The natural environment provides multiple ecosystem services for urban development and human quality of life. Given that current cities interact with each other and form urban agglomerations, understanding the spatiotemporal changes in ecosystem services and the driving forces is crucial for sustainable urban development. Using 12 national-level urban agglomerations as a case study, this paper quantifies the spatial patterns of multiple ecosystem service values from 2000 to 2015 and assesses how natural and socioeconomic factors contribute to such changes by using ordinary least squares (OLS) and geographically weighted regression (GWR). The results show the following: (1) spatial discrepancies of ecosystem services exist both in and between urban agglomerations, and ecosystem service values are reduced in more than 70% of urban agglomerations at a rate ranging from 0.02 to 4.27%; (2) elevation, precipitation, and fraction of woodland have positive impacts on ecosystem service values in urban agglomerations; while gross domestic product (GDP), population, and proportion of built-up area have negative effects; (3) both natural and social driving factors impact the ecosystem services of different urban agglomeration in different ways, according to the differences in their driving degrees. We categorized 12 urban agglomerations in China into six typical types: natural-factor dominated, socioeconomic-factor dominated, policy dominated, balanced, natural-factor inclined, and socioeconomic-factor inclined. Our results can be used to inform decision makers and urban planners to propose explicit location strategies to balance natural protection and socioeconomic development and ultimately promote sustainable urbanization across the nation.
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Bai, Yanfu
;
Guo, Cancan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Guo, Cancan
;
Degen, A. Allan
论文数: 0引用数: 0
h-index: 0
机构:
Ben Gurion Univ Negev, Blaustein Inst Desert Res, Wyler Dept Dryland Agr, Desert Anim Adaptat & Husb, IL-8410500 Beer Sheva, IsraelLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Degen, A. Allan
;
Ahmad, Anum Ali
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Ahmad, Anum Ali
;
Wang, Wenyin
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Wang, Wenyin
;
Zhang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Zhang, Tao
;
Li, Wenyan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Li, Wenyan
;
Ma, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Ma, Lin
;
Huang, Mei
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Huang, Mei
;
Zeng, Haijun
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Zeng, Haijun
;
Qi, Lingyan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Qi, Lingyan
;
Long, Ruijun
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Long, Ruijun
;
Shang, Zhanhuan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Chinese Acad Sci, Northwest Inst Plateau Biol, Qinghai Prov Key Lab Restorat Ecol Cold Area, Xining 810008, Peoples R China
Qinghai Univ, Qinghai Acad Anim & Vet Sci, Qinghai Prov Key Lab Adapt Management Alpine Gras, Xining 810016, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Chen, Sha
;
Li, Guan
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Li, Guan
;
Xu, Zhongguo
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Xu, Zhongguo
;
Zhuo, Yuefei
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Zhuo, Yuefei
;
Wu, Cifang
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, LAND, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Wu, Cifang
;
Ye, Yanmei
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, LAND, Hangzhou 310029, Zhejiang, Peoples R China
Minist Land & Resources, Lab Rural Urban Construct Land Econ & Intens Use, Beijing 100812, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
机构:
China Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R ChinaChina Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R China
Chen, Wanxu
;
Chi, Guangqing
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Agr Econ Sociol & Educ, Populat Res Inst, 112E Armsby, University Pk, PA 16802 USA
Penn State Univ, Social Sci Res Inst, 112E Armsby, University Pk, PA 16802 USAChina Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R China
Chi, Guangqing
;
Li, Jiangfeng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Publ Adm, Dept Land Resource Management, Wuhan 430074, Peoples R ChinaChina Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R China
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Bai, Yanfu
;
Guo, Cancan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Guo, Cancan
;
Degen, A. Allan
论文数: 0引用数: 0
h-index: 0
机构:
Ben Gurion Univ Negev, Blaustein Inst Desert Res, Wyler Dept Dryland Agr, Desert Anim Adaptat & Husb, IL-8410500 Beer Sheva, IsraelLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Degen, A. Allan
;
Ahmad, Anum Ali
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Ahmad, Anum Ali
;
Wang, Wenyin
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Wang, Wenyin
;
Zhang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Zhang, Tao
;
Li, Wenyan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Li, Wenyan
;
Ma, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Ma, Lin
;
Huang, Mei
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Huang, Mei
;
Zeng, Haijun
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Zeng, Haijun
;
Qi, Lingyan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Qi, Lingyan
;
Long, Ruijun
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Long, Ruijun
;
Shang, Zhanhuan
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
Chinese Acad Sci, Northwest Inst Plateau Biol, Qinghai Prov Key Lab Restorat Ecol Cold Area, Xining 810008, Peoples R China
Qinghai Univ, Qinghai Acad Anim & Vet Sci, Qinghai Prov Key Lab Adapt Management Alpine Gras, Xining 810016, Peoples R ChinaLanzhou Univ, Sch Life Sci, State Key Lab Grassland Agroecosyst, Lanzhou 730000, Peoples R China
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Chen, Sha
;
Li, Guan
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Li, Guan
;
Xu, Zhongguo
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Xu, Zhongguo
;
Zhuo, Yuefei
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Zhuo, Yuefei
;
Wu, Cifang
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, LAND, Hangzhou 310029, Zhejiang, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
Wu, Cifang
;
Ye, Yanmei
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, LAND, Hangzhou 310029, Zhejiang, Peoples R China
Minist Land & Resources, Lab Rural Urban Construct Land Econ & Intens Use, Beijing 100812, Peoples R ChinaZhejiang Univ, Res Dept Land Sci & Real Estate, Hangzhou 310029, Zhejiang, Peoples R China
机构:
China Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R ChinaChina Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R China
Chen, Wanxu
;
Chi, Guangqing
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Agr Econ Sociol & Educ, Populat Res Inst, 112E Armsby, University Pk, PA 16802 USA
Penn State Univ, Social Sci Res Inst, 112E Armsby, University Pk, PA 16802 USAChina Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R China
Chi, Guangqing
;
Li, Jiangfeng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Publ Adm, Dept Land Resource Management, Wuhan 430074, Peoples R ChinaChina Univ Geosci, Sch Geog & Informat Engn, Dept Geog, 388 Lumo Rd, Wuhan 430074, Peoples R China