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Tourism Effect on the Spatiotemporal Pattern of Land Surface Temperature (LST): Babolsar and Fereydonkenar Cities (Cases Study in Iran)

Author

Listed:
  • Taher Safarrad

    (Geography and Urban Planning Department, University of Mazandaran, Babolsar P.O. Box 47415-416, Iran)

  • Mostafa Ghadami

    (Geography and Urban Planning Department, University of Mazandaran, Babolsar P.O. Box 47415-416, Iran
    Geography Department, Justus Liebig University Giessen, 35390 Giessen, Germany)

  • Andreas Dittmann

    (Geography Department, Justus Liebig University Giessen, 35390 Giessen, Germany)

  • Mousa Pazhuhan (Panahandeh Khah)

    (Independent Researcher, Tehran 1418733516, Iran)

Abstract

The purpose of this study is to investigate the effect of tourism on Land Surface Temperature (LST), an issue which has rarely been considered in the tourism development literature. In this research, remote sensing techniques have been used to analyze the changes in the LST and spectral indices including the Normalized Difference Vegetation Index (NDVI), Modified Normalized Difference Water Index (MNDWI) and Enhanced Built-Up and Bareness Index (EBBI). The data used were based on Landsat Collection 1 Surface Reflectance (SR) images taken in June and August. They were analyzed over 32 years in the years 1987, 1993, 1999, 2009, 2014 and 2019. The study area included the cities of Babolsar and Fereydonkenar and their suburbs in Mazandaran Province in the north of Iran and south of the Caspian Sea. First the tourism zones were separated from other land use zones and then the changes in land use and LST in each of the zones were studied for each year based on the trend of 32-year change. The results of Pearson correlation in the whole area for each main land use zone showed that there was a significant inverse relationship between the LST and the NDVI and MNDWI indices. This relationship was direct and significant for the EBBI index. Moreover, the results of one-way analysis of variance (ANOVA) and Tukey test showed that the LST changes in the tourism zones during the study period were significantly different from the other zones, so that the tourism zones always experienced lower LST. The findings also showed that, in the tourism zones, the values of the NDVI and MNDWI indices showed an increasing trend compared to the urban zone. Therefore, increasing the values of these indices due to the development of green space and its regular irrigation in tourism zones has led to a significant decrease in the LST. The applied results of this research in the urban planning and tourism literature indicate that any model of physical development such as urban development does not necessarily lead to an increase in the LST, and this is entirely dependent on the physical design strategies.

Suggested Citation

  • Taher Safarrad & Mostafa Ghadami & Andreas Dittmann & Mousa Pazhuhan (Panahandeh Khah), 2021. "Tourism Effect on the Spatiotemporal Pattern of Land Surface Temperature (LST): Babolsar and Fereydonkenar Cities (Cases Study in Iran)," Land, MDPI, vol. 10(9), pages 1-25, September.
  • Handle: RePEc:gam:jlands:v:10:y:2021:i:9:p:945-:d:631190
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    References listed on IDEAS

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    1. Muhammad Tauhidur Rahman & Adel S. Aldosary & Md. Golam Mortoja, 2017. "Modeling Future Land Cover Changes and Their Effects on the Land Surface Temperatures in the Saudi Arabian Eastern Coastal City of Dammam," Land, MDPI, vol. 6(2), pages 1-16, May.
    2. Avner, Paolo & Rentschler, Jun & Hallegatte, Stephane, 2014. "Carbon price efficiency : lock-in and path dependence in urban forms and transport infrastructure," Policy Research Working Paper Series 6941, The World Bank.
    3. Scott, Daniel & Hall, C. Michael & Gössling, Stefan, 2019. "Global tourism vulnerability to climate change," Annals of Tourism Research, Elsevier, vol. 77(C), pages 49-61.
    4. Azad Rasul & Heiko Balzter & Claire Smith & John Remedios & Bashir Adamu & José A. Sobrino & Manat Srivanit & Qihao Weng, 2017. "A Review on Remote Sensing of Urban Heat and Cool Islands," Land, MDPI, vol. 6(2), pages 1-10, June.
    5. Jean-Paul Ceron & Ghislain Dubois, 2006. "Tourism and Climate Change: Proposals for a Research Agenda," Post-Print hal-00488282, HAL.
    6. Jou-Man Huang & Heui-Yung Chang & Yu-Su Wang, 2020. "Spatiotemporal Changes in the Built Environment Characteristics and Urban Heat Island Effect in a Medium-Sized City, Chiayi City, Taiwan," Sustainability, MDPI, vol. 12(1), pages 1-16, January.
    7. Manish Ramaiah & Ram Avtar & Md. Mustafizur Rahman, 2020. "Land Cover Influences on LST in Two Proposed Smart Cities of India: Comparative Analysis Using Spectral Indices," Land, MDPI, vol. 9(9), pages 1-21, August.
    8. Mostafa Ghadami & Andreas Dittmann & Taher Safarrad, 2020. "Lack of Spatial Approach in Urban Density Policies: The Case of the Master Plan of Tehran," Sustainability, MDPI, vol. 12(18), pages 1-22, September.
    9. Peeters, Paul & Dubois, Ghislain, 2010. "Tourism travel under climate change mitigation constraints," Journal of Transport Geography, Elsevier, vol. 18(3), pages 447-457.
    10. Filoteo Gomez-Martinez & Kirsten M. de Beurs & Jennifer Koch & Jeffrey Widener, 2021. "Multi-Temporal Land Surface Temperature and Vegetation Greenness in Urban Green Spaces of Puebla, Mexico," Land, MDPI, vol. 10(2), pages 1-25, February.
    11. Teodoro Semeraro & Aurelia Scarano & Riccardo Buccolieri & Angelo Santino & Eeva Aarrevaara, 2021. "Planning of Urban Green Spaces: An Ecological Perspective on Human Benefits," Land, MDPI, vol. 10(2), pages 1-26, January.
    12. Shenghui Zhou & Ke Wang & Shiqi Yang & Wenli Li & Yuxuan Zhang & Bin Zhang & Yiming Fu & Xiaoyan Liu & Yadi Run & Oliva Gabriel Chubwa & Guosong Zhao & Jinwei Dong & Yaoping Cui, 2020. "Warming Effort and Energy Budget Difference of Various Human Land Use Intensity: Case Study of Beijing, China," Land, MDPI, vol. 9(9), pages 1-15, August.
    13. Abdullah Addas & Ran Goldblatt & Steven Rubinyi, 2020. "Utilizing Remotely Sensed Observations to Estimate the Urban Heat Island Effect at a Local Scale: Case Study of a University Campus," Land, MDPI, vol. 9(6), pages 1-26, June.
    14. Huawei Li & Guifang Wang & Guohang Tian & Sándor Jombach, 2020. "Mapping and Analyzing the Park Cooling Effect on Urban Heat Island in an Expanding City: A Case Study in Zhengzhou City, China," Land, MDPI, vol. 9(2), pages 1-17, February.
    15. Dikman Maheng & Assela Pathirana & Chris Zevenbergen, 2021. "A Preliminary Study on the Impact of Landscape Pattern Changes Due to Urbanization: Case Study of Jakarta, Indonesia," Land, MDPI, vol. 10(2), pages 1-26, February.
    16. Eduilson Carneiro & Wilza Lopes & Giovana Espindola, 2021. "Linking Urban Sprawl and Surface Urban Heat Island in the Teresina–Timon Conurbation Area in Brazil," Land, MDPI, vol. 10(5), pages 1-16, May.
    17. Tingting Li & Yanfei Wang & Changquan Liu & Shuangshuang Tu, 2021. "Research on Identification of Multiple Cropping Index of Farmland and Regional Optimization Scheme in China Based on NDVI Data," Land, MDPI, vol. 10(8), pages 1-16, August.
    18. Duan, Shuangping & Luo, Zhiwen & Yang, Xinyan & Li, Yuguo, 2019. "The impact of building operations on urban heat/cool islands under urban densification: A comparison between naturally-ventilated and air-conditioned buildings," Applied Energy, Elsevier, vol. 235(C), pages 129-138.
    19. Ran Goldblatt & Abdullah Addas & Daynan Crull & Ahmad Maghrabi & Gabriel Gene Levin & Steven Rubinyi, 2021. "Remotely Sensed Derived Land Surface Temperature (LST) as a Proxy for Air Temperature and Thermal Comfort at a Small Geographical Scale," Land, MDPI, vol. 10(4), pages 1-24, April.
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