基于VSD模型和地理探测器的北京城市内涝脆弱性评估及驱动机制分析VSD model and geodetector-based assessment on urban waterlogging vulnerability in Beijing and analysis of its driving mechanism
胡文翰,张质明,赵鑫,齐小天,王懿雯
摘要(Abstract):
近年来,城市内涝灾害频发,脆弱性研究作为城市内涝灾害评估的热点逐渐被重视。合理评估城市内涝脆弱性,探究其背后的驱动机制是城市采取抗灾减灾手段的前提。以北京市为例,基于VSD(Vulnerability Scoping Diagram)模型框架,从水文气象、地形地貌、社会经济三方面选取指标构建城市内涝脆弱性评估体系。通过GIS采用熵值法对内涝脆弱性进行评估,运用地理探测器分析了内涝脆弱性的空间格局及驱动因子的贡献程度。结果表明:(1)北京市城市内涝脆弱性呈环层结构分布,由北京市中心区域往外,脆弱性逐渐变小;(2)脆弱性最高的区域(五级)主要位于东城、西城、朝阳和丰台等区;(3)历史内涝点主要分布在位于四级、五级为主的内涝脆弱地区;(4)城市内涝脆弱性的空间格局是多因素协同作用造成的,其中建筑密度、人口密度、路网密度、NDVI对脆弱性的空间分异性具有主导作用。
关键词(KeyWords): 脆弱性;内涝;地理探测器;指标体系;空间分异;GIS;降水;城市防洪减灾
基金项目(Foundation): 国家重点研发计划资助(2021YFC3001400)
作者(Author): 胡文翰,张质明,赵鑫,齐小天,王懿雯
DOI: 10.13928/j.cnki.wrahe.2022.10.006
参考文献(References):
- [1] 李鹤,张平宇,程叶青.脆弱性的概念及其评价方法[J].地理科学进展,2008,23(2):18-25.LI He,ZHANG Pingyu,CHENG Yeqing.Concepts and assessment methods of vulnerability[J].Progress in Geography,2008,23(2):18-25.
- [2] YOUNG O R,BERKHOUT F,GALLOPIN G C,et al.The globalization of socio-ecological systems:An agenda for scientific research[J].Global Environmental Change,2006,16(3):304-316.
- [3] ROBERTS G M,杨国安.可持续发展研究方法国际进展:脆弱性分析方法与可持续生计方法比较[J].地理科学进展,2003,18(1):11-21.ROBERTS G M,YANG Guoan.The international progress of sustainable development research:A comparison of vulnerability analysis and the sustainable livelihoods approach[J].Progress in Geography,2003,18(1):11-21.
- [4] MIMI Z A,ASSI A.Intrinsic vulnerability,hazard and risk mapping for karst aquifers:A case study[J].Journal of Hydrology,2009,364 (3):298-310.
- [5] SINGH G,PANDEY A.Flash flood vulnerability assessment and zonation through an integrated approach in the Upper Ganga Basin of the Northwest Himalayan region in Uttarakhand[J].International Journal of Disaster Risk Reduction,2021(66):102573.
- [6] 黄曦涛.城市内涝脆弱度评价与灾害影响模型研究[D].西安:西安理工大学,2020.HUANG Xitao.Study on urban waterlogging vulnerability evaluation and disaster impact model[D].Xi′an:Xi′an University of Technology,2020.
- [7] REMO J,PINTER N,MAHGOUB M.Assessing Illinois′s flood vulnerability using Hazus-MH[J].Natural Hazards,2015,81(1):1-23.
- [8] VAN C T,TUAN N C,SON N T,et al.Flood vulnerability assessment and mapping:A case of Ben Hai-Thach Han River basin in Vietnam[J].International Journal of Disaster Risk Reduction,2022(75):102969.
- [9] YANG W,XU K,LIAN J,et al.Integrated flood vulnerability assessment approach based on TOPSIS and Shannon entropy methods[J].Ecological Indicators,2018(89):269-280.
- [10] 郑霞忠,王晓宇,周胜.湖北省城市内涝灾害脆弱性研究[J].水电能源科学,2017,35(6):51-54.ZHENG Xiazhong,WANG Xiaoyu,ZHOU Sheng.Study on vulnerability of urban waterlogging disaster in Hubei province[J].Water Resources and Power,2017,35(6):51-54.
- [11] BURTON I.The environment as hazard[M].North Carolina:Guilford Press,1993.
- [12] ACOSTA-MICHLIK L,ESPALDON V.Assessing vulnerability of selected farming communities in the Philippines based on a behavioural model of agent′s adaptation to global environmental change[J].Global Environmental Change,2008,18 (4):554-563.
- [13] 刘小茜,王仰麟,彭建.人地耦合系统脆弱性研究进展[J].地球科学进展,2009,24(8):917-927.LIU Xiaoxi,WANG Yanglin,PENG Jian.Progress in vulnerability analysis of coupled human-environment system[J].Advances in Earth Science,2009,24(8):917-927.
- [14] 陈臻琦,张靖,张贻龙,等.基于VSD的近20 a来浑善达克沙地生态脆弱性变化研究[J].干旱区研究,2021,38(5):1464-1473.CHEN Zhenqi,ZHANG Jing,ZHANG Yilong,et al.Spatio-temporal patterns variation of ecological vulnerability in Otindag Sandy Land based on a vulnerability scoping diagram[J].Arid Zone Research,2021,38(5):1464-1473.
- [15] MORENO A,BECKEN S.A climate change vulnerability assessment methodology for coastal tourism[J].Journal of Sustainable Tourism,2009,17(4):473-488.
- [16] HELDEROP E,GRUBESIC T H.Social,geomorphic,and climatic factors driving U.S.coastal city vulnerability to storm surge flooding[J].Ocean & Coastal Management,2019(181):104902.
- [17] WU T.Quantifying coastal flood vulnerability for climate adaptation policy using principal component analysis[J].Ecological Indicators,2021(129):108006.
- [18] CHRISTIAN A K,DOVIE B D,AKPALU W,et al.Households′ socio-demographic characteristics,perceived and underestimated vulnerability to floods and related risk reduction in Ghana[J].Urban Climate,2021(35):100759.
- [19] 王劲峰,徐成东.地理探测器:原理与展望[J].地理学报,2017,72(1):116-134.WANG Jinfeng,XU Chengdong.Geodetector:Principle and prospective[J].Acta Geographica Sinica,2017,72(1):116-134.
- [20] 李健,谢衡.京津冀绿色水资源利用效率及其时空差异与驱动因素分析[J].水资源与水工程学报,2021,32(6):10-18.LI Jian,XIE Heng.Calculation of green water resources utilization efficiency in Jing-Jin-Ji urban agglomeration and analysis of its spatio-temporal differences and driving factors[J].Journal of Water Resources & Water Engineering,2021,32(6):10-18.
- [21] 张华,李明,宋金岳,等.基于地理探测器的祁连山国家公园植被NDVI变化驱动因素分析[J].生态学杂志,2021,40(8):2530-2540.ZHANG Hua,LI Ming,SONG Jinyue,et al.Analysis of driving factors of vegetation NDVI change in Qilian Mountain National Park based on geographic detector[J].Chinese Journal of Ecology,2021,40(8):2530-2540.
- [22] 孔锋,方建,吕丽莉,等.中国短历时和长历时暴雨对总暴雨贡献的空间差异性研究(1961—2015)[J].干旱区地理,2017,40(2):293-303.KONG Feng,FANG Jian,LYU Lili,et al.Spatial pattern difference between contribution of short and long duration heavy rainfall to total heavy rainfall in China from 1961 to 2015[J].Arid Land Geography,2017,40(2):293-303.
- [23] 刘铁民.事故灾难成因再认识:脆弱性研究[J].中国安全生产科学技术,2010,6(5):5-10.LIU Tiemin.Recognition of disaster causes:study of the vulnerability[J].Journal of Safety Science and Technology,2010,6(5):5-10.
- [24] POLSKY C,NEFF R,YARNAL B.Building comparable global change vulnerability assessments:The vulnerability scoping diagram[J].Global Environmental Change,2007,17 (3-4):472-485.
- [25] CHANG L F,HUANG S L.Assessing urban flooding vulnerability with an emergy approach[J].Landscape and Urban Planning,2015(143):11-24.
- [26] 李琛,李津,张明英,等.北京短历时强降雨的时空分布[J].气象科技,2015,43(4):704-708.LI Chen,LI jin,ZHANG Mingyin,et al.Spatial and temporal distribution of short-lasting heavy rainfall in Beijing[J].Meteorological Science and Technology,2015,43(4):704-708.
- [27] 钱莉,杨永龙,张宇林,等.河西走廊东部极端降水的时空分布及影响因子分析[J].干旱区地理,2015,38(2):207-214.QIAN Li,YANG Yonglong,ZHANG Yulin,et al.Temporal and spatial distribution and influence factors of extreme precipitation in eastern Hexi Corridor[J].Arid Land Geography,2015,38(2):207-214.
- [28] 史培军,孔锋,方佳毅.中国年代际暴雨时空变化格局[J].地理科学,2014,34(11):1281-1290.SHI Peijun,KONG Feng,FANG Jiayi.Spatio-temporal patterns of China decadal storm rainfall[J].Scientia Geographica Sinica,2014,34(11):1281-1290.
- [29] 程朋根,黄毅.基于AHP-熵权法的南昌市洪涝风险评估[J].人民长江,2021,52(10):18-25.CHENG Penggen,HUANG Yi.Flood risk assessment of Nanchang city based on AHP and entropy method[J].Yangtze River,2021,52(10):18-25.
- [30] 孔锋,薛澜.1961—2017年中国不同长历时暴雨与总降雨事件的空间分异特征对比研究[J].长江流域资源与环境,2019,28(9):2262-2277.KONG Feng,XUE Lan.Comparative study on spatial differentiation characteristics of different long duration heavy rainfall and total rainfall events in China from 1961 to 2017[J].Resources and Environment in the Yangtze Basin,2019,28(9):2262-2277.
- [31] GHOSH T,POWELL R L,ELVIDGE C D,et al.Shedding light on the global distribution of economic activity[J].The Open Geography Journal,2010(3):147-160.
- [32] 陈嘉雷,陈文杰,黄国如.基于情景模拟与多源数据的城市内涝风险评估[J].水电能源科学,2021,39(6):55-59.CHEN Jialei,CHEN Wenjie,HUANG Guoru.Urban waterlogging risk assessment based on scenario simulation and multi-source data[J].Water Resources and Power,2021,39(6):55-59.
- [33] BTP A,CL B,DONG V,et al.Flood risk assessment using deep learning integrated with multi-criteria decision analysis[J].Knowledge-Based Systems,2021(219):106899.
- [34] 聂俊坤.城镇河网密集区洪涝致灾成因与治理对策研究[J].水利规划与设计,2021(1):36-39,94.NIE Junkun.Study on causes and countermeasures of flood and waterlogging caused disaster in dense urban river networks[J].Water Resources Planning and Design,2021(1):36-39,94.
- [35] 官明虹,王根绪,李尤.不同植被覆盖流域对不同设计暴雨雨型的响应[J].南水北调与水利科技(中英文),2022,20(1):141-151.GUAN Minghong,WANG Genxu,LI You.Response of different vegetation cover to different design rainstorm patterns in the watersheds[J].South-to-North Water Transfers and Water Science & Technology,2022,20(1):141-151.
- [36] 田瑞云,王玉宽,傅斌,等.基于DEM的地形单元多样性指数及其算法[J].地理科学进展,2013,32(1):121-129.TIAN Ruiyun,WANG Yukuan,FU Bin,et al.DEM-based topographic unit diversity index and its algorithm[J].Progress in Geography,2013,32(1):121-129.
- [37] POURALI S H,ARROWSMITH C,CHRISMAN N,et al.Topography wetness index application in flood-risk-based land use planning[J].Applied Spatial Analysis & Policy,2016,9(1):39-54.
- [38] 赵卫东,龚俊豪,赵纪堂,等.顾及平原区微地貌的地形湿度指数及其地表水环境意义[J].合肥工业大学学报(自然科学版),2019,42(1):113-118.ZHAO Weidong,GONG Junhao,ZHAO Jitang,et al.Research on topographic wetness index and its implications of surface water environment considering micro-reliefs on plains[J].Journal of Hefei University of Technology:Natural Science,2019,42(1):113-118.
- [39] LR A,SD B.GIS-based landform and LULC classifications in the Sub-Himalayan Kaljani Basin:Special reference to 2016 Flood[J].The Egyptian Journal of Remote Sensing and Space Science,2021,24(3):755-767.
- [40] 李花,赵雪雁,王伟军,等.甘南高原乡村社会固有脆弱性及其影响因素[J].地理科学,2020,40(5):804-813.LI Hua,ZHAO Xueyan,WANG Weijun,et al.Inherent vulnerability of rural society in Gannan Plateau,China and its influencing factors[J].Scientia Geographica Sinica,2020,40(5):804-813.
- [41] 蔡兴冉,李忠勤,张慧,等.中国天山冰川变化脆弱性研究[J].地理学报,2021,76(9):2253-2268.CAI Xingran,LI Zhongqin,ZHANG Hui,et al.Vulnerability of glacier change in Chinese Tianshan Mountains[J].Acta Geographica Sinica,2021,76(9):2253-2268.
- [42] 范峻恺,徐建刚.基于神经网络综合建模的区域城市群发展脆弱性评价:以滇中城市群为例[J].自然资源学报,2020,35(12):2875-2887.FAN Junkai,XU Jiangang.Vulnerability assessment of urban agglomeration based on neural network model:A case study of Central Yunnan Urban Agglomeration[J].Journal of Natural Resources,2020,35(12):2875-2887.
- [43] 白庆芹,武俊杰,郝守宁.基于DPSIR模型的西藏水资源脆弱性评价[J].人民长江,2019,50(6):98-103.BAI Qingqin,WU Junjie,HAO Shouning.Water resource vulnerability assessment of Tibet based on DPSIR model[J].Yangtze River,2019,50(6):98-103.
- [44] 王岩,方创琳,张蔷.城市脆弱性研究评述与展望[J].地理科学进展,2013,32(5):755-768.WANG Yan,FANG Chuanglin,ZHANG Qiang.Progress and prospect of urban vulnerability[J].Progress in Geography,2013,32(5):755-768.
- [45] 王群,银马华,杨兴柱,等.大别山贫困区旅游地社会—生态系统脆弱性时空演变与影响机理[J].地理学报,2019,74(8):1663-1679.WANG Qun,YIN Mahua,YANG Xingzhu,et al.Spatio-temporal evolution and impact mechanism of socio-ecological system vulnerability in poor mountainous tourist distinations:Taking Dabie Mountain Area as example[J].Acta Geographica Sinica,2019,74(8):1663-1679.
- [46] 张学渊,魏伟,周亮,等.西北干旱区生态脆弱性时空演变分析[J].生态学报,2021,41(12):4707-4719.ZHANG Xueyuan,WEI Wei,ZHOU Liang,et al.Analysis on spatio-temporal evolution of ecological vulnerability in arid areas of Northwest China[J].Acta Ecologica Sinica,2021,41(12):4707-4719.
- [47] 石天戈,时卉.基于地理探测器的乌鲁木齐城市扩张特征与时空驱动因素分析[J].干旱区地理,2021,44(3):867-876.SHI Tiange,SHI Hui.Urban expansion and its temporal and spatial driving forces of Urumqi based on geo-detector method [J].Arid Land Geography,2021,44(3):867-876.
- [48] LIU J,XU Q,YI J,et al.Analysis of the heterogeneity of urban expansion landscape patterns and driving factors based on a combined Multi-Order Adjacency Index and Geodetector model [J].Ecological Indicators,2022(136):108655.
- [49] CHEN Y,ZHOU Y,CIREN N X,et al.Spatiotemporal variations of surface ozone and its influencing factors across Tibet:A Geodetector-based study [J].Science of The Total Environment,2022(813):152651.
- [50] 张华,尹占娥,殷杰,等.基于土地利用的城市暴雨内涝灾害脆弱性评估:以上海浦东新区为例[J].上海师范大学学报(自然科学版),2011,40(4):427-434.ZHANG Hua,YI Zhane,YIN Jie,et al.Vulnerability assessment of urban rainstorm water-logging in Pudong of Shanghai in terms of land use[J].Journal of Shanghai Normal University(Natural Sciences),2011,40(4):427-434.
- [51] 于磊,黄瑞晶,李宝,等.基于层次分析法的北京城市副中心内涝风险评估[J].北京师范大学学报(自然科学版),2022,58(1):62-69.YU Lei,HUANG Ruijing,LI Bao,et al.Risk assessment of waterlogging in Beijing Municipal Administrative Center by hierarchical analysis[J].Journal of Beijing Normal University(Natural Science),2022,58(1):62-69.