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.
Similar content being viewed by others
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).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
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
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s40494-026-02570-z


