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Monitoring forest cover changes and its impact on land surface temperature using geospatial technique in Talra Wildlife Sanctuary, Shimla, India

Author

Listed:
  • Pawan Kumar Thakur

    (ICFRE-Himalayan Forest Research Institute)

  • Sher Singh Samant

    (ICFRE-Himalayan Forest Research Institute)

  • Raj Kumar Verma

    (ICFRE-Himalayan Forest Research Institute)

  • Atul Saini

    (Delhi School of Climate Change & Sustainability, Institution of Eminence, University of Delhi
    University of Delhi)

  • Monika Chauhan

    (ICFRE-Himalayan Forest Research Institute)

Abstract

Forest cover change plays a crucial role in impacting the ecological environment, while land surface temperature (LST) serves as a significant indicator for assessing the effects on Earth's climate system. This research aims to identify spatiotemporal transformations in forest cover and retrieve the LST of Talra Wildlife Sanctuary (TWLS) in Shimla, India, using thermal infrared sensors (TIRS). The retrieval of LST involved the implementation of the Single-Channel (SC) algorithm for Landsat Thematic Mapper (TM) and Enhanced Thematic Mapper (ETM), as well as the Split-Window (SW) algorithm for Landsat Operational Land Imager (OLI) data from 2000 to 2021. Geospatial techniques were employed to extract spatiotemporal changes in forest cover, normalized difference vegetation index (NDVI), and land surface emissivity (LSE). The analysis of forest cover change (FCC) revealed a significant decline (− 5.59%) in dense forest areas within the sanctuary. Over the period from 2000 to 2021, there was a decrease in forest cover, while pasture and non-forest areas exhibited notable increases of 7.25% and 0.22%, respectively. Comparative examination of LST across different forest cover types indicated an average difference of ± 1 Kelvin (K) between 2000 and 2021. The retrieval of LST using SC and SW algorithms demonstrated a negative correlation coefficient with NDVI, resulting in R2 values of 0.79 in 2000, 0.75 in 2011, and 0.65 in 2021. Through the integration of thermal and field data, this study identified long-term changes in LST associated with forest cover modifications within the sanctuary. Urgent implementation of new policies is imperative to prevent further decline in forest cover in the near future. The findings of this study provide valuable insights for forest conservation efforts in TWLS.

Suggested Citation

  • Pawan Kumar Thakur & Sher Singh Samant & Raj Kumar Verma & Atul Saini & Monika Chauhan, 2025. "Monitoring forest cover changes and its impact on land surface temperature using geospatial technique in Talra Wildlife Sanctuary, Shimla, India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(5), pages 11087-11116, May.
    • Handle: RePEc:spr:endesu:v:27:y:2025:i:5:d:10.1007_s10668-023-04347-x
    DOI: 10.1007/s10668-023-04347-x
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    References listed on IDEAS

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    1. Miranda, Juan José & Corral, Leonardo & Blackman, Allen & Asner, Gregory & Lima, Eirivelthon, 2016. "Effects of Protected Areas on Forest Cover Change and Local Communities: Evidence from the Peruvian Amazon," World Development, Elsevier, vol. 78(C), pages 288-307.
    2. Sandeep Thakur & Debapriya Maity & Ismail Mondal & Ganesh Basumatary & Phani Bhushan Ghosh & Papita Das & Tarun Kumar De, 2021. "Assessment of changes in land use, land cover, and land surface temperature in the mangrove forest of Sundarbans, northeast coast of India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(2), pages 1917-1943, February.
    3. Hishe, Hadgu & Giday, Kidane & Van Orshoven, Jos & Muys, Bart & Taheri, Fatemeh & Azadi, Hossein & Feng, Lei & Zamani, Omid & Mirzaei, Mohsen & Witlox, Frank, 2021. "Analysis of Land Use Land Cover Dynamics and Driving Factors in Desa’a Forest in Northern Ethiopia," Land Use Policy, Elsevier, vol. 101(C).
    4. Kazi Jihadur Rashid & Md. Atikul Hoque & Tasnia Aysha Esha & Md. Atiqur Rahman & Alak Paul, 2021. "Spatiotemporal changes of vegetation and land surface temperature in the refugee camps and its surrounding areas of Bangladesh after the Rohingya influx from Myanmar," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(3), pages 3562-3577, March.
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