用[J]. 地理科学进展, 2001,20(2):104-110.
doi: 10.11820/dlkxjz.2001.02.002 url: http://d.wanfangdata.com.cn/Periodical_dlkxjz200102002.aspx
[30] Zhu H Y, He S J, Zhang M . GIS spatial analysis and its application in the research of land use change[J]. Progress in Geography, 2001,20(2):104-110.
[31] 李琳 . 厦门市土地利用变化及其驱动力分析[J]. 地理空间信息, 2017,15(2):105-107.
doi: 10.3969/j.issn.1672-4623.2017.02.032 url: http://d.wanfangdata.com.cn/Periodical/dlkjxx201702033
[31] Li L . Analysis of land use change and its driving force in Xiamen City[J]. Geospatial Information, 2017,15(2):105-107.
[32] 黄端, 李仁东, 邱娟 , 等. 武汉城市圈土地利用时空变化及政策驱动因素分析[J]. 地球信息科学学报, 2017,19(1):80-90.
[32] Huang D, Li R D, Qiu J , et al. Analysis on spatio-temporal variation of land use and its policy-driven factors in Wuhan metropolitan area[J]. Journal of Geo-Information Science, 2017,19(1):80-90.
[33] 朱瑜馨, 张锦宗 . 基于GIS的聊城市土地利用动态变化与预测研究[J]. 安徽农业科学, 2007,35(7):2172-2173.
doi: 10.3969/j.issn.0517-6611.2007.07.145 url: http://d.wanfangdata.com.cn/Periodical/ahnykx200707145
[33] Zhu Y X, Zhang J Z . Variation change and prediction research of land-use dynamic change of Liaocheng City based on GIS[J]. Journal of Anhui Agricultural Sciences, 2007,35(7):2172-2173.
[34] 郭斌 . 基于RS、GIS的城市土地利用变化与生态安全评价研究——以西安为例[D]. 西安:陕西师范大学, 2007.
[34] Guo B . Urban land use change and ecological security evaluation in Xi’an based on RS and GIS[D]. Xi’an:Shaanxi Normal University, 2007.
[35] 黄小芳 . GIS在城市土地利用生态适宜性评价中的应用——以上海市浦东新区为例[J]. 科学技术与工程, 2011,11(31):7841-7846.
[35] Huang X F . The application of GIS in urban landuse ecological suitability assessment:A case study of Pudong new area[J]. Science Technology and Engineering, 2011,11(31):7841-7846.
[36] 白丽娜 . 基于GIS的城市土地利用综合效益评价研究[D]. 长春:吉林大学, 2012.
[36] Bai L N . Research on comprehensive benefit evaluation of urban land use based on GIS[D]. Changchun:Jilin University, 2012.
[37] 田毅, 吴克宁, 郑新奇 , 等. 基于GIS的北京市海淀区土地利用强度三维定量评价[J]. 山西农业大学学报(自然科学版), 2009,29(6):488-493.
[37] Tian Y, Wu K N, Zheng X Q , et al. GIS-based 3D-quantitative evaluation of urban land use intensity in Haidian district,Beijing[J]. Journal of Shanxi Agricultural University(Natural Science Edition), 2009,29(6):488-493.
[38] 刘波, 吴学群 . GIS在土地利用规划设计中的应用[J]. 中国锰业, 2016,34(6):169-171.
[38] Liu B, Wu X Q . An application of GIS in land planning and design[J]. China’s Manganese Industry, 2016,34(6):169-171.
[39] 程鹏 . 基于RS和GIS的泰安市土地利用变化和城市扩展研究[D]. 临汾:山西师范大学, 2010.
[39] Cheng P . The study of land use change and urban expansion in Taian City based on RS and GIS[D]. Linfen:Shanxi Normal University, 2010.
[40] 陈旭, 何宽, 常强 . GIS和RS支持下的城市土地利用空间演变研究——以武汉市为例[J]. 安徽农业科学, 2011,39(2):973-975.
doi: 10.3969/j.issn.0517-6611.2011.02.131 url: http://d.wanfangdata.com.cn/Periodical/ahnykx201102131
[40] Chen X, He K, Chang Q . Research on the evolution of urban land utilization space under the GIS and RS support[J]. Journal of Anhui Agricultural Sciences, 2011,39(2):973-975.
[41] 肖捷颖, 葛京凤, 沈彦俊 , 等. 基于GIS的石家庄市城市土地利用扩展分析[J]. 地理研究, 2003,22(6):789-798.
[41] Xiao J Y, Ge J F, Shen Y J , et al. Analysis on urban land use sprawl by using GIS:The case of Shijiazhuang City,China[J]. Geographical Research, 2003,22(6):789-798.
[42] 李云亮, 谈俊忠 . 基于GIS的连云港市城市土地利用扩展分析[J]. 河南科学, 2008,26(2):249-252.
doi: 10.3969/j.issn.1004-3918.2008.02.033 url: http://d.wanfangdata.com.cn/Periodical/hnkx200802033
[42] Li Y L, Tan J Z . The sprawled analysis of urban land use in Lianyungang based on GIS[J]. Henan Sciences, 2008,26(2):249-252.
[43] 常显显, 纪聪, 杨凤海 , 等. 基于GIS和计量地理模型的双城市土地利用结构分析[J].中国科技信息, 2009(22):16-17.
[43] Chang X X, Ji C, Yang F H , et al. Analysis of land use structure in Shuangcheng based on GIS and econometric model[J].China Science and Technology Information, 2009(22):16-17.
[44] 姜鲁光, 聂晓红, 刘恩峰 . 基于GIS的济南市城市土地利用空间结构分析[J]. 经济地理, 2003,23(1):70-73.
[44] Jiang L G, Nie X H, Liu E F . Analysis on the spatial structure of urban land use in Jinan City[J]. Economic Geography, 2003,23(1):70-73.
[45] 贺子康 . 基于GIS的喀什市土地利用空间结构变化分析[D]. 乌鲁木齐:新疆大学, 2014.
[45] He Z K . Analysis on the spatial structure of urban land use in Kashi City[D]. Urumqi:Xinjiang University, 2014.
[46] 温熙胜, 丁德蓉 . RS和GIS支持的城市土地资源优化配置模型[J].水土保持科技情报, 2003(3):29-30.
doi: 10.3969/j.issn.1673-5366.2003.03.011 url: http://d.wanfangdata.com.cn/Periodical/stbckjqb200303011
[46] Wen X S, Ding D R . Optimal allocation model of urban land resources supported by RS and GIS[J].Scientific and Technical Information of Soil and Water Conservation, 2003(3):29-30.
[47] 陈士银, 钟来元 . 基于GIS的城市土地利用与景观格局优化研究——以湛江市为例[J]. 江西农业大学学报, 2004,26(3):445-450.
doi: 10.3969/j.issn.1000-2286.2004.03.032 url: http://d.wanfangdata.com.cn/Periodical/jxnydxxb200403032
[47] Chen S Y, Zhong L Y . A study on optimizing the urban land use and landscape pattern based on GIS:Taking Zhanjiang City as illustration[J]. Acta Agriculturae Universitatis Jiangxiensis, 2004,26(3):445-450.
[48] 赵涛 . 基于GIS的城市土地优化配置研究——以济南市为例[D]. 济南:山东师范大学, 2001.
[48] Zhao T . A study of urban land optimal allocation based on GIS:A case of Jinan City,Shandong Province[D]. Ji’nan:Shandong Normal University, 2001.
[49] 杜长磊 . 基于计算机技术的GIS技术发展趋势探讨[J].黑龙江教育(理论与实践), 2016(11):69-70.
[49] Du C L . Discussion on the development trend of GIS technology based on computer technology[J].Hei Longjiang Education(Theory & Practice), 2016(11):69-70.
[50] 张会玲 . GIS技术应用及未来发展趋势[J].信息系统工程, 2012(4):98-99.
doi: 10.3969/j.issn.1001-2362.2012.04.056 url: http://d.wanfangdata.com.cn/Periodical/xxxtgc201204056
[50] Zhang H L . Application and future development trend of GIS Technology[J].Information system engineering, 2012(4):98-99.
[1] WU Linlin, LI Xiaoyan, MAO Dehua, WANG Zongming. Urban land use classification based on remote sensing and multi-source geographic data[J]. Remote Sensing for Natural Resources, 2022, 34(1): 127-134.
[2] SONG Qi, FENG Chunhui, MA Ziqiang, WANG Nan, JI Wenjun, PENG Jie. Simulation of land use change in oasis of arid areas based on Landsat images from 1990 to 2019[J]. Remote Sensing for Natural Resources, 2022, 34(1): 198-209.
[3] WU Yijie, KONG Xuesong. Simulation and development mode suggestions of the spatial pattern of “ecology-agriculture-construction” land in Jiangsu Province[J]. Remote Sensing for Natural Resources, 2022, 34(1): 238-248.
[4] LI Dong, TANG Cheng, ZOU Tao, HOU Xiyong. Detection and assessment of the physical state of offshore artificial reefs[J]. Remote Sensing for Natural Resources, 2022, 34(1): 27-33.
[5] ZANG Liri, YANG Shuwen, SHEN Shunfa, XUE Qing, QIN Xiaowei. A registration algorithm of images with special textures coupling a watershed with mathematical morphology[J]. Remote Sensing for Natural Resources, 2022, 34(1): 76-84.
[6] SONG Renbo, ZHU Yuxin, GUO Renjie, ZHAO Pengfei, ZHAO Kexin, ZHU Jie, CHEN Ying. A method for 3D modeling of urban buildings based on multi-source data integration[J]. Remote Sensing for Natural Resources, 2022, 34(1): 93-105.
[7] WU Jiang, LIU Chun, YING Shen, YU Ting. Spatial delineation methods of urban areas[J]. Remote Sensing for Natural Resources, 2021, 33(4): 89-97.
[8] XIAO Yehui, SONG Nidi, MENG Panpan, WANG Peijun, FAN Shenglong. Prediction of lead content in soil based on model population analysis coupled with ELM algorithm[J]. Remote Sensing for Natural Resources, 2021, 33(4): 143-152.
[9] ZHANG Jinghua, OUYANG Yuan, LIU Hong, HUANG Hanxiao, ZHANG Tengjiao, LI Fu, LI Tong. Eco-geological vulnerability assessment based on major controlling factors: A case study of Xichang City, Sichuan Province[J]. Remote Sensing for Natural Resources, 2021, 33(4): 181-191.
[10] WANG Shuang, ZHANG Lei, ZHANG Junyong, WANG Yile. Characteristics of GIS applications in national fitness[J]. Remote Sensing for Natural Resources, 2021, 33(4): 265-271.
[11] WANG Qingchuan, XI Yantao, LIU Xinran, ZHOU Wen, XU Xinran. Spatial-temporal response of ecological service value to land use change: A case study of Xuzhou City[J]. Remote Sensing for Natural Resources, 2021, 33(3): 219-228.
[12] SANG Xiao, ZHANG Chengye, LI Jun, ZHU Shoujie, XING Jianghe, WANG Jinyang, WANG Xingjuan, LI Jiayao, YANG Ying. Application of intensity analysis theory in the land use change in Yijin Holo Banner under the background of coal mining[J]. Remote Sensing for Natural Resources, 2021, 33(3): 148-155.
[13] XIAO Dongsheng, LIAN Hong. Population spatialization based on geographically weighted regression model considering spatial stability of parameters[J]. Remote Sensing for Natural Resources, 2021, 33(3): 164-172.
[14] DENG Xiaojin, JING Changqing, GUO Wenzhang, Yan Yujiang, CHEN Chen. Surface albedos of different land use types in the Junggar Basin[J]. Remote Sensing for Natural Resources, 2021, 33(3): 173-183.
[15] XU Tianyu, ZHAO Xuesheng, CHEN Fangxin, YANG Yi. Research on the spatialization of population on the Belt and Road based on optimization of multi-divisional modeling indexes[J]. Remote Sensing for Land & Resources, 2021, 33(2): 153-161.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
京ICP备05055290号-2
Copyright © 2017 Remote Sensing for Natural Resources
Support by Beijing Magtech