Decision-making support system for travel planning for people with disabilities based on fuzzy set theory

Authors

DOI:

https://doi.org/10.24136/oc.3503

Keywords:

expert systems, fuzzy modeling, people with disabilities, accessibility of regional tourism, social tourism

Abstract

Research background: In recent years, there has been increasing attention to the needs of tourists with disabilities. Several international studies confirm that this target group has been marginalized in tourism due to physical, economic, social, and environmental barriers. However, the integration of intelligent decision-support systems can significantly enhance accessibility and inclusion in tourism.

Purpose of the article: This research aims to develop effective methods and algorithms for constructing intelligent systems and software that generate precise and high-quality travel plans for tourists with disabilities. The primary objective is to create a decision support system for trip planning, using the example of Visegrad Group countries (the Czech Republic, Hungary, Poland, Slovakia).

Methods: The decision support system is structured around two core components: the data level and the knowledge level. The data layer compiles a structured database of actual visits by disabled tourists. The knowledge layer consists of mathematical models forming a comprehensive decision-making framework. The formalization of the system employs fuzzy set theory, fuzzy logic, expert evaluation, and intelligent knowledge analysis. This research introduces: an information model for assessing the accessibility of destinations; fuzzy method of determining the degree of accessibility of destination, considering the level of limited capabilities of the participant of the tourist movement; decision-making method when travel planning on the accessibility of the region on goal needs.

Findings & value added: The decision-making support system was verified and tested on real data from 41 participants in the Visegrad Group countries. A distinctive feature of this research is the development of a dynamic, adaptive decision-support mechanism that evolves with real-world user data. Unlike standard accessibility evaluation approaches, this system provides personalized travel recommendations and continuously refines its ranking model based on user experiences. This ensures a long-term impact on smart tourism, sustainable travel planning, and enhanced accessibility for people with disabilities.

Downloads

Download data is not yet available.

References

Agovino, M., Casaccia, M., Garofalo, A., & Marchesano, K. (2017). Tourism and disability in Italy. Limits and opportunities. Tourism Management Perspectives, 23, 58–67.
View in Google Scholar

AlKahtani, S. J. H., Xia, J. C., Veenendaaland, B., Caulfield, C., & Hughes, M. (2015). Building a conceptual framework for determining individual differences of accessibility to tourist attractions. Tourism Management Perspectives, 16, 28–42.
View in Google Scholar

Aln, E., Domnguez, T., & Los, N. (2012). New opportunities for the tourism market: Senior tourism and accessible tourism. InTech. 1, 139–166.
View in Google Scholar

Andria, J., di Tollo, G., & Pesenti, R. (2020). A heuristic fuzzy algorithm for assessing and managing tourism sustainability. Soft Computing, 24, 4027–4040.
View in Google Scholar

Andria, J., di Tollo, G., & Pesenti, R. (2021). Fuzzy multi-criteria decision-making: An entropy-based approach to assess tourism sustainability. Tourism Economics, 27(1), 168–186.
View in Google Scholar

Awan, M. I., Shamim, A., Saleem, M. S., & Gill, S. S. (2022). Service inclusion for tourists with disabilities: Scale development and validation. Journal of Services Marketing, Journal of Services Marketing, 36(7), 977–990.
View in Google Scholar

Card, J. A., Cole, S. T., & Humphrey, A. H. (2006). A comparison of the accessibility and attitudinal barriers model: Travel providers and travelers with physical disabilities. Asia Pacific Journal of Tourism Research, 11(2), 161–175.
View in Google Scholar

Cassia, F., Castellani, P., Rossato, C., & Baccarani, C. (2020). Finding a way towards high-quality, accessible tourism: The role of digital ecosystems. TQM Journal, 33(1), 205–221.
View in Google Scholar

Chikuta, O., du Plessis, E., & Saayman, M. (2019). Accessibility expectations of tourists with disabilities in national parks. Tourism Planning & Development, 16(1), 75–92.
View in Google Scholar

Chou, T. Y., Hsu, C. L., & Chen, M. C. (2008). A fuzzy multi-criteria decision model for international tourist hotels location selection. International Journal of Hospitality Management, 27(2), 293–301.
View in Google Scholar

Darcy, S., & Pegg, S. (2011). Towards strategic intent: Perceptions of disability service provision amongst hotel accommodation managers. International Journal of Hospitality Management, 30(2), 468–476.
View in Google Scholar

Darcy, S., McKercher, B., & Schweinsberg, S. (2020). From tourism and disability to accessible tourism: A perspective article. Tourism Review, 75(1), 140–144.
View in Google Scholar

Data from the evaluation of 41 participants of the tourist traffic with disabilities. Retrieved from https://docs.google.com/spreadsheets/d/1HIiTn-GwQDQIFLFTAUbbhM3cPg9W3G-a/edit?usp=share_link&ouid=111497346858387909549&rtp of=true&sd=true (22.12.2024).
View in Google Scholar

de Paula, L. B., Gil-Lafuente, A. M., & Alvares, D. F. (2021). A contribution of fuzzy logic to sustainable tourism through a case analysis in Brazil. Journal of Intelligent & Fuzzy Systems, 40(2), 1851–1864.
View in Google Scholar

Dinçer, H., & Yüksel, S. (2019). Selecting investment strategies for European tourism industry using the hybrid decision making approach based on interval type-2 fuzzy sets. Journal of Intelligent & Fuzzy Systems, 37(1), 1343–1356.
View in Google Scholar

Domínguez, T., Fraiz, J. A., & Alén, E. (2013). Economic profitability of accessible tourism for the tourism sector in Spain. Tourism Economics, 19(6), 1385–1399.
View in Google Scholar

Farkas, J., Raffay, Z., & Petykó, C. (2022). A new approach to accessibility, disability and sustainability in tourism–multidisciplinary and philosophical dimensions. GeoJournal of Tourism and Geosites, 40(1), 319–326.
View in Google Scholar

Ferrer, J. G., Sanz, M. F., Ferrandis, E. D., McCabe, S., & García, J. S. (2016). Social tourism and healthy ageing. International Journal of Tourism Research, 18(4), 297–307.
View in Google Scholar

Forouzandeh, S., Berahmand, K., Nasiri, E., & Rostami, M. (2021). A hotel recommender system for tourists using the Artificial Bee Colony Algorithm and Fuzzy TOPSIS Model: A case study of tripadvisor. International Journal of Information Technology & Decision Making, 20(01), 399–429.
View in Google Scholar

Gabruč, J., & Medarić, Z. (2022). How to deal with tourism constraints for seniors? Evidence from social tourism programmes. Journal of Tourism and Cultural Change, 20(5), 633–651.
View in Google Scholar

Gillovic, B., & McIntosh, A. (2015). Stakeholder perspectives of the future of accessible tourism in New Zealand. Journal of Tourism Futures, 1(3), 223–239.
View in Google Scholar

Gillovic, B., McIntosh, A., Cockburn-Wootten, C., & Darcy, S. (2021). Experiences of tourists with intellectual disabilities: A phenomenological approach. Journal of Hospitality and Tourism Management, 48, 155–162.
View in Google Scholar

Hašková, S., Vochozka, M., & Kučera, J. (2023). A fuzzy evaluation model of manufacturing machinery in terms of sustainable business. Entrepreneurship and Sustainability Issues, 10(4), 71–88.
View in Google Scholar

Horner, S., & Swarbrooke, J. (2004). Tourism and travellers with disabilities. International Cases in Tourism Management, 2004, 324–337.
View in Google Scholar

Imanov, G. (2021). Fuzzy estimation of national green economy index and investments distribution. Fuzzy Models in Economics, 402, 55–71.
View in Google Scholar

Karadimitriou, C., Kyriakaki, A., & Michopoulou, E. (2021). Accessible tourism as a transformational force for tourism and hospitality. Emerging Transformations in Tourism and Hospitality, 1, 142–153.
View in Google Scholar

Kastenholz, E., Eusébio, C., & Figueiredo, E. (2015). Contributions of tourism to social inclusion of persons with disability. Disability & Society, 30(8), 1259–1281.
View in Google Scholar

Kong, W. H., & Loi, K. I. (2017). The barriers to holiday-taking for visually impaired tourists and their families. Journal of Hospitality and Tourism Management, 32, 99–107.
View in Google Scholar

Law, R. (2007). A fuzzy multiple criteria decision-making model for evaluating travel websites. Asia Pacific Journal of Tourism Research, 12(2), 147–159.
View in Google Scholar

Lehto, X., Luo, W., Miao, L., & Ghiselli, R. F. (2018). Shared tourism experience of individuals with disabilities and their caregivers. Journal of destination marketing & management, 8, 185–193.
View in Google Scholar

Liao, H., Yang, S., Kazimieras Zavadskas, E., & Škare, M. (2022). An overview of fuzzy multi-criteria decision-making methods in hospitality and tourism industries: Bibliometrics, methodologies, applications and future directions. Economic Research-Ekonomska Istraživanja, 36(3), 1–42.
View in Google Scholar

Loi, K. I., Macau, S. A. R., & Kong, W. H. (2017). People with disabilities (pwd) in the tourism industry. Retrieved from https://wp.nyu.edu/cts2015/wp-content/uploads/sites/657/2015/06/Loi-and-Kong.pdf.
View in Google Scholar

Lyu, S. O. (2017). Which accessible travel products are people with disabilities willing to pay more? A choice experiment. Tourism Management, 59, 404–412.
View in Google Scholar

Mahdi, A., & Esztergár-Kiss, D. (2021). Modelling the accommodation preferences of tourists by combining fuzzy-AHP and GIS Methods. Journal of Advanced Transportation, 9913513.
View in Google Scholar

McIntosh, A. J. (2020). The hidden side of travel: Epilepsy and tourism. Annals of Tourism Research, 81, 102856.
View in Google Scholar

McKercher, B., Packer, T., Yau, M. K., & Lam, P. (2003). Travel agents as facilitators or inhibitors of travel: Perceptions of people with disabilities. Tourism Management, 24(4), 465–474.
View in Google Scholar

Michopoulou, E., Darcy, S., Ambrose, I., & Buhalis, D. (2015). Accessible tourism futures: The world we dream to live in and the opportunities we hope to have. Journal of Tourism Futures, 1(3), 179–188.
View in Google Scholar

Mithen, J., Aitken, Z., Ziersch, A., & Kavanagh, A. M. (2015). Inequalities in social capital and health between people with and without disabilities. Social Science & Medicine, 126, 26–35.
View in Google Scholar

Moura, A., Eusébio, C., & Devile, E. (2023). The ‘why’and ‘what for’of participation in tourism activities: Travel motivations of people with disabilities. Current Issues in Tourism, 26(6), 941–957.
View in Google Scholar

Nicolaisen, J., Blichfeldt, B. S., & Sonnenschein, F. (2012). Medical and social models of disability: A tourism providers' perspective. World Leisure Journal, 54(3), 201–214.
View in Google Scholar

Nilashi, M., Samad, S., Manaf, A. A., Ahmadi, H., Rashid, T. A., Munshi, A., Almukadi, W., Ibrahim, O., & Ahmed, O. H. (2019). Factors influencing medical tourism adoption in Malaysia: A DEMATEL-Fuzzy TOPSIS approach. Computers & Industrial Engineering, 137, 106005.
View in Google Scholar

Nyanjom, J., Boxall, K., & Slaven, J. (2018). Towards inclusive tourism? Stakeholder collaboration in the development of accessible tourism. Tourism Geographies, 20(4), 675–697.
View in Google Scholar

Pearce, P. L. (2012). Relationships and the tourism experience: Challenges for quality-of-life assessments. In M. Uysal, R. Perdue & M. Sirgy (Eds). Handbook of tourism and quality-of-life research. International handbooks of quality-of-life. Dordrecht: Springer.
View in Google Scholar

Popovic, G., Stanujkic, D., Brzakovic, M., & Karabasevic, D. (2019). A multiple-criteria decision-making model for the selection of a hotel location. Land Use Policy, 84, 49–58.
View in Google Scholar

Poria, Y., Reichel, A., & Brandt, Y. (2011). Dimensions of hotel experience of people with disabilities: An exploratory study. International Journal of Contemporary Hospitality Management, 23(5), 571–591.
View in Google Scholar

Portales, R. C. (2015). Removing “invisible” barriers: Opening paths towards the future of accessible tourism. Journal of Tourism Futures, 1(3), 269–284.
View in Google Scholar

Puška, A., Nedeljković, M., Jeločnik, M., Subić, J., Nancu, D., & Jean-Vasile, A. (2022). An assessment of improving the sustainable agro-touristic offer in an emerging country using the integrative approach based on fuzzy logic. Frontiers in Environmental Science, 10, 894811.
View in Google Scholar

Qiao, G., Cao, Y., & Zhang, J. (2022). Accessible tourism–understanding blind and vision-impaired tourists’ behaviour towards inclusion. Tourism Review, 78(2), 531–560.
View in Google Scholar

Ribeiro, F. R., Silva, A., Barbosa, F., Silva, A. P., & Metrôlho, J. C. (2018). Mobile applications for accessible tourism: Overview, challenges and a proposed platform. Information Technology & Tourism, 19, 29–59.
View in Google Scholar

Rubio-Escuderos, L., García-Andreu, H., Michopoulou, E., & Buhalis, D. (2024). Perspectives on experiences of tourists with disabilities: Implications for their daily lives and for the tourist industry. Tourism Recreation Research, 49(1), 48–62.
View in Google Scholar

Ruiz-Meza, J., Brito, J., Montoya-Torres, J. R., & Castro-Vergara, A. (2022). Green fuzzy tourist trip design problem. Advances in Operations Research, 6828385.
View in Google Scholar

Schrijver, J., Lenferink, A., Brusse-Keizer, M., Zwerink, M., van der Valk, P. D., van der Palen, J., & Effing, T. W. (2022). Self‐management for people with chronic obstructive pulmonary disease. Cochrane Database of Systematic Reviews, 1, CD002990.
View in Google Scholar

Singh, R., Sibi, P. S., Yost, E., & Mann, D. S. (2021). Tourism and disability: A bibliometric review. Tourism Recreation Research, 48(5), 749–765.
View in Google Scholar

Stumbo, N. J., Wang, Y., & Pegg, S. (2011). Issues of access: What matters to people with disabilities as they seek leisure experiences. World Leisure Journal, 53(2), 91–103.
View in Google Scholar

Sweet, M., & Kanaroglou, P. (2016). Gender differences: The role of travel and time use in subjective well-being. Transportation Research Part F: Traffic Psychology and Behaviour, 40, 23–34.
View in Google Scholar

Tsaur, S. H., & Wang, C. H. (2007). The evaluation of sustainable tourism development by analytic hierarchy process and fuzzy set theory: An empirical study on the Green Island in Taiwan. Asia Pacific Journal of Tourism Research, 12(2), 127–145.
View in Google Scholar

Tutuncu, O. (2017). Investigating the accessibility factors affecting hotel satisfaction of people with physical disabilities. International Journal of Hospitality Management, 65, 29–36.
View in Google Scholar

Ulkhaq, M. M., Siamiaty, A. D., Handoko, A., Madjid, S. A., Nu, D. S. (2019). The fuzzy analytic hierarchy process for prioritizing the sustainable tourism attitude scale. IOP Conference Series: Earth and Environmental Science, 219(1), 012012.
View in Google Scholar

World Health Organization. (2017) Model Disability Survey (MDS). Retrieved from https://www.who.int/publications/i/item/9789241512862.
View in Google Scholar

Xie, H., Costa, C. A., & Morais, D. B. (2008). Gender differences in rural tourists' motivation and activity participation. Journal of Hospitality & Leisure Marketing, 16(4), 368–384.
View in Google Scholar

Yang, S., & Kong, X. (2022). Evaluation of rural tourism resources based on AHP-fuzzy mathematical comprehensive model. Mathematical Problems in Engineering, 7196163.
View in Google Scholar

Yu, S. M., Wang, J., Wang, J. Q., & Li, L. (2018). A multi-criteria decision-making model for hotel selection with linguistic distribution assessments. Applied Soft Computing, 67, 741–755.
View in Google Scholar

Zenko, Z., & Sardi, V. (2014). Systemic thinking for socially responsible innovations in social tourism for people with disabilities. Kybernetes, 43(3/4), 652–666.
View in Google Scholar

Ziyadin, S., Borodin, A., Streltsova, E., Suieubayeva, S., & Pshembayeva, D. (2019). Fuzzy logic approach in the modeling of sustainable tourism development management. Polish Journal of Management Studies, 19(1), 492–504.
View in Google Scholar

Downloads

Published

30-03-2025

Issue

Section

Articles

How to Cite

Gavurova, B. ., & Polishchuk, V. (2025). Decision-making support system for travel planning for people with disabilities based on fuzzy set theory. Oeconomia Copernicana, 2025(16), 417-462. https://doi.org/10.24136/oc.3503

Similar Articles

1-10 of 188

You may also start an advanced similarity search for this article.

Most read articles by the same author(s)