Creating Decision Support System for Road Freight Transportation Route Selection with Fuzzy Multiple Criteria Decision-Making Approach
Keywords:
multiple criteria decision-making, freight transportation route selection, fuzzy logic, decision support systemAbstract
The objective of this study is to create a decision support system in order to select an appropriate road freight transportation route by applying fuzzy multiple criteria decision-making approaches. The decision support system comprises three parts. The first part is a database, which collects data of road freight transportation routes between origins and destinations by using the Beresford’s cost model and standard criteria for fuzzy risk assessment of road freight physical characteristics. The second part is a weight calculation, which is designed to calculate weights of decision criteria by fuzzy analytic hierarchy process. The third part is route selection part, which is used to select the most appropriate road freight transportation route by using fuzzy technique for order preference by similarity to ideal solution. The main mechanism of the route selection part considers transportation cost, transit time, fuzzy risk levels of each aspect, and weights of each decision criterion. The route selection part can prioritize road freight transportation route by ordering the closeness coefficients in descending order. This research study applied the proposed decision support system with the road freight transportation route selection from a warehouse to Mukdahan customs. The results demonstrated that the proposed decision support system can well solve the problem of road freight transportation route selection. It compromises all decision-making elements to find the most appropriate alternative, and yields high effective decision results.
References
S.-H. Woo, S.-N. Kim, D.-W. Kwak, S. Pettit and A. Beresford, “Multimodal route choice in maritime transportation: the case of Korean auto-parts exporters,” Maritime Policy & Management., vol. 45, no. 1, pp. 19-33, 2018.
S. Arunyanart, S. Ohmori and K. Yoshimoto, “Selection of export route option in GMS region recommendation for current situation,” Journal of Japan Industrial Management Association., vol. 67, no. 2E, pp. 193-201, 2016.
D. S. Moon, D.-J. Kim and E.-K. Lee, “A study on competitiveness of sea transport by comparing international transport routes between Korea and EU,” The Asian Journal of Shipping and Logistics., vol. 31, no. 1, pp. 1-20, 2015.
A. Kengpol, W. Meethom and M. Tuominen, “The development of a decision support system in multimodal transportation routing within Greater Mekong sub-region countries,” International Journal of Production Economics., vol. 140, no. 2, pp. 691-701, 2012.
A. Kengpol and S. Tuammee, “The development of a decision support framework for a quantitative risk assessment in multimodal green logistics: an empirical study,” International Journal of Production Research., vol. 54, no. 4, pp. 1020-1038, 2016.
K. Kaewfak, V-N. Huynh, V. Ammarapala and N. Ratisoontorn, “A risk analysis based on a two-stage model of fuzzy AHP–DEA for multimodal freight transportation systems,” IEEE Access., vol. 8, pp. 153756-153773, 2020.
J. Guo, J. Xu, Q. Du and Z. He, “Risk assessment on multimodal transport network based on quality function deployment,” International Journal of Intelligent Systems., vol. 36, no. 3, pp. 1408-1440, 2020.
M. Gul, A. F. Guneri and S. M. Nasirli, “A fuzzy-based model for risk assessment of routes in oil transportation,” International Journal of Environmental Science and Technology., vol. 16, no. 8, pp. 4671-4686, 2019.
N. Koohathongsumrit and W. Meethom, “An integrated approach of fuzzy risk assessment model and data envelopment analysis for route selection in multimodal transportation networks,” Expert Systems with Applications., vol. 171, pp. 114342, 2021.
N. Koohathongsumrit and W. Meethom, “Route selection in multimodal transportation networks: a hybrid multiple criteria decision-making approach,” Journal of Industrial and Production Engineering., vol. 38, no. 3, pp. 171-185, 2021.
N. Koohathongsumrit and W. Chankham, “A hybrid approach of fuzzy risk assessment-based incenter of centroid and MCDM methods for multimodal transportation route selection,” Cogent Engineering., vol. 9, no. 1, pp. 2091672, 2022.
W. Meethom and N. Koohathongsumrit, “Design of decision support system for road freight transportation routing using multilayer zero one goal programming,” Engineering Journal., vol. 22, no. 6, pp. 185-205, 2018.
W. Meethom and N. Koohathongsumrit, “An integrated potential assessment criteria and TOPSIS based decision support system for road freight transportation routing,” Applied Science and Engineering Progress., vol. 13, no. 4, pp. 312-326, 2020.
R. Sarraf and M. P. McGuire, “Integration and comparison of multi-criteria decision making methods in safe route planner,” Expert Systems with Applications., vol. 154, pp. 113399, 2020.
A. Gohari, A. Nasir Matori, K. W. Yusof, I. Toloue, K. C. Myint and A. T. Sholagberu, “Route/Modal choice analysis and tradeoffs evaluation of the intermodal transport network of Peninsular Malaysia,” Cogent Engineering., vol. 5, no. 1, pp. 1436948, 2018.
R. Accorsi, R. Manzini and F. Maranesi, “A decision-support system for the design and management of warehousing systems,” Computers in Industry., vol. 65, no. 1, pp. 175-186, 2014.
T. L. Saaty, The Analytic Hierarchy Process, New York: McGraw-Hill, 1980.
D-Y. Chang, “Applications of the extent analysis method on fuzzy AHP,” European Journal of Operational Research., vol. 95, no. 3, pp. 649-655, 1996.
S. S. Thapar and H. Sarangal, “Quantifying reusability of software components using hybrid fuzzy analytical hierarchy process (FAHP)-Metrics approach,” Applied Soft Computing., vol. 88, pp. 105997, 2020.
C-L. Hwang and K. Yoon, Multiple attribute decision making: methods and applications, Berlin: Springer-Verlag, 1981.
A. Mohammed, I. Harris and K. Govindan, “A hybrid MCDM-FMOO approach for sustainable supplier selection and order allocation,” International Journal of Production Economics., vol. 217, pp. 171-184, 2019.
R. Banomyong and A. K. C. Beresford, “Multimodal transport: the case of Laotian garment exporters,” International Journal of Physical Distribution & Logistics Management., vol. 31, no. 9, pp. 663-685, 2001.
A. Khashei-Siuki, A. keshavarz and H. Sharifan, “Comparison of AHP and FAHP methods in determining suitable areas for drinking water harvesting in Birjand aquifer. Iran,” Groundwater for Sustainable Development., vol. 13, pp. 100328, 2021.
สุมนา อรุณอุดมชัย และ อัครนันท์ พงศธรวิวัฒน์, “การประยุกต์ใช้ตัวแบบการคัดเลือกแบบหลายเงื่อนไข สำหรับปัญหาการคัดเลือกผู้ให้บริการแพ็คสินค้า กรณีศึกษา บริษทัผู้จัดจำหน่ายสินค้าอุปโภคบริโภคแห่งหนึ่ง,” วารสารข่ายงานวิศวกรรมอุตสาหการไทย., ปีที่ 7, ฉบับที่ 1, น. 42-54, 2021.
E. Zarei, B. Ramavandi, A. H. Darabi and M. Omidvar, “A framework for resilience assessment in process systems using a fuzzy hybrid MCDM model,” Journal of Loss Prevention in the Process Industries., vol. 69, pp. 104375, 2021.
A. M. Torkabadi, E. Pourjavad and R. V. Mayorga, “An integrated fuzzy MCDM approach to improve sustainable consumption and production trends in supply chain,” Sustainable Production and Consumption., vol. 16, pp. 99-109, 2018.
T. L. Saaty, “How to make a decision: the analytic hierarchy process,” European Journal of Operational Research., vol. 48, no. 1, pp. 9-26, 1990.
Z. Halili, “Identifying and ranking appropriate strategies for effective technology transfer in the automotive industry: evidence from Iran,” Technology in Society., vol. 62, pp. 101264, 2020.
S. Khan, M. I. Khan, A. Haleem and A. Jami, “Prioritising the risks in Halal food supply chain: an MCDM approach,” Journal of Islamic Marketing, vol. 13, no. 1, pp. 45-65, 2022.
J. Gajdoš, L. Socha and B. Mihalčová, “The use of penalty functions in logistics,” Nase More, vol. 61, no. 1-2, pp. 7-10, 2014.
Y. A. Solangi, Q. Tan, N. H. Mirjat and S. Ali, “Evaluating the strategies for sustainable energy planning in Pakistan: An integrated SWOT-AHP and Fuzzy-TOPSIS approach,” Journal of Cleaner Production., vol. 236, pp. 117655, 2019.
O. Ur Rehman and Y. Ali, “Optimality study of China’s crude oil imports through China Pakistan economic corridor using fuzzy TOPSIS and Cost-Benefit analysis,” Transportation Research Part E: Logistics and Transportation Review., vol. 148, pp. 102246, 2021.
บราลี เหมราสวัสดิ์, ศันสนีย์ สุภาภา และ พัชราภรณ์ ญาณภิรัต. “การวิเคราะห์แบบหลายหลักเกณฑ์สำหรับการคัดเลือกวิธีการในการปิดพื้นที่บ่อเหมืองถ่านหินเก่าในพื้นที่กาลิมันตันตะวันออก ประเทศอินโดนีเซีย,” วารสารไทยการวิจัยดำเนินงาน., ปีที่ 9, ฉบับที่ 1, น. 55-66, 2564.
S. K. Saraswat and A. K. Digalwar, “Evaluation of energy sources based on sustainability factors using integrated fuzzy MCDM approach,” International Journal of Energy Sector Management., vol. 15, no. 1, pp. 246-266, 2021.
M. Hamidah, I. Mohd Hasmadi, L. S. L. Chua, W. S. Y. Yong, K. H. Lau, I. Faridah-Hanum and H. Z. Pakhriazad, “Development of a protocol for Malaysian Important Plant Areas criterion weights using Multi-criteria Decision Making - Analytical Hierarchy Process (MCDM-AHP),” Global Ecology and Conservation., vol. 34, pp. e02033, 2022.
P. H. Nyimbili and T. Erden, “GIS-based fuzzy multi-criteria approach for optimal site selection of fire stations in Istanbul, Turkey,” Socio-Economic Planning Sciences., vol. 71, pp. 100860, 2020.
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