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Shared manufacturing service evaluation based on intuitionistic fuzzy VIKOR.
1School of Management, Shenyang University of Technology, Shenyang, 110870, China.
Heliyon
|April 17, 2024
Summary
This study introduces a VIKOR shared manufacturing service evaluation approach using intuitionistic fuzzy logic. It helps users select suitable services by considering quality of service (QOS) and supply-demand constraints.
Area of Science:
- Manufacturing Systems Engineering
- Operations Research
- Decision Sciences
Background:
- The sharing economy has spurred interest in shared manufacturing models.
- Evaluating shared manufacturing services requires a robust framework to handle complex quality of service (QOS) indicators.
Purpose of the Study:
- To develop a VIKOR-based evaluation approach for shared manufacturing services within an intuitionistic fuzzy environment.
- To enable effective filtering of acceptable services from a large pool based on multiple criteria.
Main Methods:
- Constructed a QOS evaluation index system with online and offline indicators.
- Developed a service recommendation model incorporating supply and demand constraints.
- Applied intuitionistic fuzzy numbers, G1-method, variable-precision rough set theory, and maximum entropy theory for weight determination.
- Utilized the VIKOR method with intuitionistic fuzzy sets for service evaluation and ranking.
Main Results:
- The proposed approach effectively evaluates and ranks shared manufacturing services.
- Demonstrated the combined benefits and minimum regret values using intuitionistic fuzzy number similarity.
- Verified the algorithm's reliability and feasibility through a real-world case study.
Conclusions:
- The intuitionistic fuzzy VIKOR method provides a reliable framework for shared manufacturing service evaluation.
- The approach successfully addresses the multi-indicator, multi-stakeholder decision-making challenges in shared manufacturing.
- This methodology aids users in selecting optimal services from diverse offerings.
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