A comparative analysis of Fuzzy AHP and Fuzzy VIKOR methods for prioritization of the risk criteria of an autonomous vehicle system

• Published in: Proceedings of the Estonian Academy of Sciences Vol. 73; no. 2; pp. 116 - 123
• Main Authors: Mehrparvar, Marmar, Majak, Jüri, Karjust, Kristo
• Format: Journal Article
• Language: English
• Published: Tallinn Estonian Academy Publishers 01.06.2024; Teaduste Akadeemia Kirjastus (Estonian Academy Publishers)
• Subjects: Analytic hierarchy process; Analytical hierarchy process; autonomous vehicle (av); Autonomous vehicles; Case studies; Comparative analysis; Criteria; Decision making; Fuzzy algorithms; fuzzy analytic hierarchy process (ahp); Fuzzy logic; Fuzzy sets; Fuzzy systems; fuzzy vikor method; Hierarchies; Methods; Multiple criteria decision making; multi­criteria decision­making problem; prioritization of criteria; Ranking; Risk analysis; Risk assessment; Estonia
• ISSN: 1736-6046; 1736-7530
• DOI: 10.3176/proc.2024.2.04

In the current study, two widely used multi-­criteria decision­-making methods, the Fuzzy analytic hierarchy process (AHP) and the Fuzzy VIKOR method, have been implemented to prioritize the criteria of a multi­-criteria decision­-making problem. Herein, the case study is an autonomous vehicle, the TalTech iseAuto AV shuttle, developed at TalTech University. The criteria of the present problem are evaluated by experts, and after forming the pairwise matrices, these matrices are aggregated by the max­-min method with the arithmetic mean. Subsequently, in the case of Fuzzy AHP, by calculating the weights and normalizing them, the relative importance of each criterion is obtained, which leads to the ranking of the criteria. Moreover, in the case of the Fuzzy VIKOR method, the aggregated pairwise matrix is weighted and normalized. The ranking obtained from both methods is presented and compared. The advantages and disadvantages of the multi­-criteria decision­making methods Fuzzy AHP and VIKOR, featured for risk analysis of the autonomous vehicle systems, are discussed.