Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Scientific Reports
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. scientific reports
  3. articles
  4. article
National-scale spatial modelling of dust storm pollution and vulnerability of tourism destinations and infrastructure
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 03 April 2026

National-scale spatial modelling of dust storm pollution and vulnerability of tourism destinations and infrastructure

  • Hamide Mahmoodi1,
  • Saman Nadizadeh Shorabeh2,3,
  • Mohammad Farhadi4,
  • Mehdi Rahimi4 &
  • …
  • Mohammad Karimi Firozjaei1 

Scientific Reports , Article number:  (2026) Cite this article

  • 15 Altmetric

  • Metrics details

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.

Subjects

  • Climate sciences
  • Environmental sciences
  • Environmental social sciences

Abstract

Atmospheric dust storms are a major source of particulate pollution in arid and semi-arid regions, with far-reaching ecological, infrastructural, and socio-economic consequences. Beyond their documented impacts on air quality and human health, dust events increasingly threaten tourism-related socio-ecological systems by degrading environmental quality, damaging infrastructure, and increasing exposure risks in sensitive regions. This study develops a national-scale, spatially explicit framework to model vulnerability of tourism destinations to dust storm pollution. Iran was selected as a representative dust-prone region due to its high frequency of atmospheric dust events and its dense and diverse distribution of tourism destinations. Multi-source satellite data, including aerosol optical depth, precipitation, and vegetation indices, were combined with spatial data on infrastructure, land use, and ecosystem services within a Geographical Information System (GIS)-based multi-criteria decision analysis framework. Exposure, sensitivity, and adaptive capacity components were quantified and integrated to generate a national vulnerability map to dust storm pollution. Results indicate that approximately 34% of Iran falls within high and very high vulnerability classes, primarily concentrated in central, eastern, and southern regions characterized by intense dust pollution, low vegetation cover, and limited environmental buffering capacity. A substantial proportion of tourism-related infrastructures are located within high-risk dust pollution zones. The spatial patterns reveal pronounced north–south and west–east gradients in dust-related vulnerability, driven by climatic aridity, pollutant intensity, and uneven ecological resilience. By explicitly linking atmospheric dust pollution processes with spatial vulnerability patterns, this study provides a transferable modelling framework for assessing pollution-driven risks to socio-ecological systems. The findings support regional-scale environmental management, climate adaptation planning, and pollution mitigation strategies in dust-affected regions worldwide.

Similar content being viewed by others

Anthropogenic sulfate-climate interactions suppress dust activity over East Asia

Article Open access 27 February 2025

Microscopic characteristics and sources of atmospheric dustfall in open-pit mining coal resource-based city in the arid desert area of Northwest China

Article Open access 15 March 2024

The emerging contribution of Tigris Euphrates basin dust emissions to extreme dust activity over the Arabian Peninsula

Article Open access 12 December 2025

Data availability

The datasets generated and analysed during the current study are available for download from the link: https://zenodo.org/uploads/18096367.

References

  1. Al-Hemoud, A. Exposure of dust storms and air pollution (PM10, PM2.5) and associated health risk in the arid region. In Dust and health: challenges and solutions 51–78 (Springer, 2023).

  2. Darvishi Boloorani, A., Soleimani, M., Papi, R., Neysani Samany, N., Teymouri, P. & Soleimani, Z. Sources, drivers, and impacts of sand and dust storms: a global view. Dust and health: Challenges and solutions 31–49 (Springer, 2023).

  3. Tong, D. Q. et al. Health and safety effects of airborne soil dust in the Americas and beyond. Rev. Geophys. 61, e2021RG000763 (2023).

    Google Scholar 

  4. Atique, L. et al. A multidecadal assessment of haze development and fluctuations in visibility for Arabian peninsula. Earth Syst. Environ. 9, 2543–2561 (2025).

    Google Scholar 

  5. Hamzeh, N. H. et al. Atmospheric dynamics and numerical simulations of six frontal dust storms in the Middle East region. Atmosphere 12, 125 (2021).

    Google Scholar 

  6. Bhaskara, G. I. & Filimonau, V. The COVID-19 pandemic and organisational learning for disaster planning and management: A perspective of tourism businesses from a destination prone to consecutive disasters. J. Hosp. Tour. Manag. 46, 364–375 (2021).

    Google Scholar 

  7. Yoon, H. Effects of particulate matter (PM10) on tourism sales revenue: A generalized additive modeling approach. Tour. Manag. 74, 358–369 (2019).

    Google Scholar 

  8. Shahab, A. et al. Pollution characteristics and toxicity of potentially toxic elements in road dust of a tourist city, Guilin, China: Ecological and health risk assessment☆. Environ. Pollut. 266, 115419 (2020).

    Google Scholar 

  9. Wang, B. & Zheng, S. Air pollution lowers travel demand in a consumer city. Transp. Res. D Transp. Environ. 89, 102616 (2020).

    Google Scholar 

  10. Posch, E., Eckert, E. & Thiebes, B. Towards a future conceptualization of destination resilience: Exploring the role of actors, agency and resilience narratives. J. Tour. Futures 10, 461–475 (2024).

    Google Scholar 

  11. Robina-Ramírez, R., Torrecilla-Pinero, J., Leal-Solís, A. & Pavón-Pérez, J. A. Tourism as a driver of economic and social development in underdeveloped regions. Reg. Sci. Policy Pract. 16, 12639 (2024).

    Google Scholar 

  12. Morales-Medina, M. et al. Who is affected by Saharan dust in the Caribbean? A spatial analysis and citizen’s perspective from Puerto Rico during the Godzilla dust event in June 2020. Weather Clim. Soc. 16, 205–219 (2024).

    Google Scholar 

  13. MalAmiri, N., Rashki, A., Al-Dousari, A. & Kaskaoutis, D. G. Socioeconomic and health impacts of dust storms in southwest Iran. Atmosphere 16, 159 (2025).

    Google Scholar 

  14. Hamilton, J. M., Maddison, D. J. & Tol, R. S. Effects of climate change on international tourism. Clim. Res. 29, 245–254 (2005).

    Google Scholar 

  15. Law, R. & Cheung, C. Air quality in Hong Kong: A study of the perception of international visitors. J. Sustain. Tour. 15, 390–401 (2007).

    Google Scholar 

  16. Anaman, K. A. & Looi, C. N. Economic impact of haze-related air pollution on the tourism industry in Brunei Darussalam. Econ. Anal. Policy 30, 133–144 (2000).

    Google Scholar 

  17. Zhang, A., Zhong, L., Xu, Y., Wang, H. & Dang, L. Tourists’ perception of haze pollution and the potential impacts on travel: Reshaping the features of tourism seasonality in Beijing, China. Sustainability 7, 2397–2414 (2015).

    Google Scholar 

  18. Sajjad, F., Noreen, U. & Zaman, K. Climate change and air pollution jointly creating nightmare for tourism industry. Environ. Sci. Pollut. Res. 21, 12403–12418 (2014).

    Google Scholar 

  19. Peng, J. & Xiao, H. How does smog influence domestic tourism in China? A case study of Beijing. Asia Pac. J. Tour. Res. 23, 1115–1128 (2018).

    Google Scholar 

  20. Tang, J., Yuan, X., Ramos, V. & Sriboonchitta, S. Does air pollution decrease inbound tourist arrivals? The case of Beijing. Asia Pac. J. Tour. Res. 24, 597–605 (2019).

    Google Scholar 

  21. Li, Y. & Xiuqian, C. Effect of haze on inbound tourism in China and its regional disparity. Econ. Geogr. 41, 213–221 (2021).

    Google Scholar 

  22. Su, Y. & Lee, C.-C. The impact of air quality on international tourism arrivals: A global panel data analysis. Environ. Sci. Pollut. Res. 29, 62432–62446 (2022).

    Google Scholar 

  23. Chien, F., Zhang, Y., Sharif, A., Sadiq, M. & Hieu, M. V. Does air pollution affect the tourism industry in the USA? Evidence from the quantile autoregressive distributed lagged approach. Tour. Econ. 29, 1164–1180 (2023).

    Google Scholar 

  24. Sheng, D. & Montgomery, H. A. Charting pollution effects on tourism: A regional analysis. Sustainability 16, 6391 (2024).

    Google Scholar 

  25. Grover, A. S., Wats, M., Wats, A. & Grover, A. Air pollution and tourism management. Int. J. Environ. Sci. Dev. 8, 276 (2017).

    Google Scholar 

  26. Xu, B. & Dong, D. Evaluating the impact of air pollution on China’s inbound tourism: A gravity model approach. Sustainability 12, 1456 (2020).

    Google Scholar 

  27. Zhou, X., Santana Jimenez, Y., Pérez Rodríguez, J. V. & Hernández, J. M. Air pollution and tourism demand: A case study of Beijing, China. Int. J. Tour. Res. 21, 747–757 (2019).

    Google Scholar 

  28. Kuzmichev, A., Azarov, V. & Stefanenko, I. The impact of dust particles on cultural heritage objects in the field of environmental mechanics. Appl. Mech. Mater. 878, 259–262 (2018).

    Google Scholar 

  29. Saenz-de-Miera, O. & Rosselló, J. Modeling tourism impacts on air pollution: The case study of PM10 in Mallorca. Tour. Manag. 40, 273–281 (2014).

    Google Scholar 

  30. Pamučar, D., Stević, Ž & Sremac, S. A new model for determining weight coefficients of criteria in mcdm models: Full consistency method (fucom). symmetry 10, 393 (2018).

    Google Scholar 

  31. Böhm, G. & Pfister, H.-R. Tourism in the face of environmental risks: Sunbathing under the ozone hole, and strolling through polluted air. Scand. J. Hosp. Tour. 11, 250–267 (2011).

    Google Scholar 

  32. Matos-Wasem, R. The good, clean air of the Alps in the tourism industry–now and in the future. Unpublished paper available on researchgate. net (similar edition in 2015) (2005).

  33. Yan, M., Li, Q. & Zhang, J. Rethinking industrial heritage tourism resources in the EU: A spatial perspective. Land 12, 1510 (2023).

    Google Scholar 

  34. Karaca, F. Mapping the corrosion impact of air pollution on the Historical Peninsula of Istanbul. J. Cult. Herit. 14, 129–137 (2013).

    Google Scholar 

  35. Scheren, P., Ibe, A., Janssen, F. & Lemmens, A. Environmental pollution in the Gulf of Guinea—A regional approach. Mar. Pollut. Bull. 44, 633–641 (2002).

    Google Scholar 

  36. Tello Chan, J. M., Magio, K. O. & Gayosso Soto, E. The tourist carrying capacity as a basis for sustainable management of ecotourism activities: Case study of the southern Mexican Caribbean. Sustainability 17, 7492 (2025).

    Google Scholar 

  37. Abadi, A. R. S., Hamzeh, N. H., Kaskaoutis, D. G., Opp, C. & Kazemi, A. F. Long-term spatio-temporal analysis, distribution, and trends of dust events over Iran. Atmosphere 16, 334 (2025).

    Google Scholar 

  38. Sadeghi, H. & Haseli, M. Assessment the vulnerability of rural tourism destinations against flood risk in mountainous regions (case study: Chaharmahal and Bakhtiari Province). J. Environ. Res. Mt. Reg. 1, 1–14 (2025).

    Google Scholar 

  39. Zhang, M., Fu, X., Liu, S. & Zhang, C. Integrating remote sensing and machine learning for actionable flood risk assessment: Multi-scenario projection in the Ili River Basin in China under climate change. Remote Sens. 17, 1189 (2025).

    Google Scholar 

Download references

Funding

This research received no external funding.

Author information

Authors and Affiliations

  1. College of Management, University of Tehran, Tehran, Iran

    Hamide Mahmoodi & Mohammad Karimi Firozjaei

  2. Department of Remote Sensing and GIS, University of Tehran, Tehran, Iran

    Saman Nadizadeh Shorabeh

  3. Renewable Energy and Energy Efficiency Organization (SATBA), Tehran, Iran

    Saman Nadizadeh Shorabeh

  4. Graduate Faculty of Environment, University of Tehran, Tehran, Iran

    Mohammad Farhadi & Mehdi Rahimi

Authors
  1. Hamide Mahmoodi
    View author publications

    Search author on:PubMed Google Scholar

  2. Saman Nadizadeh Shorabeh
    View author publications

    Search author on:PubMed Google Scholar

  3. Mohammad Farhadi
    View author publications

    Search author on:PubMed Google Scholar

  4. Mehdi Rahimi
    View author publications

    Search author on:PubMed Google Scholar

  5. Mohammad Karimi Firozjaei
    View author publications

    Search author on:PubMed Google Scholar

Contributions

Hamide Mahmoodi: Conceptualization, Methodology, Software, Investigation, Data Curation, Writing—Original Draft Saman Nadizadeh Shorabeh: Conceptualization, Methodology, Software, Data Curation, Writing—Review & Editing, Visualization Mohammad Farhadi: Software, Investigation, Data Curation, Writing—Original Draft, Visualization Mehdi Rahimi: Software, Investigation, Data Curation, Writing—Original Draft, Visualization Mohammad Karimi Firozjaei: Conceptualization, Methodology, Software, Investigation, Writing—Review & Editing, Visualization.

Corresponding author

Correspondence to Mohammad Karimi Firozjaei.

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/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Mahmoodi, H., Nadizadeh Shorabeh, S., Farhadi, M. et al. National-scale spatial modelling of dust storm pollution and vulnerability of tourism destinations and infrastructure. Sci Rep (2026). https://doi.org/10.1038/s41598-026-46544-4

Download citation

  • Received: 03 January 2026

  • Accepted: 26 March 2026

  • Published: 03 April 2026

  • DOI: https://doi.org/10.1038/s41598-026-46544-4

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Keywords

  • Atmospheric dust storms
  • Aerosol optical depth
  • Spatial vulnerability modelling
  • Socio-ecological systems
  • Multi-criteria analysis
  • Arid and semi-arid regions
Download PDF

Advertisement

Explore content

  • Research articles
  • News & Comment
  • Collections
  • Subjects
  • Follow us on Facebook
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • About Scientific Reports
  • Contact
  • Journal policies
  • Guide to referees
  • Calls for Papers
  • Editor's Choice
  • Journal highlights
  • Open Access Fees and Funding

Publish with us

  • For authors
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Scientific Reports (Sci Rep)

ISSN 2045-2322 (online)

nature.com footer links

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited

Nature Briefing Anthropocene

Sign up for the Nature Briefing: Anthropocene newsletter — what matters in anthropocene research, free to your inbox weekly.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing: Anthropocene