IDEAS home Printed from https://ideas.repec.org/a/spr/endesu/v26y2024i11d10.1007_s10668-023-03835-4.html
   My bibliography  Save this article

Enhancing ecotourism site suitability assessment using multi-criteria evaluation and NSGA-II

Author

Listed:
  • Rojin Akbari

    (Isfahan University of Technology)

  • Saeid Pourmanafi

    (Isfahan University of Technology)

  • Ali Reza Soffianian

    (Isfahan University of Technology)

  • Saman Galalizadeh

    (Edith Cowan University)

  • Loghman Khodakarami

    (Faculty of Engineering)

Abstract

To ensure that ecotourism development remains sustainable, the best place for such activities should be chosen based on the ecological potential. This study attempts to identify suitable ecotourism sites by developing a quantitative geographic model using multi-criteria evaluation (MCE), optimized by a non-dominated sorting genetic algorithm (NSGA-II). Three criteria (physical, biological, and socio-economic features), 13 sub-criteria, and 33 indices were first collected from primary and secondary data sources. Then, MCE method was applied to find ecotourism suitable areas, in which two methods of fuzzy overlay and weighted linear combination (WLC) were used to overlay criteria maps. Finally, NSGA-II was used to optimize ecotourism zoning through defining three objectives, including minimizing the distance from the sub-criteria of natural attractions, vegetation, and historical-cultural sites. Results show the WLC method is better than the fuzzy method at combining different layers to determine suitable zones for ecotourism, through which more than 50% of the study area, about 28,000 hectares, was classified as suitable for ecotourism. Matching 85% of suitable areas obtained by NSGA-II with high and very high suitable classes obtained by WLC shows that combining the MCE method with NSGA-II provided a more suitable hybrid method for ecotourism site suitability evaluation. This study creates a valuable tool for those responsible for planning and carrying out ecotourism initiatives, allowing them to further assess and conduct ecotourism projects.

Suggested Citation

  • Rojin Akbari & Saeid Pourmanafi & Ali Reza Soffianian & Saman Galalizadeh & Loghman Khodakarami, 2024. "Enhancing ecotourism site suitability assessment using multi-criteria evaluation and NSGA-II," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 28663-28698, November.
  • Handle: RePEc:spr:endesu:v:26:y:2024:i:11:d:10.1007_s10668-023-03835-4
    DOI: 10.1007/s10668-023-03835-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10668-023-03835-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10668-023-03835-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Sweeney, A.W. & Beebe, N.W. & Cooper, R.D., 2007. "Analysis of environmental factors influencing the range of anopheline mosquitoes in northern Australia using a genetic algorithm and data mining methods," Ecological Modelling, Elsevier, vol. 203(3), pages 375-386.
    2. João Vitor Roque Guerrero & António Alberto Teixeira Gomes & José Augusto de Lollo & Luiz Eduardo Moschini, 2020. "Mapping Potential Zones for Ecotourism Ecosystem Services as a Tool to Promote Landscape Resilience and Development in a Brazilian Municipality," Sustainability, MDPI, vol. 12(24), pages 1-21, December.
    3. Shah, Syed Ale Raza & Zhang, Qianxiao & Abbas, Jaffar & Balsalobre-Lorente, Daniel & Pilař, Ladislav, 2023. "Technology, Urbanization and Natural Gas Supply Matter for Carbon Neutrality: A New Evidence of Environmental Sustainability under the Prism of COP26," Resources Policy, Elsevier, vol. 82(C).
    4. María Camila Sánchez-Prieto & Antonio Luna-González & Alejandro Espinoza-Tenorio & Héctor Abelardo González-Ocampo, 2021. "Planning Ecotourism in Coastal Protected Areas; Projecting Temporal Management Scenarios," Sustainability, MDPI, vol. 13(14), pages 1-13, July.
    5. Parolo, Gilberto & Ferrarini, Alessandro & Rossi, Graziano, 2009. "Optimization of tourism impacts within protected areas by means of genetic algorithms," Ecological Modelling, Elsevier, vol. 220(8), pages 1138-1147.
    6. Dreyfus-León, Michel & Chen, D.G., 2007. "Recruitment prediction with genetic algorithms with application to the Pacific Herring fishery," Ecological Modelling, Elsevier, vol. 203(1), pages 141-146.
    7. Balsalobre-Lorente, Daniel & Abbas, Jaffar & He, Chang & Pilař, Ladislav & Shah, Syed Ale Raza, 2023. "Tourism, urbanization and natural resources rents matter for environmental sustainability: The leading role of AI and ICT on sustainable development goals in the digital era," Resources Policy, Elsevier, vol. 82(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hafiz Salami & Kingsley Okpara & Chomsri Choochuay & Techato Kuaanan & David Akeju & Manasseh Shitta, 2025. "Domestic energy consumption, theories, and policies: a systematic review," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(3), pages 5821-5867, March.
    2. Muntazir Hussain & Ramiz Ur Rehman & Usman Bashir, 2024. "Environmental pollution, innovation, and financial development: an empirical investigation in selected industrialized countries using the panel ARDL approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 29217-29248, November.
    3. Zou, Qizhi & Wu, Qian & Wang, Jia, 2024. "Is natural resources curse possible under the digitalization? A loon on top digitalized economies," Resources Policy, Elsevier, vol. 92(C).
    4. Imane Elouardighi & Kenza Oubejja, 2023. "COVID‐19 and the fate of Moroccan female‐led firms: Regional level evidence," Regional Science Policy & Practice, Wiley Blackwell, vol. 15(8), pages 1740-1767, October.
    5. Soroush Safarzadeh & Morteza Rasti-Barzoki & Jörn Altmann & Ilkyeong Moon, 2024. "A game theoretic approach for tradable white certificates regarding energy rebound and government intervention," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 29643-29676, November.
    6. Jianwei Xu & Shuxin Liu, 2024. "Current status, evolutionary path, and development trends of low-carbon technology innovation: a bibliometric analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(9), pages 24151-24182, September.
    7. Peter Oluwadare Kalejaiye, 2023. "Addressing shortage of skilled technical workers in the USA: A glimpse for training service providers," Future Business Journal, Springer, vol. 9(1), pages 1-12, December.
    8. Hemachandra Padhan & Deepak Kumar Behera & Santosh Kumar Sahu & Umakant Dash, 2025. "Examining the dynamic synthesis between environmental quality, economic globalization, and economic complexity in OECD countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(2), pages 3777-3795, February.
    9. İbrahim Özmen & Mihai Mutascu, 2025. "Don’t look earth: environmental taxes effect on Co2 emissions, evidence from moments quantile regression for EU countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(2), pages 4619-4658, February.
    10. Parolo, Gilberto & Ferrarini, Alessandro & Rossi, Graziano, 2009. "Optimization of tourism impacts within protected areas by means of genetic algorithms," Ecological Modelling, Elsevier, vol. 220(8), pages 1138-1147.
    11. Li, Junhui & Li, Guowei, 2024. "Natural resources utilization, digital technology, and green development expenditures can reduce environmental stress: A case study of emerging economies," Resources Policy, Elsevier, vol. 95(C).
    12. BEN YOUSSEF, Adel, 2024. "The role of NGOs in climate policies: The case of Tunisia," Journal of Economic Behavior & Organization, Elsevier, vol. 220(C), pages 388-401.
    13. Djula Borozan & Burak Pirgaip, 2025. "Does uncertainty in climate policy play a role in shaping renewable energy use? Evidence from the USA," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(1), pages 2259-2284, January.
    14. T. D. Dang & M. T. Nguyen, 2023. "Systematic review and research agenda for the tourism and hospitality sector: co-creation of customer value in the digital age," Future Business Journal, Springer, vol. 9(1), pages 1-14, December.
    15. Hong, Cencen & Liu, Nan & Zhang, Kai, 2024. "What are the best alternatives for sustainability? A rationalization theme for natural resource depletion and technical innovation," Resources Policy, Elsevier, vol. 95(C).
    16. Huiling Wang & Fei Sun & Junming Su & Sanchir Bold & Mansoor Ahmed Koondhar, 2025. "Mapping research trends and identifying missing research gaps in green environment and public health: a bibliometric analysis for 2003–2021," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(2), pages 3343-3372, February.
    17. Huang, Chaoqun & Liu, Weibai & Iqbal, Wasim & Shah, Syed Ale Raza, 2024. "Does digital governance matter for environmental sustainability? The key challenges and opportunities under the prism of natural resource management," Resources Policy, Elsevier, vol. 91(C).
    18. Peres Ofori, 2025. "Circular economy practices in third world nations: challenges and implications for environmental sustainability," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(1), pages 1691-1745, January.
    19. Chaofan Wang & Vladimir Strezov & Xiaoqian Ma & Chuanmin Shuai, 2024. "A scientometric review of global research on solar photovoltaics and poverty alleviation," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(12), pages 32359-32386, December.
    20. Om Raj Katoch, 2024. "Exploring the relationship between expenditure on power and state finances: an empirical study in Jammu and Kashmir, India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(10), pages 26397-26413, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:endesu:v:26:y:2024:i:11:d:10.1007_s10668-023-03835-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.