Unrestricted solutions of arbitrary linear fuzzy systems
Solving linear fuzzy system has intrigued many researchers due to its ability to handle imprecise information of real problems. However, there are several weaknesses of the existing methods. Among the drawbacks are heavy dependence on linear programing, avoidance of near zero fuzzy numbers, lack of...
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2015
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| author | O.Malkawi, Ghassan |
| author_facet | O.Malkawi, Ghassan |
| author_sort | O.Malkawi, Ghassan |
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| country | Malaysia |
| description | Solving linear fuzzy system has intrigued many researchers due to its ability to handle imprecise information of real problems. However, there are several weaknesses of the existing methods. Among the drawbacks are heavy dependence on linear programing, avoidance of near zero fuzzy numbers, lack of accurate solutions, focus on limited size of the systems, and restriction to the matrix coefficients and solutions. Therefore, this study aims to construct new methods which are associated
linear systems, min-max system and absolute systems in matrix theory with triangular fuzzy numbers to solve linear fuzzy systems with respect to the
aforementioned drawbacks. It is proven that the new constructed associated linear systems are equivalent to linear fuzzy systems without involving any fuzzy operation. Furthermore, the new constructed associated linear systems are effective in providing exact solution as compared to linear programming, which is subjected to a number of constraints. These methods are also able to provide accurate solutions for large systems. Moreover, the existence of fuzzy solutions and classification of
possible solutions are being checked by these associated linear systems. In case of near zero fully fuzzy linear system, fuzzy operations are required to determine the nature of solution of fuzzy system and to ensure the fuzziness of the solution. Finite solutions which are new concept of consistency in linear systems are obtained by the
constructed min-max and absolute systems. These developed methods can also be modified to solve advanced fuzzy systems such as fully fuzzy matrix equation and fully fuzzy Sylvester equation, and can be employed for other types of fuzzy numbers such as trapezoidal fuzzy number. The study contributes to the methods to solve arbitrary linear fuzzy systems without any restriction on the system. |
| format | Thesis |
| id | my.uum.etd-5779 |
| institution | Universiti Utara Malaysia |
| language | en en |
| publishDate | 2015 |
| record_format | eprints |
| spelling | my.uum.etd-57792022-04-09T23:03:37Z https://etd.uum.edu.my/5779/ Unrestricted solutions of arbitrary linear fuzzy systems O.Malkawi, Ghassan QA76.76 Fuzzy System. Solving linear fuzzy system has intrigued many researchers due to its ability to handle imprecise information of real problems. However, there are several weaknesses of the existing methods. Among the drawbacks are heavy dependence on linear programing, avoidance of near zero fuzzy numbers, lack of accurate solutions, focus on limited size of the systems, and restriction to the matrix coefficients and solutions. Therefore, this study aims to construct new methods which are associated linear systems, min-max system and absolute systems in matrix theory with triangular fuzzy numbers to solve linear fuzzy systems with respect to the aforementioned drawbacks. It is proven that the new constructed associated linear systems are equivalent to linear fuzzy systems without involving any fuzzy operation. Furthermore, the new constructed associated linear systems are effective in providing exact solution as compared to linear programming, which is subjected to a number of constraints. These methods are also able to provide accurate solutions for large systems. Moreover, the existence of fuzzy solutions and classification of possible solutions are being checked by these associated linear systems. In case of near zero fully fuzzy linear system, fuzzy operations are required to determine the nature of solution of fuzzy system and to ensure the fuzziness of the solution. Finite solutions which are new concept of consistency in linear systems are obtained by the constructed min-max and absolute systems. These developed methods can also be modified to solve advanced fuzzy systems such as fully fuzzy matrix equation and fully fuzzy Sylvester equation, and can be employed for other types of fuzzy numbers such as trapezoidal fuzzy number. The study contributes to the methods to solve arbitrary linear fuzzy systems without any restriction on the system. 2015 Thesis NonPeerReviewed text en https://etd.uum.edu.my/5779/1/depositpermission_s93740.pdf text en https://etd.uum.edu.my/5779/2/s93740_01.pdf O.Malkawi, Ghassan (2015) Unrestricted solutions of arbitrary linear fuzzy systems. PhD. thesis, Universiti Utara Malaysia. |
| spellingShingle | QA76.76 Fuzzy System. O.Malkawi, Ghassan Unrestricted solutions of arbitrary linear fuzzy systems |
| title | Unrestricted solutions of arbitrary linear fuzzy systems |
| title_full | Unrestricted solutions of arbitrary linear fuzzy systems |
| title_fullStr | Unrestricted solutions of arbitrary linear fuzzy systems |
| title_full_unstemmed | Unrestricted solutions of arbitrary linear fuzzy systems |
| title_short | Unrestricted solutions of arbitrary linear fuzzy systems |
| title_sort | unrestricted solutions of arbitrary linear fuzzy systems |
| topic | QA76.76 Fuzzy System. |
| url | https://etd.uum.edu.my/5779/1/depositpermission_s93740.pdf https://etd.uum.edu.my/5779/2/s93740_01.pdf https://etd.uum.edu.my/5779/ |
| url_provider | http://etd.uum.edu.my/ |