A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor

Multi-criteria decision-making (MCDM) is a branch of decision-making method which able to deal with complex and conflicting decision problems. Besides, Fuzzy Multi-Criteria Decision-Making (FMCDM) method is later introduced to deal with vague and uncertain information in decision-making problems tha...

Full description

Bibliographic Details
Published in:Journal of Physics: Conference Series
Main Author: Zailani N.A.M.; Ahmad S.A.S.; Mohamad D.
Format: Conference paper
Language:English
Published: IOP Publishing Ltd 2021
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85114199778&doi=10.1088%2f1742-6596%2f1988%2f1%2f012059&partnerID=40&md5=cd09a4a2958edcfbaa7e49640cc53203
id 2-s2.0-85114199778
spelling 2-s2.0-85114199778
Zailani N.A.M.; Ahmad S.A.S.; Mohamad D.
A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
2021
Journal of Physics: Conference Series
1988
1
10.1088/1742-6596/1988/1/012059
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85114199778&doi=10.1088%2f1742-6596%2f1988%2f1%2f012059&partnerID=40&md5=cd09a4a2958edcfbaa7e49640cc53203
Multi-criteria decision-making (MCDM) is a branch of decision-making method which able to deal with complex and conflicting decision problems. Besides, Fuzzy Multi-Criteria Decision-Making (FMCDM) method is later introduced to deal with vague and uncertain information in decision-making problems that imitates human perception in the evaluation process. Recently, Fuzzy Inferior Ratio (FIR) is developed as one of the effective FMCDM methods as it includes the compromise solution in which both distances to the Fuzzy Positive Ideal Solution (FPIS) and the Fuzzy Negative Ideal Solution (FNIS) are considered simultaneously. Nevertheless, in FIR, there is no consideration on the reliability of the information in the evaluation process. In this paper, an improvised FIR with reliability factor is introduced where the reliability factor is represented by Z-numbers. Furthermore, the lack of capability of providing systematic evaluation and consistent output raises a concern in most FMCDM methods including FIR. Hence, a decision-making procedure of Fuzzy Rule-Based FIR with reliability factor is also been proposed. A numerical example is given using the proposed procedure and a consistency analysis is carried out using the Spearman's Rho Correlation to evaluate its effectiveness. It is found out that the proposed procedure gives a more comprehensive and systematic evaluation with the inclusion of reliability factor and the Fuzzy Rule-Based evaluation in FIR. © Published under licence by IOP Publishing Ltd.
IOP Publishing Ltd
17426588
English
Conference paper
All Open Access; Gold Open Access
author Zailani N.A.M.; Ahmad S.A.S.; Mohamad D.
spellingShingle Zailani N.A.M.; Ahmad S.A.S.; Mohamad D.
A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
author_facet Zailani N.A.M.; Ahmad S.A.S.; Mohamad D.
author_sort Zailani N.A.M.; Ahmad S.A.S.; Mohamad D.
title A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
title_short A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
title_full A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
title_fullStr A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
title_full_unstemmed A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
title_sort A fuzzy rule-based Fuzzy Inferior Ratio method with reliability factor
publishDate 2021
container_title Journal of Physics: Conference Series
container_volume 1988
container_issue 1
doi_str_mv 10.1088/1742-6596/1988/1/012059
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85114199778&doi=10.1088%2f1742-6596%2f1988%2f1%2f012059&partnerID=40&md5=cd09a4a2958edcfbaa7e49640cc53203
description Multi-criteria decision-making (MCDM) is a branch of decision-making method which able to deal with complex and conflicting decision problems. Besides, Fuzzy Multi-Criteria Decision-Making (FMCDM) method is later introduced to deal with vague and uncertain information in decision-making problems that imitates human perception in the evaluation process. Recently, Fuzzy Inferior Ratio (FIR) is developed as one of the effective FMCDM methods as it includes the compromise solution in which both distances to the Fuzzy Positive Ideal Solution (FPIS) and the Fuzzy Negative Ideal Solution (FNIS) are considered simultaneously. Nevertheless, in FIR, there is no consideration on the reliability of the information in the evaluation process. In this paper, an improvised FIR with reliability factor is introduced where the reliability factor is represented by Z-numbers. Furthermore, the lack of capability of providing systematic evaluation and consistent output raises a concern in most FMCDM methods including FIR. Hence, a decision-making procedure of Fuzzy Rule-Based FIR with reliability factor is also been proposed. A numerical example is given using the proposed procedure and a consistency analysis is carried out using the Spearman's Rho Correlation to evaluate its effectiveness. It is found out that the proposed procedure gives a more comprehensive and systematic evaluation with the inclusion of reliability factor and the Fuzzy Rule-Based evaluation in FIR. © Published under licence by IOP Publishing Ltd.
publisher IOP Publishing Ltd
issn 17426588
language English
format Conference paper
accesstype All Open Access; Gold Open Access
record_format scopus
collection Scopus
_version_ 1809677893627805696