Using Multi-source Data and K–means Algorithm to Identify Urban Fringe  


Main platform: Matlab, Python, ArcGIS

Introduction

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Conclusion

References

Cai, D., Li, M. C., Chen, Z. J., Wei, W., & Hu, W. (2010). Study on the boundary definition method of urban fringe based on information   entropy: A case study of Nanjing City. Science of Surveying and Mapping, 35(3), 107-109.

DeMello, E. C. (2015). Five decades of neighborhood classifications and their transitions: A comparison of four US cities, 1970-2010. Applied Geography, 57, 1-11.

Elvidge, C. D., Zhizhin, M., Ghosh, T., Hsu, F. C., & Taneja, J. (2021). Annual time series of global VIIRS nighttime lights derived from  monthly averages: 2012 to 2019. Remote Sensing, 13(5), 922.

Feng, Y. B., & Yang, Q. Y. (2014). Key research fields and basic directions of Chinese rural-land comprehensive consolidation in transitional period. Transactions of the Chinese Society of Agricultural Engineering, 30(1), 175-182.

Guo, Y. T., Liao, H. P., & Peng, Z. (2009). Research progress of urban spatial expansion in China. Progress in Geography, 28(3), 370-375.

Hart, J. F. (1991). The Perimetropolitan Bow Wave. Geographical Review, 81(1), 35-51.

Hu, S., Tong, L., Frazier, A. E., & Liu, Y. (2015). Urban boundary extraction and sprawl analysis using Landsat images: A case study in Wuhan, China. Habitat International, 47(47), 183-195.

National Bureau of Statistics. (2021). Annual data [DB/OL]. Retrieved December 31, 2021, from http://data.stats.gov.cn/easyquery.htm?cn=C01.

Peng, J., Ma, J., & Yuan, Y. (2014). Research progress and prospects on the identification of urban fringe. Progress in Geography, (8), 10.

Sharp, J. S., & Clark, J. K. (2008). Between the country and the concrete: Rediscovering the rural-urban fringe. City & Community, 7(1), 61-79.

ai, B. F., Zhang, L. X., & Song, Y. Q. (2002). Discussion on the vulnerability of the human-land system in the North China pastoral-mixed zone. Environmental Protection, (11), 21-26.

Wang, H. Y., Zhang, X. C., & Zhao, Y. (2010). Study on the boundary definition method of urban fringe based on logistic regression model. Mapping and Geographic Information, 10, 7-10.

Xing, Z. (2001). Edge effect and urban ecological planning. City Planning Review, 25(6), 44-49.

Zhou, X. C., Liu, Y. M., & Yang, H. J. (2017). Spatial identification and boundary delineation of urban fringe in Xi'an City. Journal of Geo-Information Science, 19(10), 1327-1335.