A New Extension of the VIKORSort-Based Method for Fuzzy Classification: An Application for Prioritizing Patients in the ICU Unit Queue

Authors

  • Afsaneh Davodabadi * Department of Mathematics, Central Tehran Branch, Islamic Azad University, Tehran, Iran.
  • Saber Saati Department of Mathematics, North Tehran Branch, Islamic Azad University, Tehran, Iran. https://orcid.org/0000-0003-0636-1192

https://doi.org/10.48314/jidcm.v1i2.67

Abstract

Due to the importance of the field of health in people’s lives, the use of different sciences in order to improve this field for the comfort of people has expanded significantly in recent years. Considering that the ranking field can have many applications in different parts of the health field, such as hospitals, emergency departments, pharmacies, and related necessities, in this study, we have tried to use one of these fields and review it. Patients who enter the Intensive Care Unit (ICU) ward for emergency services are inadvertently placed in waiting queues. In this study, the ordering of this queue was investigated by a mathematical model. Applications of multi-criteria decision-making systems should be discussed. In this research, we develop the Vlse Kriterijumsk Optimizacija Kompromisno Resenje Sort (VIKORSort) method based on fuzzy logic. Then, the performance of the newly proposed method is investigated with a real-world application for prioritizing and admitting patients to the ICUs of the hospital.

Keywords:

Vlse kriterijumsk optimizacija kompromisno resenje sort, Multi-criteria decision making, Intensive care unit, Fuzzy, Sorting, Decision making

References

  1. [1] Demir, L., Akpınar, M. E., Araz, C., & Ilgın, M. A. (2018). A green supplier evaluation system based on a new multi-criteria sorting method: VIKORSORT. Expert systems with applications, 114, 479–487. https://doi.org/10.1016/j.eswa.2018.07.071

  2. [2] Saati, S., Hatami-Marbini, A., Tavana, M., & Agrell, P. J. (2013). A fuzzy data envelopment analysis for clustering operating units with imprecise data. International journal of uncertainty, fuzziness and knowledge-based systems, 21(01), 29–54. https://doi.org/10.1142/S0218488513500037

  3. [3] Deutscher, D., Werneke, M. W., Hayes, D., Mioduski, J. E., Cook, K. F., Fritz, J. M., … & Stratford, P. W. (2018). Impact of risk adjustment on provider ranking for patients with low back pain receiving physical therapy. Journal of orthopaedic & sports physical therapy, 48(8), 637–648. https://www.jospt.org/doi/10.2519/jospt.2018.7981

  4. [4] Brinkman, S., Abu-Hanna, A., de Jonge, E., & de Keizer, N. F. (2013). Prediction of long-term mortality in ICU patients: Model validation and assessing the effect of using in-hospital versus long-term mortality on benchmarking. Intensive care medicine, 39(11), 1925–1931. https://doi.org/10.1007/s00134-013-3042-5

  5. [5] Kumar, A., Aswin, A., & Gupta, H. (2020). Evaluating green performance of the airports using hybrid BWM and VIKOR methodology. Tourism management, 76, 103941. https://doi.org/10.1016/j.tourman.2019.06.016

  6. [6] Cengiz, A. E., Aytekin, O., Ozdemir, I., Kusan, H., & Cabuk, A. (2017). A multi-criteria decision model for construction material supplier selection. Procedia engineering, 196, 294–301. https://doi.org/10.1016/j.proeng.2017.07.202

  7. [7] Hu, J., Zhang, X., Yang, Y., Liu, Y., & Chen, X. (2020). New doctors ranking system based on VIKOR method. International transactions in operational research, 27(2), 1236–1261. https://doi.org/10.1111/itor.12569

  8. [8] Ishizaka, A., Pearman, C., & Nemery, P. (2012). AHPSort: An AHP-based method for sorting problems. International journal of production research, 50(17), 4767–4784. https://doi.org/10.1080/00207543.2012.657966

  9. [9] Miccoli, F., & Ishizaka, A. (2017). Sorting municipalities in Umbria according to the risk of wolf attacks with AHPSort II. Ecological indicators, 73, 741–755. https://doi.org/10.1016/j.ecolind.2016.10.034

  10. [10] Krejčí, J., & Ishizaka, A. (2018). FAHPSort: A fuzzy extension of the AHPSort method. International journal of information technology & decision making, 17(04), 1119–1145. https://doi.org/10.1142/S0219622018400011

  11. [11] Ishizaka, A., & López, C. (2019). Cost-benefit AHPSort for performance analysis of offshore providers. International journal of production research, 57(13), 4261–4277. https://doi.org/10.1080/00207543.2018.1509393

  12. [12] Xu, Z., Qin, J., Liu, J., & Martinez, L. (2019). Sustainable supplier selection based on AHPSort II in interval type-2 fuzzy environment. Information sciences, 483, 273–293. https://doi.org/10.1016/j.ins.2019.01.013

  13. [13] Ishizaka, A., Pereira, V., & Siraj, S. (2021). AHPSort-GAIA: A visualisation tool for the sorting of alternative in AHP portrayed through a case in the food and drink industry. Annals of operations research, 1–16. https://doi.org/10.1007/s10479-021-04082-4

  14. [14] Labella, Á., Ishizaka, A., & Martínez, L. (2021). Consensual group-AHPSort: Applying consensus to GAHPSort in sustainable development and industrial engineering. Computers & industrial engineering, 152, 107013. https://doi.org/10.1016/j.cie.2020.107013

  15. [15] Ishizaka, A., Tasiou, M., & Martínez, L. (2020). Analytic hierarchy process-fuzzy sorting: An analytic hierarchy process-based method for fuzzy classification in sorting problems. Journal of the operational research society, 71(6), 928–947. https://doi.org/10.1080/01605682.2019.1595188

  16. [16] Sabokbar, H. F., Hosseini, A., Banaitis, A., & Banaitiene, N. (2016). A novel sorting method TOPSIS-sort: An application for Tehran environmental quality evaluation. E+ m ekonomie a management, 19(2), 87–104. https://naos-be.zcu.cz/server/api/core/bitstreams/fd3c13d7-d946-4e57-836d-a33190bf9e29/content

  17. [17] De Lima Silva, D. F., & De Almeida Filho, A. T. (2020). Sorting with TOPSIS through boundary and characteristic profiles. Computers & industrial engineering, 141, 106328. https://doi.org/10.1016/j.cie.2020.106328

  18. [18] Garg, C. P., & Sharma, A. (2020). Sustainable outsourcing partner selection and evaluation using an integrated BWM-VIKOR framework. Environment, development and sustainability, 22(2), 1529–1557. https://doi.org/10.1007/s10668-018-0261-5

  19. [19] Gao, H., Ran, L., Wei, G., Wei, C., & Wu, J. (2020). VIKOR method for MAGDM based on q-rung interval-valued orthopair fuzzy information and its application to supplier selection of medical consumption products. International journal of environmental research and public health, 17(2), 525. https://doi.org/10.3390/ijerph17020525

  20. [20] Dev, S., Aherwar, A., & Patnaik, A. (2020). Material selection for automotive piston component using entropy-VIKOR method. Silicon, 12(1), 155–169. https://doi.org/10.1007/s12633-019-00110-y

  21. [21] Opricovic, S. (2011). Fuzzy VIKOR with an application to water resources planning. Expert systems with applications, 38(10), 12983–12990. https://doi.org/10.1016/j.eswa.2011.04.097

  22. [22] Sanayei, A., Mousavi, S. F., & Yazdankhah, A. (2010). Group decision making process for supplier selection with VIKOR under fuzzy environment. Expert systems with applications, 37(1), 24–30. https://doi.org/10.1016/j.eswa.2009.04.063

  23. [23] Schramm, V. B., Cabral, L. P. B., & Schramm, F. (2020). Approaches for supporting sustainable supplier selection-A literature review. Journal of cleaner production, 273, 123089. https://doi.org/10.1016/j.jclepro.2020.123089

  24. [24] Ishizaka, A., Lokman, B., & Tasiou, M. (2021). A stochastic multi-criteria divisive hierarchical clustering algorithm. Omega, 103, 102370. https://doi.org/10.1016/j.omega.2020.102370

  25. [25] Yildiz, A. (2019). Green supplier selection using topsis method: A case study from the automotive supply industry. Journal of engineering research and applied science, 8(2), 1146–1152. https://journaleras.com/index.php/jeras/article/view/168

  26. [26] Fei, L., Deng, Y., & Hu, Y. (2019). DS-VIKOR: A new multi-criteria decision-making method for supplier selection. International journal of fuzzy systems, 21(1), 157–175. https://doi.org/10.1007/s40815-018-0543-y

  27. [27] Nikabadi, M. S., & Razavian, S. B. (2020). A hesitant fuzzy model for ranking maintenance strategies in small and medium-sized enterprises. International journal of productivity and quality management, 29(4), 558–592. https://doi.org/10.1504/IJPQM.2020.106424

  28. [28] Hashemi, S. H., Karimi, A., & Tavana, M. (2015). An integrated green supplier selection approach with analytic network process and improved Grey relational analysis. International journal of production economics, 159, 178–191. https://doi.org/10.1016/j.ijpe.2014.09.027

  29. [29] Kang, D., & Park, Y. (2014). Based measurement of customer satisfaction in mobile service: Sentiment analysis and VIKOR approach. Expert systems with applications, 41(4), 1041–1050. https://doi.org/10.1016/j.eswa.2013.07.101

  30. [30] Zadeh, L. A. (1965). Fuzzy sets. Informat Control. Vol, 8, 338–353. https://doi.org/10.1016/S0019-9958(65)90241-X

  31. [31] Yazdani, M., Chatterjee, P., Pamucar, D., & Abad, M. D. (2020). A risk-based integrated decision-making model for green supplier selection: A case study of a construction company in Spain. Kybernetes, 49(4), 1229–1252. https://doi.org/10.1108/K-09-2018-0509

  32. [32] Saaty, T. L. (2013). Analytic hierarchy process. In Encyclopedia of operations research and management science (pp. 52–64). Springer. https://doi.org/10.1007/978-1-4419-1153-7_31

  33. [33] Kapur, J. N., & Kesavan, H. K. (1992). Entropy optimization principles and their applications. In Entropy and energy dissipation in water resources (pp. 3–20). Springer. https://doi.org/10.1007/978-94-011-2430-

  34. [34] Rezaei, J. (2015). Best-worst multi-criteria decision-making method. Omega, 53, 49–57. https://doi.org/10.1016/j.omega.2014.11.009

Published

2025-06-12

How to Cite

Davodabadi, A. ., & Saati, S. . (2025). A New Extension of the VIKORSort-Based Method for Fuzzy Classification: An Application for Prioritizing Patients in the ICU Unit Queue. Journal of Intelligent Decision and Computational Modelling, 1(2), 87-106. https://doi.org/10.48314/jidcm.v1i2.67

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