The Optimal Ranking of Candidate Hospital Sites Using a Combination of Objective Weighting Method and Multi-Criteria Decision Making Based on Geographical Information System

Document Type : Research Paper

Authors

1 MSc. Student, School of Surveying and Geospatial Information, College of Engineering, University of Tehran, Tehran, Iran

2 Associate Professor, School of Surveying and Geospatial Information, College of Engineering, University of Tehran, Tehran, Iran

3 School of Civil Engineering, Shahrood University of Technology, Shahrood, Iran.

Abstract

Hospitals are among the most important service centers, and the selection of the optimal site for them is a very important (yet complex) undertaking, as it can bring about optimal spatial distribution of hospitals and can make them optimally accessible for citizens. In the present study, in order to optimally locate hospitals in District 5 of Tehran metropolis, a combination of the geographical information system, objective weighting methods, and multi-criteria decision making method was used. The geographical information system was used to analyze and manage the optimal hospital locating criteria, the CRITIC weighting method was implemented to account for the correlation between the criteria, and Shannon's entropy method was used to model the existing uncertainty in the criteria. CODAS multi-criteria decision making method was used due to its novelty and the evaluation of alternatives based on two criteria. Based on the results obtained from CRITIC weighting method, distance from health centers, and based on the results of Shannon's entropy method, distance from industrial areas were the most important optimal hospital locating criteria. The results of ranking the candidate sites using CRITIC-CODAS and Shannon’s entropy-CODAS were almost the same, and both methods identified the sites on the western side of the District (that did not have any hospital) as the appropriate sites. The results of the study indicated the high accuracy of combined objective weighting and multi-criteria decision making methods in optimal locating of the hospitals. It might be asserted that these methods can replace thematic weighting methods such as analytical hierarchy process.

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Main Subjects


اصغری‏زاده، عزت‏الله؛ عبدالکریم محمدی بالانی (1396). تکنیک‌های تصمیم‌گیری چندشاخصه، چ 2، تهران، انتشارات دانشگاه تهران.
زندی، ایمان؛ پرهام پهلوانی (1400). «مدل‌سازی مکانی و اولویت‌بندی مناطق مستعد جهت احداث بیمارستان با استفاده از تحلیل‏های تصمیم‌گیری چندمعیاره مبتنی بر سیستم اطلاعات مکانی (مطالعۀ موردی: منطقۀ 5 تهران)»، آمایش سرزمین، د 13، ش 1، صص 247 ـ 280.
علوی، سید علی؛ علی احمدآبادی؛ محمد مولائی قلیچی؛ ولی پاتو؛ کاظم برهانی (1392). «مکان گزینی مناسب بیمارستان های شهری با استفاده از تکنیک های تلفیقی مدل تحلیلی تصمیم‌گیری چند معیاره و تحلیل های فضایی سیستم اطلاعات جغرافیایی (مطالعه موردی: منطقه ۷ شهر تهران) »، بیمارستان، د ۱۲، ش 2، صص 9-18.
محمدی، کمال؛ علی‌اصغر آل‌شیخ؛ محمد طالعی (1398). «مکان‌یابی مراکز بیمارستانی با تلفیق روش‏های بهترین‌ـ بدترین دنپ، ویکور، و کوپراس (مطالعة موردی: منطقة 1 شهر تهران)»، نشریة مهندسی فناوری اطلاعات مکانی، د 7، ش 3، صص 17 ـ 43.
References
Adalı, E. A., & Tuş, A. (2021). Hospital site selection with distance-based multi-criteria decision-making methods. International Journal of Healthcare Management14(2), 534-544.
Alavi, S. A., Ahmadabadi, A., Molaei Qelichi, M., Pato, V., & Borhani, K. (2013). "Proper site selection of urban hospital using combined techniques of MCDM and Spatial analysis of GIS (Case study: region 7 in Tehran city)", Hospital, 12(2), pp. 9-18. (in Persion)
Asgharizadeh, E. & balani, A. M. (2018). Multiple attribute decision making techniques, Tehran, Uneversity of Tehran Press. (in Persian)
Chatterjee, D. (2014). "Can fuzzy extension of Delphi-analytical hierarchy process improve hospital site selection?", International Journal of Intercultural Information Management, 4(2-3), pp. 113-128.
Chatterjee, D., & Mukherjee, B. (2013). Potential hospital location selection using fuzzy-AHP: an empirical study in Rural India. International Journal of Innovative Technology and Research1(4), pp. 304-314.
Diakoulaki, D., Mavrotas, G., & Papayannakis, L. (1995). "Determining objective weights in multiple criteria problems: The critic method", Computers & Operations Research, 22(7), pp. 763-770.
Gul, M. & Guneri, A. F. (2021). "Hospital Location Selection: A Systematic Literature Review on Methodologies and Applications", Mathematical Problems in Engineering. vol. 2021, Article ID 6682958, 14 pages, 2021. https://doi.org/10.1155/2021/6682958
Karakuş, C. B., Demiroğlu, D., Çoban, A., & Ulutaş, A. (2020). "Evaluation of GIS-based multi-criteria decision-making methods for sanitary landfill site selection: the case of Sivas city, Turkey", Journal of Material Cycles and Waste Management, 22(1), pp. 254-2.
Keshavarz Ghorabaee, M., Zavadskas, E. K., Turskis, Z., & Antucheviciene, J. (2016). "A new combinative distance-based assessment (CODAS) method for multi-criteria decision-making", Economic Computation & Economic Cybernetics Studies & Research, 50(3), pp. 25-44.
Kumar, P., Singh, R. K., & Sinha, P. (2016). "Optimal site selection for a hospital using a fuzzy extended ELECTRE approach", Journal of Management Analytics, 3(2), pp. 115-135.
Lin, C.-T. & Tsai, M.-C. (2009). "Development of an expert selection system to choose ideal cities for medical service ventures", Expert Systems with Applications, 36(2), pp. 2266-2274.
Lin, C.-T., Wu, C.-R., & Chen, H.-C. (2006). "Selecting the Location of Hospitals in Taiwan to Ensure a Competitive Advantage via GRA", Journal of Grey System, 18(3), pp. 263-274.
Mohammadi, K., Alesheikh, A. A., & Taleai, M. (2019). "Locating Hospital Centers By an Integration of BWM، DANP، VIKOR and COPRAS Methods (Case Study: Region 1, City of Tehran)", Engineering Journal of Geospatial Information Technology, 7(3), pp. 1-20.
Moradian, M. J., Ardalan, A., Nejati, A., Boloorani, A. D., Akbarisari, A., & Rastegarfar, B. (2017). "Risk criteria in hospital site selection: a systematic review", PLoS currents, 9. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5419719/
Pınar, M. & Antmen, Z. F. (2019). "A Healthcare Facility Location Selection Problem with Fuzzy TOPSIS Method for a Regional Hospital", Avrupa Bilim ve Teknoloji Dergisi, 16, pp. 750-757.
Şahin, T., Ocak, S., & Top, M. (2019). "Analytic hierarchy process for hospital site selection", Health Policy and Technology, 8(1), pp. 42-50.
Senvar, O., Otay, I., & Bolturk, E. (2016). "Hospital site selection via hesitant fuzzy TOPSIS", IFAC-PapersOnLine, 49(12), pp. 1140-1145. https://www.sciencedirect.com/science/article/pii/S2405896316309296
Shannon, C. E. (1948). "A mathematical theory of communication", The Bell system technical journal, 27(3), pp. 379-423.
Sharmin, N. & Neema, M. (2013). "A GIS-based multi-criteria analysis to site appropriate locations of hospitals in Dhaka City", Hospital, 3(4), pp. 8-12.
Sheikhian, H., Delavar, M. R., & Stein, A. (2017). "A GIS‐based multi‐criteria seismic vulnerability assessment using the integration of granular computing rule extraction and artificial neural networks", Transactions in GIS, 21(6), pp. 1237-1259.
Soltani, A., Inaloo, R. B., Rezaei, M., Shaer, F., & Riyabi, M. A. (2019). "Spatial analysis and urban land use planning emphasising hospital site selection: a case study of Isfahan city", Bulletin of Geography. Socio-economic Series, 43(43), pp. 71-89.
Soltani, A. & Marandi, E. Z. (2011). "Hospital site selection using two-stage fuzzy multi-criteria decision making process", Journal of Urban and environmental engineering, 5(1), pp. 32-43.
Vahidnia, M. H., Alesheikh, A. A., & Alimohammadi, A. (2009). "Hospital site selection using fuzzy AHP and its derivatives", Journal of environmental management, 90(10), pp. 3048-3056.
Witlox, F., Antrop, M., Bogaert, P., De Maeyer, P., Derudder, B., Neutens, T., & Van de Weghe, N. (2009). "Introducing functional classification theory to land use planning by means of decision tables", Decision Support Systems, 46(4), pp. 875-881.
Wu, C.-R., Lin, C.-T., & Chen, H.-C. (2007). "Optimal selection of location for Taiwanese hospitals to ensure a competitive advantage by using the analytic hierarchy process and sensitivity analysis", Building and environment, 42(3), pp. 1431-1444.
Wu, J., Sun, J., Liang, L., & Zha, Y. (2011). "Determination of weights for ultimate cross efficiency using Shannon entropy", Expert Systems with Applications, 38(5), pp. 5162-5165.
Zandi, I. & Pahlavani, P. (2021). "Spatial Modeling and Prioritization of Potential Areas for Determining Location of Hospitals by a GIS-Based Multi-Criteria Decision Making Analyses: A Case Study of the 5th District of Tehran", Town and Country Planning, 13(1), pp. 247-280.
Zandi, I. & Delevar, M. R. (2021). Integration of GIS, Shannon Entropy and Multi-Criteria Decision Making for Hospital Site Selection, Presented at the 29th Annual GIS Research UK Conference (GISRUK), Cardiff, Wales, UK (Online): Zenodo. http://doi.org/10.5281/zenodo.4680857
 
Volume 14, Issue 1
Spring & Summer
April 2022
Pages 347-369
  • Receive Date: 14 July 2021
  • Revise Date: 16 October 2021
  • Accept Date: 16 October 2021