Vulnerability assessment of urban agglomeration based on neural network model: A case study of Central Yunnan Urban Agglomeration

Jun-kai FAN; Jian-gang XU

doi:10.31497/zrzyxb.20201205

[1] 李磊, 张贵祥. 京津冀城市群内城市发展质量. 经济地理, 2015,35(5):61-64. [ LIL, ZHANGG X. The city development quality of Beijing-Tianjin-Hebei Urban Agglomeration. Economic Geography, 2015,35(5):61-64.] [LI L, ZHANG G X. The city development quality of Beijing-Tianjin-Hebei Urban Agglomeration. Economic Geography, 2015, 35(5): 61-64.]

[2] 马艳梅, 吴玉鸣, 吴柏钧. 长三角地区城镇化可持续发展综合评价: 基于熵值法和象限图法. 经济地理, 2015,35(6):47-53. [ MAY M, WUY M, WUB J. Comprehensive evaluation of sustainable urban development of Yangtze River Delta based on entropy method and quadrant method. Economic Geography, 2015,35(6):47-53.] [MA Y M, WU Y M, WU B J. Comprehensive evaluation of sustainable urban development of Yangtze River Delta based on entropy method and quadrant method. Economic Geography, 2015, 35(6): 47-53.]

[3] 邵亦文, 徐江. 城市韧性: 基于国际文献综述的概念解析. 国际城市规划, 2015,30(2):48-54. [ SHAOY W, XUJ. Understanding urban resilience: A conceptual analysis based on integrated international literature review. Urban Planning International, 2015,30(2):48-54.] [SHAO Y W, XU J. Understanding urban resilience: A conceptual analysis based on integrated international literature review. Urban Planning International, 2015, 30(2): 48-54.]

[4] WHITEG F. Natural Hazards. Oxford: Oxford University Press, 3-16(1974).

[5] DEPIETRIY, WELLET, RENAUDF G. Social vulnerability assessment of the Cologne urban area (Germany) to heat waves: Links to ecosystem services[J]. International Journal of Disaster Risk Reduction, 6, 98-117(2013).

[6] 高超, 金凤君, 雷军, 等. 干旱区绿洲城市经济系统脆弱性评价研究. 经济地理, 2012,32(8):43-49. [ GAOC, JINF J, LEIJ, et al. Vulnerability assessment of economic system of oasis cities in arid area. Economic Geography, 2012,32(8):43-49.] [GAO C, JIN F J, LEI J, et al. Vulnerability assessment of economic system of oasis cities in arid area. Economic Geography, 2012, 32(8): 43-49.]

[7] 袁海红, 高晓路. 城市经济脆弱性评价研究: 以北京海淀区为例. 自然资源学报, 2014,29(7):1159-1172. [ YUANH H, GAOX L. Assessing the economic vulnerability to disasters of cities: Acase study of Haidian district in Beijing. Journal of Natural Resources, 2014,29(7):1159-1172.] [YUAN H H, GAO X L. Assessing the economic vulnerability to disasters of cities: Acase study of Haidian district in Beijing. Journal of Natural Resources, 2014, 29(7): 1159-1172.]

[8] 王岩, 方创琳, 张蔷. 城市脆弱性研究评述与展望. 地理科学进展, 2013,32(5):755-768. [ WANGY, FANGC L, ZHANGQ. Progress and prospect of urban vulnerability. Progress in Geography, 2013,32(5):755-768.] [WANG Y, FANG C L, ZHANG Q. Progress and prospect of urban vulnerability. Progress in Geography, 2013, 32(5): 755-768.]

[9] 李平星, 樊杰. 基于VSD模型的区域生态系统脆弱性评价: 以广西西江经济带为例. 自然资源学报, 2014,29(5):779-788. [ LIP X, FANJ. Regional ecological vulnerability assessment based on VSD model: Acasestudy of Xijiang River Economic Belt in Guangxi. Journal of Natural Resources, 2014,29(5):779-788.] [LI P X, FAN J. Regional ecological vulnerability assessment based on VSD model: Acasestudy of Xijiang River Economic Belt in Guangxi. Journal of Natural Resources, 2014, 29(5): 779-788.]

[10] 梅大伟, 修春亮, 冯兴华, 等. 中国城市脆弱性的时空变化及其内在机理: 基于“五普”、“六普”及《中国城市统计年鉴》数据的分析. 城市问题, 2018,278(9):15-21. [ MEID W, XIUC L, FENGX H, et al. The spatiotemporal change of urban vulnerability and its internal mechanism in China. Urban Problems, 2018,278(9):15-21.] [MEI D W, XIU C L, FENG X H, et al. The spatiotemporal change of urban vulnerability and its internal mechanism in China. Urban Problems, 2018, 278(9): 15-21.]

[11] 苏飞, 张平宇. 石油城市经济系统脆弱性评价: 以大庆市为例. 自然资源学报, 2009,24(7):1267-1274. [ SUF, ZHANGP Y. Vulnerability assessment of petroleum city's economic system: Acase study of Daqing city. Journal of Natural Resources, 2009,24(7):1267-1274.] [SU F, ZHANG P Y. Vulnerability assessment of petroleum city's economic system: Acase study of Daqing city. Journal of Natural Resources, 2009, 24(7): 1267-1274.]

[12] 王岩, 方创琳. 大庆市城市脆弱性综合评价与动态演变研究. 地理科学, 2014,34(5):547-555. [ WANGY, FANGC L. Comprehensive evaluation and dynamic evolution analysis of Daqing's urban vulnerability. Scientia Geographica Sinica, 2014,34(5):547-555.] [WANG Y, FANG C L. Comprehensive evaluation and dynamic evolution analysis of Daqing's urban vulnerability. Scientia Geographica Sinica, 2014, 34(5): 547-555.]

[13] 唐波, 刘希林, 李元. 珠江三角洲城市群灾害易损性时空格局差异分析. 经济地理, 2013,33(1):72-78, 85. [ TANGB, LIUX L, LIY. Hazard vulnerability analysis of the spatial temporal pattern differences in Pearl River Delta urban agglomerations. Economic Geography, 2013,33(1):72-78, 85.] [TANG B, LIU X L, LI Y. Hazard vulnerability analysis of the spatial temporal pattern differences in Pearl River Delta urban agglomerations. Economic Geography, 2013, 33(1): 72-78, 85.]

[14] 温晓金, 杨新军, 王子侨. 多适应目标下的山地城市社会—生态系统脆弱性评价. 地理研究, 2016,35(2):299-312. [ WENX J, YANGX J, WANGZ Q. Assessment on the vulnerability of social-ecological systems in a mountainous city depending on multi-targets adaption. Geographical Research, 2016,35(2):299-312.] [WEN X J, YANG X J, WANG Z Q. Assessment on the vulnerability of social-ecological systems in a mountainous city depending on multi-targets adaption. Geographical Research, 2016, 35(2): 299-312.]

[15] 孟晋晋, 刘花台. 基于主成分—聚类分析模型的生态环境脆弱性分析: 以平潭综合实验区为例. 环境科学与技术, 2014,37(1):179-182. [ MENGJ J, LIUH T. Eco-environment vulnerability analysis based on principal component-clustering analysis model: Taking comprehensive experimental area of Pingtan as an example. Environmental Science and Technology, 2014,37(1):179-182.] [MENG J J, LIU H T. Eco-environment vulnerability analysis based on principal component-clustering analysis model: Taking comprehensive experimental area of Pingtan as an example. Environmental Science and Technology, 2014, 37(1): 179-182.]

[16] 李彤玥. 基于“暴露—敏感—适应”的城市脆弱性空间研究: 以兰州市为例. 经济地理, 2017,37(3):86-95. [ LIY T. Spatial vulnerability based on the framework of the exposure-sensitivity-adaptive capacity: A case study of Lanzhou. Economic Geography, 2017,37(3):86-95.] [LI Y T. Spatial vulnerability based on the framework of the exposure-sensitivity-adaptive capacity: A case study of Lanzhou. Economic Geography, 2017, 37(3): 86-95.]

[17] 方创琳, 王岩. 中国城市脆弱性的综合测度与空间分异特征. 地理学报, 2015,70(2):234-247. [ FANGC L, WANGY. A comprehensive assessment of urban vulnerability and its spatial differentiation in China. Acta Geographica Sinica, 2015,70(2):234-247.] [FANG C L, WANG Y. A comprehensive assessment of urban vulnerability and its spatial differentiation in China. Acta Geographica Sinica, 2015, 70(2): 234-247.]

[18] 李海玲, 马蓓蓓, 薛东前, 等. 丝路经济带背景下我国西北地区城市脆弱性的空间分异与影响因素. 经济地理, 2018,38(2):66-73. [ LIH L, MAB B, XUED Q, et al. The spatial differentiation and determinants of urban vulnerability in Northwest China under the background of the Silk Road Economic Belt. Economic Geography, 2018,38(2):66-73.] [LI H L, MA B B, XUE D Q, et al. The spatial differentiation and determinants of urban vulnerability in Northwest China under the background of the Silk Road Economic Belt. Economic Geography, 2018, 38(2): 66-73.]

[19] 张路路, 郑新奇, 张春晓, 等. 基于变权模型的唐山城市脆弱性演变预警分析. 自然资源学报, 2016,31(11):1858-1870. [ ZHANGL L, ZHENGX Q, ZHANGC X, et al. Early-warning of urban vulnerability in Tangshan city based on variable weight model. Journal of Natural Resources, 2016,31(11):1858-1870.] [ZHANG L L, ZHENG X Q, ZHANG C X, et al. Early-warning of urban vulnerability in Tangshan city based on variable weight model. Journal of Natural Resources, 2016, 31(11): 1858-1870.]

[20] 崔海宁, 王芳, 汤峰. 基于熵权物元模型的资源型城市脆弱性评价. 水土保持通报, 2018,38(4):272-279. [ CUIH N, WANGF, TANGF. Evaluation of urban vulnerability in resource-oriented city based on entropy weight and matter element model. Bulletin of Soil and Water Conservation, 2018,38(4):272-279.] [CUI H N, WANG F, TANG F. Evaluation of urban vulnerability in resource-oriented city based on entropy weight and matter element model. Bulletin of Soil and Water Conservation, 2018, 38(4): 272-279.]

[21] 仇保兴. 复杂科学与城市规划变革. 城市规划, 2009,33(4):11-26. [ QIUB X. Complicated science and urban planning reform. City Planning Review, 2009,33(4):11-26.] [QIU B X. Complicated science and urban planning reform. City Planning Review, 2009, 33(4): 11-26.]

[22] 孙湛, 马海涛. 基于BP神经网络的京津冀城市群可持续发展综合评价. 生态学报, 2018,38(12):343-353. [ SUNZ, MAH T. Assessment of the sustainable development of the Beijing-Tianjin-Hebei urban agglomeration based on a back propagation neural network. Acta Ecologica Sinica, 2018,38(12):343-353.] [SUN Z, MA H T. Assessment of the sustainable development of the Beijing-Tianjin-Hebei urban agglomeration based on a back propagation neural network. Acta Ecologica Sinica, 2018, 38(12): 343-353.]

[23] 王富喜, 毛爱华, 李赫龙, 等. 基于熵值法的山东省城镇化质量测度及空间差异分析. 地理科学, 2013,33(11):1323-1329. [ WANGF X, MAOA H, LIH L, et al. Quality measurement and regional difference of urbanization in Shandong province based on the entropy method. Scientia Geographica Sinica, 2013,33(11):1323-1329.] [WANG F X, MAO A H, LI H L, et al. Quality measurement and regional difference of urbanization in Shandong province based on the entropy method. Scientia Geographica Sinica, 2013, 33(11): 1323-1329.]

[24] 贾珊珊. 区域系统发展脆弱性评价研究: 以京津冀都市圈河北8市为例. 天津: 天津财经大学, 2015. [ JIAS S. Study on the evaluation of regional system development's vulnerability: Taking for example Beijing-Tianjin-Hebei metropolitan circle's 8 cities in Hebei province. Tianjin: Tianjin University of Finance and Economics, 2015.] [JIA S S. Study on the evaluation of regional system development's vulnerability: Taking for example Beijing-Tianjin-Hebei metropolitan circle's 8 cities in Hebei province. Tianjin: Tianjin University of Finance and Economics, 2015.]

[25] 阮秀凯, 刘莉, 张耀举, 等. 现代无线通信系统盲处理技术新进展: 基于智能算法, 上海: 复旦大学出版社, 2015: 19-39. [ RUANX K, LIUL, ZHANGY J, et al.New Development of Blind Processing Technology in Modern Wireless Communication System: Based on Intelligent Algorithm. Shanghai: Fudan University Press, 2015: 19-39.] [RUAN X K, LIU L, ZHANG Y J, et al. New Development of Blind Processing Technology in Modern Wireless Communication System: Based on Intelligent Algorithm. Shanghai: Fudan University Press, 2015: 19-39.]

[26] 王新华, 李堂军, 丁黎黎. 复杂大系统评价理论与技术. 济南: 山东大学出版社, 2010: 80-89. [ WANGX H, LIT J, DINGL L.Theory and Technology of Complex System Evaluation. Jinan: Shandong University Press, 2010: 80-89.] [WANG X H, LI T J, DING L L. Theory and Technology of Complex System Evaluation. Jinan: Shandong University Press, 2010: 80-89.]

[27] 程超, 童绍玉, 彭海英. 滇中城市群经济发展水平与资源环境承载力的脱钩分析. 中国农业资源与区划, 2017,38(3):121-130. [ CHENGC, TONGS Y, PENGH Y. Analysis of economic development and resource and environment carrying capacity in the Central Yunnan Urban Agglomeration. Chinese Journal of Agricultural Resources and Regional Planning, 2017,38(3):121-130.] [CHENG C, TONG S Y, PENG H Y. Analysis of economic development and resource and environment carrying capacity in the Central Yunnan Urban Agglomeration. Chinese Journal of Agricultural Resources and Regional Planning, 2017, 38(3): 121-130.]