Spatial Variability of Local Rural Landscape Change under Rapid Urbanization in Eastern China
Abstract
:1. Introduction
2. Study Areas and Methods
2.1. Study Area
2.2. Methods
2.2.1. Local Landscape Survey
2.2.2. Landscape Pattern Analysis
2.2.3. Landscape Change Analysis
2.2.4. Land Use Transformation
3. Results
3.1. Different Landscape Compositions and Patterns in Three Rural Areas
3.2. Landscape Change Characteristics in Different Rural Areas
3.3. Most Common Land Use Changes
4. Discussion
4.1. Semi-Natural Land for Local Natural Conservation
4.2. Rural Landscape Change at a Local Scale
4.3. Rural Landscape Management
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- United Nations. World Urbanization Prospects; The 2011 Revision; Department of Economic and Social Affairs, Population Division: Washington, DC, USA, 2012. [Google Scholar]
- Chen, J. Rapid urbanization in China: A real challenge to soil protection and food security. CATENA 2007, 69, 1–15. [Google Scholar] [CrossRef]
- Lu, H.F.; Campbell, D.E. Ecological and economic dynamics of the Shunde agricultural system under China’s small city development strategy. J. Environ. Manag. 2009, 90, 2589–2600. [Google Scholar] [CrossRef] [PubMed]
- Liu, S.D.; Xia, X.H.; Yang, L.Y.; Shen, M.H.; Liu, R.M. Polycyclic aromatic hydrocarbons in urban soils of different land uses in Beijing, China: Distribution, sources and their correlation with the city’s urbanization history. J. Hazard. Mater. 2010, 177, 1085–1092. [Google Scholar] [CrossRef] [PubMed]
- Tu, J. Spatially varying relationships between land use and water quality across an urbanization gradient explored by geographically weighted regression. Appl. Geogr. 2011, 31, 376–392. [Google Scholar] [CrossRef]
- Wu, Y.Z.; Zhang, X.L.; Shen, L.Y. The impact of urbanization policy on land use change: A scenario analysis. Cities 2011, 28, 147–159. [Google Scholar] [CrossRef]
- Shrestha, M.K.; York, A.M.; Boone, C.G.; Zhang, S.N. Land fragmentation due to rapid urbanization in the Phoenix Metropolitan Area: Analyzing the spatiotemporal patterns and drivers. Appl. Geogr. 2012, 32, 522–531. [Google Scholar] [CrossRef]
- Vimal, R.; Geniaux, G.; Pluvinet, P.; Napoleone, C.; Lepart, J. Detecting threatened biodiversity by urbanization at regional and local scales using an urban sprawl simulation approach: Application on the French Mediterranean region. Landsc. Urban Plan. 2012, 104, 343–355. [Google Scholar] [CrossRef]
- Alphan, H. Land-use Change and Urbanization of Adana, Turkey. Land Degrad. Dev. 2003, 14, 575–586. [Google Scholar] [CrossRef]
- Dewan, A.M.; Yamaguchi, Y. Land use and land cover change in Greater Dhaka, Bangladesh: Using remote sensing to promote sustainable urbanization. Appl. Geogr. 2009, 29, 390–401. [Google Scholar] [CrossRef]
- Bakr, N.; Weindorf, D.C.; Bahnassy, M.H.; Marei, S.M.; El-Badawi, M.M. Monitoring land cover changes in a newly reclaimed area of Egypt using multi-temporal Landsat data. Appl. Geogr. 2010, 30, 592–605. [Google Scholar] [CrossRef]
- Du, P.J.; LI Xingli Cao, W.; Luo, Y.; Zhang, H.P. Monitoring urban land cover and vegetation change by multi-temporal remote sensing information. Min. Sci. Technol. 2010, 20, 922–932. [Google Scholar] [CrossRef]
- Qasim, M.; Hubacek, K.; Termansen, M. Underlying and proximate driving causes of land use change in district Swat, Pakistan. Land Use Policy 2013, 34, 146–157. [Google Scholar] [CrossRef]
- Lopez, E.; Bocco, G.; Mendoza, M.; Duhau, E. Predicting land cover and land use change in the urban fringe a case in Morelia City, Mexico. Landsc. Urban Plan. 2001, 55, 271–285. [Google Scholar] [CrossRef]
- Deng, J.S.; Wang, K.; Hong, Y.; Qi, J.G. Spatio-temporal dynamics and evolution of land use change and landscape pattern in response to rapid urbanization. Landsc. Urban Plan. 2009, 92, 187–198. [Google Scholar] [CrossRef]
- Farley, K.A.; Ojeda-Revah, L.; Atkinson, E.E.; Eaton-González, R.B. Changes in land use, land tenure, and landscape fragmentation in the Tijuana River Watershed following reform of the ejido sector. Land Use Policy 2012, 29, 187–197. [Google Scholar] [CrossRef]
- Antrop, M. Landscape change and the urbanization process in Europe. Landsc. Urban Plan. 2004, 67, 9–26. [Google Scholar]
- Long, H.L.; Tang, G.P.; Li, X.B.; Heilig, G.K. Socio-economic driving forces of land-use change in Kunshan, the Yangtze River Delta economic area of China. J. Environ. Manag. 2007, 83, 351–364. [Google Scholar] [CrossRef] [PubMed]
- Schneeberger, N.; Bürgi, M.; Hersperger, A.M.; Ewald, K.C. Driving forces and rates of landscape change as a promising combination for landscape change research—An application on the northern fringe of the Swiss Alps. Land Use Policy 2007, 24, 349–361. [Google Scholar] [CrossRef]
- Lieskovský, J.; Kanka, R.; Bezák, P.; Štefunková, D.; Petrovič, F.; Dobrovodská, M. Driving forces behind vineyard abandonment in Slovakia following the move to a market-oriented economy. Land Use Policy 2013, 32, 356–365. [Google Scholar] [CrossRef]
- Wang, X.H.; Zheng, D.; She, Y.C. Land use change and its driving forces on the Tibetan Plateau during 1990–2000. CATENA 2008, 72, 56–66. [Google Scholar] [CrossRef]
- Wu, J.G.; Jenerette, G.D.; Buyantuyev, A.; Redman, C.L. Quantifying spatiotemporal patterns of urbanization: The case of the two fastest growing metropolitan regions in the United States. Ecol. Complex. 2011, 8, 1–8. [Google Scholar] [CrossRef]
- Parcerisas, L.; Marull, J.; Pino, J.; Tello, E.; Coll, F.; Basnou, C. Land use changes, landscape ecology and their socioeconomic driving forces in the Spanish Mediterranean coast (El Maresme County, 1850–2005). Environ. Sci. Policy 2012, 23, 120–132. [Google Scholar] [CrossRef]
- Wu, X.Q.; Cai, Y.L.; Zhou, T. Effects of Land Use/Land Cover Changes on Rocky Desertification-A Case Study of a Small Karst Catchment in Southwestern China. Energy Procedia 2011, 5, 1–5. [Google Scholar]
- Forton, O.T.; Manga, V.E.; Tening, A.S.; Asaah, A.V. Land contamination risk management in Cameroon: A critical review of the existing policy framework. Land Use Policy 2012, 29, 750–760. [Google Scholar] [CrossRef]
- Fürst, C.; Helming, K.; Lorz, C.; Müller, F.; Verburg, P.H. Integrated land use and regional resource management—A cross-disciplinary dialogue on future perspectives for a sustainable development of regional resources. J. Environ. Manag. 2013, 127, S1–S5. [Google Scholar] [CrossRef] [PubMed]
- Lindsay, C.S.; Dougill, A.J. Channelling science into policy: Enabling best practices from research on land degradation and sustainable land management in dryland Africa. J. Environ. Manag. 2013, 114, 328–335. [Google Scholar]
- Ellis, E.C.; Neerchal, N.; Peng, K.; Xiao, H.S.; Wang, H.Q.; Zhuang, Y.; Li, S.C.; Wu, J.X.; Jiao, J.G.; Ouyang, H.; et al. Estimating Long-Term Changes in China’s Village Landscapes. Ecosystems 2009, 12, 279–297. [Google Scholar] [CrossRef] [Green Version]
- Zhang, K.H.; Song, S.F. Rural–urban migration and urbanization in China: Evidence from time-series and cross-section analyses. China Econ. Rev. 2003, 14, 386–400. [Google Scholar] [CrossRef]
- Chang, G.H.; Brada, J.C. The paradox of China’s growing under-urbanization. Econ. Syst. 2006, 30, 24–40. [Google Scholar] [CrossRef]
- Gu, C.L.; Wu, L.; Cook, I. Progress in research on Chinese urbanization. Front. Archit. Res. 2012, 1, 101–149. [Google Scholar]
- Gao, J.; Liu, Y.S.; Chen, Y.F. Land cover changes during agrarian restructuring in Northeast China. Appl. Geogr. 2006, 26, 312–322. [Google Scholar] [CrossRef]
- Long, H.L.; Heilig, G.K.; Li, X.B.; Zhang, M. Socio-economic development and land-use change: Analysis of rural housing land transition in the Transect of the Yangtse River, China. Land Use Policy 2007, 24, 141–153. [Google Scholar] [CrossRef]
- Wu, J.X.; Cheng, X.; Xiao, H.S.; Wang, H.Q.; Yang, L.-Z.; Ellis, E.C. Agricultural landscape change in China’s Yangtze Delta, 1942–2002: A case study. Agric. Ecosyst. Environ. 2009, 129, 523–533. [Google Scholar] [CrossRef]
- McGarigal, K.; Tagil, S.; Cushman, S.A. Surface metrics: An alternative to patch metrics for the quantification of landscape structure. Landsc. Ecol. 2009, 24, 433–450. [Google Scholar] [CrossRef]
- Sojneková, M.; Chytrý, M. From arable land to species-rich semi-natural grasslands: Succession in abandoned fields in a dry region of central Europe. Ecol. Eng. 2015, 77, 373–381. [Google Scholar] [CrossRef]
- Wehn, S.; Burton, R.; Riley, M.; Johansen, L.; Hovstad, K.A.; Rønningen, K. Adaptive biodiversity management of semi-natural hay meadows: The case of West-Norway. Land Use Policy 2018, 72, 259–269. [Google Scholar] [CrossRef]
- Stein, T.V.; Anderson, D.H.; Kelly, T. Using stakeholders’ values to apply ecosystem management in an upper Midwest landscape. Environ. Manag. 1999, 24, 399–413. [Google Scholar] [CrossRef]
- Norderhaug, A.; Ihse, M.; Pedersen, O. Biotope patterns and abundance of meadow plant species in a Norwegian rural landscape. Landsc. Ecol. 2000, 15, 201–218. [Google Scholar] [CrossRef]
- Lindborg, R.; Bengtsson, J.; Berg, Å.; Cousins, S.A.O.; Eriksson, O.; Gustafsson, T.; Hasund, K.P.; Lenoir, L.; Pihlgren, A.; Sjödin, E.; et al. A landscape perspective on conservation of semi-natural grasslands. Agric. Ecosyst. Environ. 2008, 125, 213–222. [Google Scholar] [CrossRef]
- Janišová, M.; Michalcová, D.; Bacaro, G.; Ghisla, A. Landscape Effects on Diversity of Semi-natural Grasslands. Agric. Ecosyst. Environ. 2014, 182, 47–58. [Google Scholar] [CrossRef]
- Liu, Y.H.; Duan, M.C.; Yu, Z.R. Agricultural landscapes and biodiversity in China. Agric. Ecosyst. Environ. 2013, 166, 46–54. [Google Scholar] [CrossRef]
- Boller, P.F. Presidential Campaigns: From George Washington to George W. Bush; Oxford University Press: Oxford, UK, 2004. [Google Scholar]
- Matsushita, B.; Xu, M.; Fukushima, T. Characterizing the changes in landscape structure in the Lake Kasumigaura Basin, Japan using a high-quality GIS dataset. Landsc. Urban Plan. 2006, 78, 241–250. [Google Scholar] [CrossRef]
- Rounsevell, M.D.A.; Reay, D.S. Land use and climate change in the UK. Land Use Policy 2009, 26S, S160–S169. [Google Scholar] [CrossRef]
- Alcantara, C.; Kuemmerle, T.; Prishchepov, A.V.; Radeloff, V.C. Mapping abandoned agriculture with multi-temporal MODIS satellite data. Remote Sens. Environ. 2012, 124, 334–347. [Google Scholar] [CrossRef]
- Renwick, A.; Jansson, T.; Verburg, P.H.; Revoredo-Giha, C.; Britz, W.; Gocht, A.; McCracken, D. Policy reform and agricultural land abandonment in the EU. Land Use Policy 2013, 30, 446–457. [Google Scholar] [CrossRef]
- Johansson, L.J.; Hall, K.; Prentice, H.C.; Ihse Mc Reitalu, T.; Sykes, M.T.; Kindström, M. Semi-natural grassland continuity, long-term land-use change and plant species richness in an agricultural landscape on Öland, Sweden. Landsc. Urban Plan. 2008, 84, 200–211. [Google Scholar] [CrossRef]
- Feranec, J.; Jaffrain, G.; Soukup, T.; Hazeu, G. Determining changes and flows in European landscapes 1990–2000 using CORINE land cover data. Appl. Geogr. 2010, 30, 19–35. [Google Scholar] [CrossRef]
- Hooftman, D.A.P.; Bullock, J.M. Mapping to Inform Conservation: A Case Study of Changes in Semi-natural Habitats and Their Connectivity Over 70 Years. Biol. Conserv. 2012, 145, 30–38. [Google Scholar] [CrossRef]
- Liu, J.Y.; Liu, M.L.; Zhuang, D.F.; Zhang, Z.X.; Deng, X.Z. Spatial Pattern Analysis of Recent Land Use Change in China. Sci. China Ser. D 2002, 32, 1031–1040. (In Chinese) [Google Scholar]
- Ren, W.W.; Zhong, Y.; Meligrana, J.; Anderson, B.; Watt, W.E.; Chen, J.K.; Leung, H.L. Urbanization, land use, and water quality in Shanghai 1947–1996. Environ. Int. 2003, 29, 649–659. [Google Scholar] [CrossRef]
- Xu, C.; Liu, M.; An, S.; Chen, J.M.; Yan, P. Assessing the impact of urbanization on regional net primary productivity in Jiangyin County, China. J. Environ. Manag. 2007, 85, 597–606. [Google Scholar] [CrossRef] [PubMed]
- Lu, Q.S.; Liang, F.Y.; Bi, X.L.; Duffy, R.; Zhao, Z.P. Effects of urbanization and industrialization on agricultural land use in Shandong Peninsula of China. Ecol. Indic. 2011, 11, 1710–1714. [Google Scholar] [CrossRef] [Green Version]
- Xu, Y.Q.; Li, X.B. Dynamic Change of Land Use in Hebei Southern Plain Based on GIS. Resour. Sci. 2003, 25, 77–84. (In Chinese) [Google Scholar]
- Zhang, Y.P.; Sun, Y.; Wang, X.L.; Cai, Y.P. Study on the Drving Force of Land Use Change at Different Scales-A case Study of the Xinbei District of Changzhou City. Res. Soil Water Conserv. 2012, 19, 111–116. (In Chinese) [Google Scholar]
- Ding, C.R. Land policy reform in China: Assessment and prospects. Land Use Policy 2003, 20, 109–120. [Google Scholar] [CrossRef]
- Kristensen, S.P. Agricultural land use and landscape changes in Rostrup, Denmark: Processes of intensification and extensification. Landsc. Urban Plan. 1999, 46, 117–123. [Google Scholar] [CrossRef]
- Li, M.S.; Huang, C.Q.; Zhu, Z.L.; Shi, H.; Lu, H.; Peng, S.K. Assessing rates of forest change and fragmentation in Alabama, USA, using the vegetation change tracker model. For. Ecol. Manag. 2009, 257, 1480–1488. [Google Scholar] [CrossRef]
- Kong, X.B. The Driving Forces, Effects and Sustainable Appraisal of Land Use Change in the High Input Agricultural Region—A Case Study in Quzhou County, the North China Plain. Ph.D. Thesis, China Agricultural University, Beijing, China, 2003. [Google Scholar]
- Wu, Z.Z.; Son, G.P.; Wang, X.X.; Cheng, Y.; Zhang, N. On urbanization process and spatial expansion in the urban fringe of Beijing: A case study of Daxing District. Geogr. Res. 2008, 27, 285–294. (In Chinese) [Google Scholar]
- Chen, S.; Ju, W.M.; Li, X.F. Effects of Land Use Change on Ecological Service Value in Changshu City. Res. Soil Water Conserv. 2009, 16, 93–97. (In Chinese) [Google Scholar]
- Pfiffner, L.; Luka, H. Overwintering of Arthropods in Soils of Arable Fields and Adjacent Semi-natural Habitats. Agric. Ecosyst. Environ. 2000, 78, 215–222. [Google Scholar] [CrossRef]
- Reitalu, T.; Sykes, M.T.; Johansson, L.J.; Lönn, M.; Hall, K.; Vandewalle, M.; Prentice, H.C. Small-scale Plant Species Richness and Evenness in Semi-natural Grasslands Respond Differently to Habitat Fragmentation. Biol. Conserv. 2009, 142, 899–908. [Google Scholar] [CrossRef]
- Natural England. Entry Level Stewardship: Environmental Stewardship Handbook—Fourth Edition January 2013. Available online: http://publications.naturalengland.org.uk/publication/2798159 (accessed on 20 June 2018).
- Sieber, S.; Amjath-Babu, T.S.; Jansson, T.; Müller, K.; Tscherning, K.; Graef, F.; Pohle, D.; Helming, K.; Rudloff, B.; Saravia-Matus, B.S.; et al. Sustainability impact assessment using integrated meta-modelling: Simulating the reduction of direct support under the EU common agricultural policy (CAP). Land Use Policy 2013, 33, 235–245. [Google Scholar] [CrossRef]
- Weng, Y. Spatiotemporal changes of landscape pattern in response to urbanization. Landsc. Urban Plan. 2007, 81, 341–353. [Google Scholar] [CrossRef]
- Díaz-Palacios-Sisternes, S.; Ayuga, F.; García, A.I. A method for detecting and describing land use transformations: An examination of Madrid’s southern urban–rural gradient between 1990 and 2006. Cities 2014, 40, 99–110. [Google Scholar] [CrossRef]
- Mottet, A.; Ladet, S.; Coqué, N.; Gibon, A. Agricultural land-use change and its drivers in mountain landscapes: A case study in the Pyrenees. Agric. Ecosyst. Environ. 2006, 114, 296–310. [Google Scholar] [CrossRef]
- Hietala-Koivu, R.; Järvenpää, T.; Helenius, J. Value of semi-natural areas as biodiversity indicators in agricultural landscapes. Agric. Ecosyst. Environ. 2004, 101, 9–19. [Google Scholar] [CrossRef]
- Pinto-Correia, T.; Gustavsson, R.; Pirnat, J. Bridging the gap between centrally defined policies and local decisions–Towards more sensitive and creative rural landscape management. Landsc. Ecol. 2006, 21, 333–346. [Google Scholar] [CrossRef]
Landscape Level | Landscape Metrics in 2012 | |||
---|---|---|---|---|
Landscape metrics | DX | QZ | CS | |
LSI | 15.79 | 15.53 | 27.13 | |
CONTAG | 75.18 | 80.62 | 57.9 | |
SHDI | 1.16 | 0.8 | 1.86 | |
Land use composition in 2012/% | ||||
Land use type | Land use subtype | |||
Farmland | Farmland | 66.84 | 86.76 | 40.26 |
Semi-natural land | 10.04 | 4.52 | 39.85 | |
Nursery | 0.10 | 0.00 | 3.18 | |
Woodland | 1.23 | 2.06 | 3.93 | |
Orchard | 4.07 | 0.20 | 2.78 | |
Unused land | 2.04 | 1.92 | 5.24 | |
Other water | 2.57 | 0.34 | 11.25 | |
Aquaculture area | 0.04 | 0.00 | 13.47 | |
Constructions | 23.12 | 8.72 | 19.89 | |
Settlement | 19.02 | 5.69 | 14.31 | |
Commercial land | 0.17 | 0.09 | 0.00 | |
Industrial land | 0.93 | 0.53 | 1.96 | |
Main road | 1.40 | 0.80 | 1.93 | |
Field road | 1.59 | 1.61 | 1.68 |
Landscape Metric | Landscape Metric Change Rate/% | |||
---|---|---|---|---|
DX | QZ | CS | ||
LSI | −5.32 | 0.96 | −4.7 | |
CONTAG | −0.8 | −2.14 | −3.23 | |
SHDI | 3.44 | 7.06 | 5.97 | |
Land use change rate/% | ||||
Total change rate | 9.32 | 2.11 | 14.29 | |
Land use type | Land use subtype | |||
Farmland | Farmland | −4.92 | −1.29 | −7.57 |
Semi-natural land | −1.48 | 7.62 | 9.15 | |
Nursery | −55.60 | 0.00 | 1895.07 | |
Woodland | −12.35 | 50.00 | 24.81 | |
Orchard | 29.85 | 1131.93 | 44.91 | |
Unused land | −26.32 | −19.31 | −12.07 | |
Other water | 0.00 | −15.86 | −0.54 | |
Aquaculture area | −60.42 | 0.00 | −1.74 | |
Constructions | 15.61 | 9.08 | −0.12 | |
Settlement | 20.91 | 7.97 | −1.10 | |
Commercial land | 129.34 | −12.12 | 0.00 | |
Industrial land | 12.37 | 29.62 | 2.39 | |
Main road | 0.00 | 0.00 | 0.00 | |
Field road | 8.23 | 19.55 | 5.62 |
2009 | 2012 | Farmland | Orchard | Nursery | Woodland | Settlement | Commercial Land | Industrial Land | Field Road | Aquaculture Area | Unused Land | Total Decrease |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Farmland% | DX | - | 29.90 | 0.40 | - | 33.06 | - | 1.09 | 1.28 | - | - | 65.74 |
QZ | - | 8.07 | - | 30.92 | 17.44 | 1.27 | 5.15 | 5.84 | - | - | 68.69 | |
CS | - | 6.08 | 18.23 | 2.70 | 0.85 | - | - | 0.10 | 20.87 | 3.11 | 51.93 | |
Orchard% | DX | 20.03 | - | - | - | - | 1.03 | - | - | - | - | 21.06 |
QZ | - | - | - | - | - | - | - | - | - | - | - | |
CS | 5.20 | - | - | - | - | - | - | - | - | - | 5.20 | |
Nursery% | DX | 0.57 | 1.10 | - | - | - | - | - | - | - | - | 1.67 |
QZ | - | - | - | - | - | - | - | - | - | - | - | |
CS | 0.56 | - | - | - | - | - | - | 0.08 | - | 1.58 | 2.22 | |
Woodland% | DX | 1.84 | - | - | - | - | - | - | - | - | - | 1.84 |
QZ | - | - | - | - | 0.28 | - | - | - | - | - | 0.28 | |
CS | - | - | - | - | - | - | - | - | - | - | - | |
Settlement% | DX | 1.29 | - | - | - | - | - | - | - | - | - | 1.29 |
QZ | - | - | - | - | - | - | - | - | - | - | - | |
CS | 0.09 | - | 0.14 | - | - | - | - | - | - | 1.91 | 2.14 | |
Commercial land% | DX | - | - | - | - | - | - | - | - | - | - | - |
QZ | 1.83 | - | - | - | - | - | - | - | - | - | 1.83 | |
CS | - | - | - | - | - | - | - | - | - | - | - | |
Industrial land% | DX | - | - | - | - | - | - | - | - | - | - | - |
QZ | 1.20 | - | - | - | - | - | - | - | - | - | 1.20 | |
CS | - | - | - | - | - | - | - | - | - | - | - | |
Field road% | DX | - | - | - | - | - | - | - | - | - | - | - |
QZ | 4.64 | - | - | - | - | - | - | - | - | - | 4.64 | |
CS | - | - | - | - | - | - | - | - | - | - | - | |
Aquaculture area% | DX | 0.68 | - | - | - | - | - | - | - | - | - | 0.68 |
QZ | - | - | - | - | - | - | - | - | - | - | - | |
CS | 11.97 | 3.89 | 0.29 | 2.20 | - | - | 0.31 | 0.43 | - | 3.75 | 22.85 | |
Other waters% | DX | - | - | - | - | - | - | - | - | - | - | - |
QZ | 2.85 | - | - | - | - | - | - | - | - | - | 2.85 | |
CS | 0.19 | - | 0.22 | - | - | - | - | - | - | - | 0.41 | |
Unused land% | DX | 4.56 | - | - | - | 3.17 | - | - | - | - | - | 7.73 |
QZ | 7.50 | - | - | - | 1.00 | - | 1.45 | 10.55 | - | - | 20.51 | |
CS | 11.47 | 1.11 | 1.69 | 0.42 | 0.21 | - | - | - | 0.35 | - | 15.25 |
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Xiao, H.; Liu, Y.; Li, L.; Yu, Z.; Zhang, X. Spatial Variability of Local Rural Landscape Change under Rapid Urbanization in Eastern China. ISPRS Int. J. Geo-Inf. 2018, 7, 231. https://doi.org/10.3390/ijgi7060231
Xiao H, Liu Y, Li L, Yu Z, Zhang X. Spatial Variability of Local Rural Landscape Change under Rapid Urbanization in Eastern China. ISPRS International Journal of Geo-Information. 2018; 7(6):231. https://doi.org/10.3390/ijgi7060231
Chicago/Turabian StyleXiao, He, Yunhui Liu, Liangtao Li, Zhenrong Yu, and Xiaotong Zhang. 2018. "Spatial Variability of Local Rural Landscape Change under Rapid Urbanization in Eastern China" ISPRS International Journal of Geo-Information 7, no. 6: 231. https://doi.org/10.3390/ijgi7060231
APA StyleXiao, H., Liu, Y., Li, L., Yu, Z., & Zhang, X. (2018). Spatial Variability of Local Rural Landscape Change under Rapid Urbanization in Eastern China. ISPRS International Journal of Geo-Information, 7(6), 231. https://doi.org/10.3390/ijgi7060231