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Seismic risk assessment of ancient temples in Tibetan region based on improved Set Pair Analysis
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  • Published: 16 May 2026

Seismic risk assessment of ancient temples in Tibetan region based on improved Set Pair Analysis

  • Ruiping La1,2,
  • Haixiang Guo1,3,
  • Tiantian Zhao1,3,
  • Liangdong Li1,4 &
  • …
  • Qi Wu3,5 

npj Heritage Science (2026) Cite this article

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We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Abstract

This study innovatively applies an improved Set Pair Analysis (SPA) to assess seismic risks for immovable cultural relics, taking ancient temples with different protection levels in Shigatse City, Tibet, as a case study. Based on the regional natural disaster system theory and complex adaptive system theory, a seismic risk assessment indicator system was constructed from four dimensions: hazard factors of disasters, sensitivity of disaster-prone environments, vulnerability of cultural relics, and cultural-tourism value; The weighting was performed by applying the CRITIC method, the Entropy Weight Method (EWM), and the Analytic Hierarchy Process (AHP). Furthermore, an improved Set Pair Analysis method, combined with the confidence criterion and equal division principle, was used to quantitatively assess the seismic risk levels of ancient temples with different protection levels in Shigatse. The aim is to provide methodological support for developing differentiated cultural relic protection plans and enhancing the efficiency of disaster prevention and resource utilization.

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Acknowledgements

The authors thank the editor and anonymous reviewers for their helpful comments and valuable suggestions. This work was supported by the General Program of the National Natural Science Foundation of China (Grant Nos. 42571359 and 72074198) and the Innovation Group Program of the Hubei Provincial Natural Science Foundation (Grant No. 2024AFA015).

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Authors and Affiliations

  1. School of Economics and Management, China University of Geosciences (Wuhan), Wuhan, China

    Ruiping La, Haixiang Guo, Tiantian Zhao & Liangdong Li

  2. Hubei Key Laboratory of Environment and Culture in Yangtze Regions, China University of Geosciences, Wuhan, China

    Ruiping La

  3. Institute for Natural Disaster Risk Prevention and Emergency Management, Wuhan, China

    Haixiang Guo, Tiantian Zhao & Qi Wu

  4. School of Business, Guilin University of Technology, Guilin, China

    Liangdong Li

  5. School of Faculty of Engineering, China University of Geosciences (Wuhan), Wuhan, China

    Qi Wu

Authors
  1. Ruiping La
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  2. Haixiang Guo
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  3. Tiantian Zhao
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  4. Liangdong Li
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  5. Qi Wu
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Correspondence to Haixiang Guo.

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Cite this article

La, R., Guo, H., Zhao, T. et al. Seismic risk assessment of ancient temples in Tibetan region based on improved Set Pair Analysis. npj Herit. Sci. (2026). https://doi.org/10.1038/s40494-026-02570-z

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  • Received: 08 October 2025

  • Accepted: 13 April 2026

  • Published: 16 May 2026

  • DOI: https://doi.org/10.1038/s40494-026-02570-z

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