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Estimation of the Spatial Suitability of Winter Tourism Destinations Based on Copula Functions

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  • Weiying Cai

    (Northeast Asia Leisure Economy Research Center, The Tourism College of Changchun University, Changchun 130607, China)

  • Hui Di

    (School of Environment, Northeast Normal University, Changchun 130024, China)

  • Xingpeng Liu

    (School of Environment, Northeast Normal University, Changchun 130024, China)

Abstract

Climate and weather are important factors that determine winter tourism destinations and snow resources and temperature affect the income of the winter tourism industry. Against the background of climate change, abnormal fluctuations in climate elements bring a series of challenges for winter tourism and cause potential losses to the tourism industry. To effectively assess and plan winter tourism destinations, this study establishes the snow abundance and meteorological suitability indices from snow resource and weather conditions to express winter tourism resources, respectively. The coupling relationship of the two indices was used to analyze the spatial suitability of winter tourism destinations based on the copula function. By case analysis, it was found that the Frank copula one is the best fitting function for winter tourism suitability analysis. The Yushu–Jiutai–Yitong–Dongliao line is the boundary of spatial suitability in the study area. The eastern areas of the boundary have great potential for winter tourism and could strive to develop ice-snow projects, whereas the western regions are relatively weak. This study has guiding significance for winter tourism destination development and resource spatial layout.

Suggested Citation

  • Weiying Cai & Hui Di & Xingpeng Liu, 2019. "Estimation of the Spatial Suitability of Winter Tourism Destinations Based on Copula Functions," IJERPH, MDPI, vol. 16(2), pages 1-18, January.
  • Handle: RePEc:gam:jijerp:v:16:y:2019:i:2:p:186-:d:196552
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    References listed on IDEAS

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    1. Marius Mayer & O. Cenk Demiroglu & Oguzhan Ozcelebi, 2018. "Microclimatic Volatility and Elasticity of Glacier Skiing Demand," Sustainability, MDPI, vol. 10(10), pages 1-14, October.
    2. Daniel Scott & Geoff McBoyle, 2007. "Climate change adaptation in the ski industry," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 12(8), pages 1411-1431, October.
    3. Camille Gonseth, 2013. "Impact of snow variability on the Swiss winter tourism sector: implications in an era of climate change," Climatic Change, Springer, vol. 119(2), pages 307-320, July.
    4. Rutty, Michelle & Scott, Daniel & Johnson, Peter & Pons, Marc & Steiger, Robert & Vilella, Marc, 2017. "Using ski industry response to climatic variability to assess climate change risk: An analogue study in Eastern Canada," Tourism Management, Elsevier, vol. 58(C), pages 196-204.
    5. Claudia Schwirplies & Andreas Ziegler, 2017. "Adaptation of future travel habits to climate change," Tourism Economics, , vol. 23(6), pages 1275-1295, September.
    6. Falk, Martin & Lin, Xiang, 2018. "Sensitivity of winter tourism to temperature increases over the last decades," Economic Modelling, Elsevier, vol. 71(C), pages 174-183.
    7. Falk, Martin, 2010. "A dynamic panel data analysis of snow depth and winter tourism," Tourism Management, Elsevier, vol. 31(6), pages 912-924.
    8. Daniel Scott & Jackie Dawson & Brenda Jones, 2008. "Climate change vulnerability of the US Northeast winter recreation– tourism sector," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 13(5), pages 577-596, June.
    9. Martin Falk & Xiang Lin, 2018. "The declining dependence of ski lift operators on natural snow conditions," Tourism Economics, , vol. 24(6), pages 662-676, September.
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    Cited by:

    1. Weiying Cai & Jie Yu & Wei Yang, 2023. "The Spatial Synergy of the Ice–Snow Tourism Industry and Its Related Industries in Jilin Province," Sustainability, MDPI, vol. 15(16), pages 1-15, August.

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