地球信息科学学报 ›› 2018, Vol. 20 ›› Issue (8): 1083-1093.doi: 10.12082/dqxxkx.2018.180054
李鑫杨1,2(), 刘庆生1,*(
), 刘高焕1, 黄翀1, 李贺1, 付东杰1, 梁立1,2, 陈卓然1,2
收稿日期:
2018-01-19
修回日期:
2018-04-16
出版日期:
2018-08-25
发布日期:
2018-08-24
通讯作者:
刘庆生
E-mail:lixy.15s@igsnrr.ac.cn;liuqs@lreis.ac.cn
作者简介:
作者简介:李鑫杨(1992-),女,硕士生,研究方向为遥感和地理信息系统应用。E-mail:
基金资助:
LI Xinyang1,2(), LIU Qingsheng1,*(
), LIU Gaohuan1, HUANG Chong1, LI He1, FU Dongjie1, LIANG Li1,2, CHEN Zhuoran1,2
Received:
2018-01-19
Revised:
2018-04-16
Online:
2018-08-25
Published:
2018-08-24
Contact:
LIU Qingsheng
E-mail:lixy.15s@igsnrr.ac.cn;liuqs@lreis.ac.cn
Supported by:
摘要:
城镇发展适宜性研究有助于了解城镇发展的优势条件,为确定城镇建设规划的扩展方向提供依据。在北极与亚北极开展研究对中国开展在城镇化、重大基础设施、廊道建设方面的国际合作有重大意义。本文使用多源数据,在采样的基础上利用逐步法的思想进行变量筛选,共筛选出5个显著指标,用logistic方法拟合出最终的模型进行城镇发展适宜性评价,最终得到研究区城镇发展适宜性分级图。研究结果表明:筛选后的显著指标对研究区城镇分布的影响作用大小排序为,温度(正向)、交通网密度(正向)、海拔高度(反向)、人口密度(正向)、距港口距离(反向);温度、交通网密度、海拔高度、人口密度、距最近港口距离增加1个单位,城镇发展的几率分别比原来增加了38.4%、16.7%、9%、0.4%、0.1%;研究区的Ⅰ(不适宜)、Ⅱ(中度适宜)、Ⅲ(高度适宜)的城镇发展适宜性均值分别为0.03、0.16、0.68(分别约占研究区总面积的76.82%、21.82%、1.37%);城镇发展适宜性总体呈现出随纬度升高而降低、随经度升高而增加的趋势,适宜城镇发展的气候地理条件是温带大陆性湿润气候带和温带海洋性气候带以及平原与低地地区;研究区的城镇发展适宜性俄罗斯西北部为0.08、瑞典为0.07、芬兰为0.06、挪威为0.03。俄罗斯西北部城镇发展适宜性整体上呈现出北低南高,南部呈现两边高中间低的空间布局;瑞典呈现出西北低东南高,沿海大于内陆的空间布局;芬兰呈现出北(高原)低南(沿海)高,中部次高的空间布局;挪威呈现出南部沿海高,西部沿海次高,其他区域低的空间布局。
李鑫杨, 刘庆生, 刘高焕, 黄翀, 李贺, 付东杰, 梁立, 陈卓然. 斯堪的纳维亚半岛及周边地区城镇发展适宜性评价[J]. 地球信息科学学报, 2018, 20(8): 1083-1093.DOI:10.12082/dqxxkx.2018.180054
LI Xinyang,LIU Qingsheng,LIU Gaohuan,HUANG Chong,LI He,FU Dongjie,LIANG Li,CHEN Zhuoran. A Suitability Evaluation of Urban Development in Scandinavian Peninsula and Surrounding Areas[J]. Journal of Geo-information Science, 2018, 20(8): 1083-1093.DOI:10.12082/dqxxkx.2018.180054
表2
MCD12Q1北纬50°以北城镇面积年际变化(km2)"
年份 | 距航道500 m内 | 距航道500~1000 m | 年份 | 距航道500 m内 | 距航道500~1000 m |
---|---|---|---|---|---|
2001 | 24.59 | 411.26 | 2008 | 24.57 | 411.57 |
2002 | 24.54 | 411.26 | 2009 | 24.50 | 410.24 |
2003 | 24.57 | 411.31 | 2010 | 24.56 | 411.55 |
2004 | 26.71 | 443.25 | 2011 | 24.54 | 411.62 |
2005 | 24.57 | 411.49 | 2012 | 25.60 | 427.71 |
2006 | 24.58 | 411.52 | 2013 | 24.54 | 411.61 |
2007 | 24.51 | 410.19 | 变异系数C·V | 2.60% | 2.33% |
表3
基于所有指标的logistic模型结果"
指标 | 系数 | 标准误 | Wald χ2统计量 | 自由度 | P值 | 优势比 |
---|---|---|---|---|---|---|
坡度 | 0.015 | 0.026 | 0.322 | 1 | 0.570 | 1.015 |
交通网密度 | 0.154 | 0.017 | 80.883 | 1 | 0.000 | 1.167 |
温度 | 0.319 | 0.070 | 20.992 | 1 | 0.000 | 1.375 |
距最近港口距离 | -0.001 | 0.000 | 12.567 | 1 | 0.000 | 0.999 |
人口密度 | 0.004 | 0.000 | 79.564 | 1 | 0.000 | 1.004 |
距最近管线距离 | -0.001 | 0.002 | 0.144 | 1 | 0.704 | 0.999 |
管线密度 | 0.041 | 0.171 | 0.058 | 1 | 0.810 | 1.042 |
海拔高度 | -0.010 | 0.002 | 34.562 | 1 | 0.000 | 0.990 |
常数 | -3.598 | 0.529 | 46.331 | 1 | 0.000 | 0.027 |
表4
剔除无效指标的logistic模型结果"
指标 | 回归系数(B) | 标准误(S.E.) | Wald χ2统计量 | 自由度(df) | 显著性(Sig.) | 优势比(OR) |
---|---|---|---|---|---|---|
交通网密度 | 0.154 | 0.017 | 81.230 | 1 | 0.000 | 1.167 |
温度 | 0.325 | 0.068 | 22.743 | 1 | 0.000 | 1.384 |
人口密度 | 0.004 | 0.000 | 80.904 | 1 | 0.000 | 1.004 |
海拔高度 | -0.009 | 0.002 | 35.812 | 1 | 0.000 | 0.991 |
距最近港口距离 | -0.001 | 0.000 | 18.011 | 1 | 0.000 | 0.999 |
常数 | -3.666 | 0.478 | 58.710 | 1 | 0.000 | 0.026 |
表6
城镇发展适宜性与指标平均水平国别分析"
俄罗斯西北部 | 瑞典 | 芬兰 | 挪威 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
面积/km2 | 面积占比/% | 面积/km2 | 面积占比/% | 面积/km2 | 面积占比/% | 面积/km2 | 面积占比/% | ||||||
适宜性级别 | Ⅰ | 68701.25 | 68.95 | 38132.50 | 76.11 | 30674.75 | 83.85 | 32839.50 | 93.04 | ||||
Ⅱ | 29538.00 | 29.64 | 10939.25 | 21.83 | 5601.00 | 15.31 | 2176.25 | 6.17 | |||||
Ⅲ | 1404.25 | 1.41 | 1031.00 | 2.06 | 308.50 | 0.84 | 279.25 | 0.79 | |||||
适宜性均值 | 0.08 | 0.07 | 0.06 | 0.03 | |||||||||
指标 | 温度 | 4.66 | 4.17 | 3.82 | 3.41 | ||||||||
交通网密度 | 0.78 | 0.99 | 0.66 | 0.69 | |||||||||
海拔高度 | 150.85 | 309.17 | 156.04 | 564.00 | |||||||||
人口密度 | 44.49 | 22.62 | 16.77 | 15.37 | |||||||||
距最近港口距离 | 377.87 | 89.75 | 126.31 | 54.53 |
附表A
指标因子数据来源与信息"
指标 | 数据名称 | 机构 | 网址 |
---|---|---|---|
人口密度 | Gridded Population of the World (GPWv4) | 哥伦比亚大学国际地球科学信息网络中心Center for International Earth Science Information Network (CIESIN), Columbia University | http://sedac.ciesin.columbia.edu/data/set/gpw-v4-population-density |
交通网 | Vmap0 | 美国国家地理空间情报局National Geospatial-Intelligence Agency (NGA) | http://gis-lab.info/qa/vmap0-eng.html |
OSM | 开放街图基金会OpenStreetMap Foundation | http://osm2shp.ru/index.php?isLike | |
温度 | GHCN_CAMS Gridded 2m Temperature (Land) | 美国国家海洋和大气管理局地球系统研究实验室NOAA/OAR/ESRL | https://www.esrl.noaa.gov/psd/data/gridded/data.ghcncams.html |
海拔高度 | GMTED2010 | 美国地质调查局U.S. Geological Survey | https://globalmaps.github.io/el.html |
油气管线 | Crude Oil Pipelines、Natural Gas Inter Intrastate Pipelines、Petroleum Product Pipelines | 美国能源部U.S. Energy Information Administration (EIA) | https://www.eia.gov/maps/layer_info-m.php |
Global Oil Pipelines | 哈佛大学地理分析中心The Center for Geographic Analysis(CGA), Harvard University | http://worldmap.harvard.edu/data/geonode:global_oil_pipelines_7z9 | |
港口 | World Port Index (Pub 150) | 国家地理空间情报局National Geospatial-Intelligence Agency (NGA) | http://msi.nga.mil/NGAPortal/MSI. portal?_nfpb=true&_pageLabel=msi_portal_page_62&pubCode=0015 |
自然保护区 | The World Database on Protected Areas (WDPA) | 联合国环境与自然保护联盟UN Environment and IUCN | https://www.protectedplanet.net/ |
地震 | Global Earthquake Hazard Frequency and Distribution, v1 (1976-2002) | 哥伦比亚大学Columbia University | http://sedac.ciesin.columbia.edu/data/set/ndh-earthquake-frequency-distribution |
滑坡 | Global estimated risk index for landslide hazard triggered by precipitations | 联合国环境规划署UNEP/DEWA/GRID-Europe | http://preview.grid.unep.ch/index.php?preview=data&events=landslides&ev cat=7&lang=eng |
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