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Detecting Land Surface Temperature Variations Using Earth Observation at the Holy Sites in Makkah, Saudi Arabia

Author

Listed:
  • Ahmad Fallatah

    (Department of Geomatics, Faculty of Architecture and Planning, King Abdulaziz University, Jeddah 21589, Saudi Arabia
    The Center of Excellence in Smart Environment Research, King Abdulaziz University, Jeddah 21589, Saudi Arabia)

  • Ayman Imam

    (Department of Urban and Regional Planning, Faculty of Architecture and Planning, King Abdulaziz University, Jeddah 80200, Saudi Arabia)

Abstract

During Hajj, Muslims throughout the globe assemble at the holy sites in Makkah, Saudi Arabia. The Saudi government aims to increase the number of pilgrims. To ensure the pilgrims’ safety from the impact of surface urban heat island (SUHI), a scientific approach using artificial intelligence and Earth observation (EO) is recommended for crowd management and human health. SUHI is usually measured using satellite LST data. UHIs impact the walkability of cities in hot climates. The development of digital technologies has provided researchers with a better understanding of crowd management modeling to control such a mass gathering, especially within the summer season and in drought regions. In this study, an approach was used to detect the UHI in holy sites and understand the factors causing them. To achieve this goal, EO data were used to calculate the LST using the Landsat 8 thermal band (TIRS) and calculating the surface emissivity and Normalized Difference Vegetation Index (NDVI). Then, UHIs were identified by adding the mean of the LST to half of its standard deviation. Based on the results of this study, LST had a strong correlation with NDVI (negative) in Arafah. In addition, the strength of the correlation became much weaker within Mina and Muzdalifah. As for the correlation of LST and elevation, the strength appeared to be weak but negative in Arafah, but stronger in Muzdalifah and Mina. The results show that there is a certain correlation between LST, NDVI, and NDBI and elevation in the study area. Using Earth observation technologies can help in studying climate change.

Suggested Citation

  • Ahmad Fallatah & Ayman Imam, 2023. "Detecting Land Surface Temperature Variations Using Earth Observation at the Holy Sites in Makkah, Saudi Arabia," Sustainability, MDPI, vol. 15(18), pages 1-18, September.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:18:p:13355-:d:1234107
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    References listed on IDEAS

    as
    1. Pauline Schmidt & Bryce T. Lawrence, 2022. "Association between Land Surface Temperature and Green Volume in Bochum, Germany," Sustainability, MDPI, vol. 14(21), pages 1-20, November.
    2. Kyungil Lee & Yoonji Kim & Hyun Chan Sung & Jieun Ryu & Seong Woo Jeon, 2019. "Trend Analysis of Urban Heat Island Intensity According to Urban Area Change in Asian Mega Cities," Sustainability, MDPI, vol. 12(1), pages 1-11, December.
    3. Kim, Se Woong & Brown, Robert D., 2021. "Urban heat island (UHI) variations within a city boundary: A systematic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 148(C).
    4. Awais Piracha & Muhammad Tariq Chaudhary, 2022. "Urban Air Pollution, Urban Heat Island and Human Health: A Review of the Literature," Sustainability, MDPI, vol. 14(15), pages 1-19, July.
    5. Ze Liang & Yueyao Wang & Jiao Huang & Feili Wei & Shuyao Wu & Jiashu Shen & Fuyue Sun & Shuangcheng Li, 2020. "Seasonal and Diurnal Variations in the Relationships between Urban Form and the Urban Heat Island Effect," Energies, MDPI, vol. 13(22), pages 1-19, November.
    6. Xuchao Yang & Wenze Yue & Honghui Xu & Jingsheng Wu & Yue He, 2014. "Environmental Consequences of Rapid Urbanization in Zhejiang Province, East China," IJERPH, MDPI, vol. 11(7), pages 1-15, July.
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