MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREE
One of the main problems of decision-making tasks is the need to take into account subjective expert assessments, the complete consistency of which is rare, and the choice of the best alternative. The complexity of the connections between the many-sided aspects of the decision-making situation and t...
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doaj-df0a9d4cb60443e6bb49def938a2c7bf2021-04-25T14:26:17ZengScientific Route OÜEUREKA: Physics and Engineering2461-42542461-42622021-03-01212413610.21303/2461-4262.2021.0017081708MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREEIbrahim Abulfaz Habibov0Oleg Dyshin1Sevda Alipasha Аghаmmadova2Irada Sabir Hasanzade3Azerbaijan State Oil and Industry UniversityScientific Research Institute Geotechnological Problems of Oil, Gas and ChemistryAzerbaijan State Oil and Industry UniversityAzerbaijan State Oil and Industry UniversityOne of the main problems of decision-making tasks is the need to take into account subjective expert assessments, the complete consistency of which is rare, and the choice of the best alternative. The complexity of the connections between the many-sided aspects of the decision-making situation and the lack of an accurate forecast of the consequences leads to the fact that when assessing and choosing alternatives, it is possible, and often necessary, to use and process qualitatively fuzzy estimates. In decision-making situations, when at least one of the elements (outcomes, criteria, preferences, expert opinions, etc.) is described qualitatively, indistinctly, there are problems of multi-criteria decision-making with fuzzy initial information. Let’s consider the solution to the problem of multi-criteria choice based on the rules of fuzzy conditional inference, which have the form of fuzzy statements, the conditions and conclusions of which, along with expert assessments of the criteria, are presented in the form of interval fuzzy numbers of the second type (IT2FN). The convolution of private implications in each statement is made according to Lukasiewicz's rule. To reduce the type and defuzzify the resulting IT2FN, the Karrnik-Mendel algorithm was used to construct the minimum and maximum centroids of nested fuzzy sets of the first type, which give an estimate of the utility interval for each alternative. To refine the obtained utility estimates, under conditions of incomplete definiteness of statements, using the generalized Bayesian inference mechanism, adjusted estimates of the utility intervals of alternatives are constructed. By comparing these intervals, a larger interval is determined and the corresponding alternative is taken as a solution to the problem under consideration. The application of the proposed approach to solving the problem of multicriteria selection of the most corroded section of a gas pipeline with ambiguous expert opinions is shown. To date, specific practical and theoretical results have been obtained for decision-making problems with fuzzy initial informationhttp://journal.eu-jr.eu/engineering/article/view/1708subjective expert assessmentmulti-criteria choice of an alternativebayesian inference mechanismexpert opinion |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ibrahim Abulfaz Habibov Oleg Dyshin Sevda Alipasha Аghаmmadova Irada Sabir Hasanzade |
spellingShingle |
Ibrahim Abulfaz Habibov Oleg Dyshin Sevda Alipasha Аghаmmadova Irada Sabir Hasanzade MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREE EUREKA: Physics and Engineering subjective expert assessment multi-criteria choice of an alternative bayesian inference mechanism expert opinion |
author_facet |
Ibrahim Abulfaz Habibov Oleg Dyshin Sevda Alipasha Аghаmmadova Irada Sabir Hasanzade |
author_sort |
Ibrahim Abulfaz Habibov |
title |
MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREE |
title_short |
MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREE |
title_full |
MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREE |
title_fullStr |
MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREE |
title_full_unstemmed |
MULTI-CRITERIONAL CHOICE OF AN ALTERNATIVE UNDER THE RULES OF FUZZY PRODUCTS WITH SOME RELIABILITY DEGREE |
title_sort |
multi-criterional choice of an alternative under the rules of fuzzy products with some reliability degree |
publisher |
Scientific Route OÜ |
series |
EUREKA: Physics and Engineering |
issn |
2461-4254 2461-4262 |
publishDate |
2021-03-01 |
description |
One of the main problems of decision-making tasks is the need to take into account subjective expert assessments, the complete consistency of which is rare, and the choice of the best alternative. The complexity of the connections between the many-sided aspects of the decision-making situation and the lack of an accurate forecast of the consequences leads to the fact that when assessing and choosing alternatives, it is possible, and often necessary, to use and process qualitatively fuzzy estimates. In decision-making situations, when at least one of the elements (outcomes, criteria, preferences, expert opinions, etc.) is described qualitatively, indistinctly, there are problems of multi-criteria decision-making with fuzzy initial information.
Let’s consider the solution to the problem of multi-criteria choice based on the rules of fuzzy conditional inference, which have the form of fuzzy statements, the conditions and conclusions of which, along with expert assessments of the criteria, are presented in the form of interval fuzzy numbers of the second type (IT2FN). The convolution of private implications in each statement is made according to Lukasiewicz's rule. To reduce the type and defuzzify the resulting IT2FN, the Karrnik-Mendel algorithm was used to construct the minimum and maximum centroids of nested fuzzy sets of the first type, which give an estimate of the utility interval for each alternative. To refine the obtained utility estimates, under conditions of incomplete definiteness of statements, using the generalized Bayesian inference mechanism, adjusted estimates of the utility intervals of alternatives are constructed. By comparing these intervals, a larger interval is determined and the corresponding alternative is taken as a solution to the problem under consideration.
The application of the proposed approach to solving the problem of multicriteria selection of the most corroded section of a gas pipeline with ambiguous expert opinions is shown. To date, specific practical and theoretical results have been obtained for decision-making problems with fuzzy initial information |
topic |
subjective expert assessment multi-criteria choice of an alternative bayesian inference mechanism expert opinion |
url |
http://journal.eu-jr.eu/engineering/article/view/1708 |
work_keys_str_mv |
AT ibrahimabulfazhabibov multicriterionalchoiceofanalternativeundertherulesoffuzzyproductswithsomereliabilitydegree AT olegdyshin multicriterionalchoiceofanalternativeundertherulesoffuzzyproductswithsomereliabilitydegree AT sevdaalipashaaghammadova multicriterionalchoiceofanalternativeundertherulesoffuzzyproductswithsomereliabilitydegree AT iradasabirhasanzade multicriterionalchoiceofanalternativeundertherulesoffuzzyproductswithsomereliabilitydegree |
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1721509403704688640 |