Supply–Demand Analysis of Urban Emergency Shelters Based on Spatiotemporal Population Estimation
Xiaodong Zhang , Jia Yu , Yun Chen , Jiahong Wen , Jiayan Chen , Zhan’e Yin
International Journal of Disaster Risk Science ›› 2020, Vol. 11 ›› Issue (4) : 519 -537.
Supply–Demand Analysis of Urban Emergency Shelters Based on Spatiotemporal Population Estimation
Supply–demand analysis is an important part of the planning of urban emergency shelters. Using Pudong New Area, Shanghai, China as an example, this study estimated daytime and nighttime population of the study area based on fine-scale land use data, census data, statistical yearbook information, and Tencent user-density big data. An exponential function-based, probability density estimation method was used to analyze the spatial supply of and demand for shelters under an earthquake scenario. The results show that even if all potential available shelters are considered, they still cannot satisfy the demand of the existing population for evacuation and sheltering, especially in the northern region of Pudong, under both the daytime and the nighttime scenarios. The proposed method can reveal the spatiotemporal imbalance between shelter supply and demand. We also conducted a preliminary location selection analysis of shelters based on the supply–demand analysis results. The location selection results demonstrate the advantage of the proposed method. It can be applied to identify the areas where the supply of shelters is seriously inadequate, and provide effective decision support for the planning of urban emergency shelters.
Big data / China, population estimation / Probability density estimation / Supply–demand analysis / Urban emergency shelters
| [1] |
|
| [2] |
|
| [3] |
|
| [4] |
|
| [5] |
|
| [6] |
|
| [7] |
|
| [8] |
|
| [9] |
|
| [10] |
|
| [11] |
|
| [12] |
|
| [13] |
China, People’s Republic of. Ministry of Land and Resources. 2002. National land classification. Beijing: Ministry of Land and Resources of the People’s Republic of China. http://www.360doc.com/content/12/0202/12/8533258_183610719.shtml. Accessed 3 Jun 2020 (in Chinese). |
| [14] |
China, People’s Republic of. National Bureau of Statistics. 2011a. Tabulation on the 2010 population census of the People’s Republic of China. Beijing: China Statistics Press (in Chinese). |
| [15] |
China, People’s Republic of. Pudong New Area Bureau of Statistics (PNABS). 2011b. Shanghai Pudong New Area statistical yearbook. Beijing: China Statistics Press (in Chinese). |
| [16] |
China, People’s Republic of. Shanghai Municipality. 2015a. Bulletins of the third economic census (2013) in Pudong New Area, Shanghai. Shanghai: Shanghai Municipal Bureau of Statistics (in Chinese). |
| [17] |
China, People’s Republic of. China Earthquake Administration. 2015b. Seismic ground motion parameter zonation map of China (GB 18306-2015). Beijing: Standards Press of China (in Chinese). |
| [18] |
China, People’s Republic of. Shanghai Municipal Administration Committee of Housing and Urban-Rural Development. 2016a. Design standard for emergency shelter (DG/TJ 08-2188-2015) Section 3.1. Shanghai: Tongji University Press. http://ebook.chinabuilding.com.cn/zbooklib/book/detail/show?SiteID=1&bookID=62291. Accessed 3 Jun 2020 (in Chinese). |
| [19] |
China, People’s Republic of. Shanghai Municipal Bureau of Statistics. 2016b. Shanghai Pudong New Area statistical yearbook 2016. Shanghai: China Statistics Press (in Chinese). |
| [20] |
China, People’s Republic of. Shanghai Municipal Bureau of Statistics. 2017. Shanghai Pudong New Area statistical yearbook 2017. Shanghai: China Statistics Press (in Chinese). |
| [21] |
|
| [22] |
|
| [23] |
|
| [24] |
|
| [25] |
|
| [26] |
|
| [27] |
Dou, K., Q. Zhan, and S. Li. 2012. GIS-based responsibility area subdivision for metropolitan emergency shelters—Case study of Wuchang district, Wuhan city. In Proceedings of 6th International Association for China Planning (IACP) Conference “China’s Urbanization in Transition: Challenges and Opportunities,” 17–19 June 2012, Wuhan, China. |
| [28] |
ESRI (Environmental Systems Research Institute, Inc.). 2017. ArcGIS for Desktop help: Focal statistics. https://desktop.arcgis.com/en/arcmap/10.3/tools/spatial-analyst-toolbox/focal-statistics.htm. Accessed 23 May 2020. |
| [29] |
Fan, L., Y. Tong, and R. Li. 2011. Notice of retraction evaluation of urban community shelters, Jiaozuo City, China. In 2011 2nd International Conference on Artificial Intelligence, Management Science, and Electronic Commerce (AIMSEC), 8–10 August 2011, Zhengzhou, China. |
| [30] |
|
| [31] |
|
| [32] |
Jiang, B., J. Yin, and S. Zhao. 2009. Characterizing the human mobility pattern in a large street network. Physical Review E 80(2): Article 021136. |
| [33] |
|
| [34] |
Johnson, R. 2000. GIS technology for disasters and emergency management. An ESRI white paper. https://www.esri.com/library/whitepapers/pdfs/disastermgmt.pdf. Accessed 16 Feb 2019. |
| [35] |
|
| [36] |
|
| [37] |
|
| [38] |
|
| [39] |
|
| [40] |
|
| [41] |
|
| [42] |
Pan, A. 2010. The applications of maximal covering model in typhoon emergency shelter location problem. In The Proceedings of 2010 IEEE International Conference on Industrial Engineering and Engineering Management, Macau, December 7–10, 2010, 1727–1731. Piscataway: IEEE Press. |
| [43] |
|
| [44] |
|
| [45] |
|
| [46] |
Sherratt, G.G. 1960. A model for general urban growth. In Management sciences: Models and techniques. Proceedings of the sixth international meeting of the Institute of Management Sciences at the Conservatoire National des Arts & Métiers, Paris, September 7–11, 1959, ed. C.W. Churchman, and M. Verhulst, Vol. 2, 147–159. New York: Pergamon Press. |
| [47] |
|
| [48] |
|
| [49] |
|
| [50] |
|
| [51] |
Tai, C., Y. Lee, and C. Lin. 2010. Earthquake disaster prevention area planning considering residents’ demand. In Proceedings of the 2nd International Conference on Advanced Computer Control, Shenyang, China, 27–29 March 2010, 381–385. Piscataway: IEEE Press. |
| [52] |
|
| [53] |
|
| [54] |
|
| [55] |
|
| [56] |
UN (United Nations) World urbanization prospects: The 2014 revision-highlights, 2014, New York: United Nations |
| [57] |
|
| [58] |
|
| [59] |
|
| [60] |
|
| [61] |
|
| [62] |
|
| [63] |
|
| [64] |
Zhao, L., H. Li, Y. Sun, R. Huang, Q. Hu, J. Wang, and F. Gao. 2017. Planning emergency shelters for urban disaster resilience: An integrated location-allocation modeling approach. Sustainability 9(11): Article 2098. |
| [65] |
|
| [66] |
Zhu, X., Z. Tong, X. Liu, X. Li, P. Lin, and T. Wang. 2018. An improved two-step floating catchment area method for evaluating spatial accessibility to urban emergency shelters. Sustainability 10(7): Article 2180. |
/
| 〈 |
|
〉 |