A novel approach for solving fully fuzzy linear systems and their duality

被引:8
作者
Abbasi, Seyed Mohammad Mehdi [1 ]
Jalali, Aliakbar [1 ]
机构
[1] Iran Univ Sci & Technol, Dept Elect Engn, Tehran, Iran
关键词
Horizontal membership functions; RDM arithmetic; UBM phenomenon; Granular difference; Multidimensional RDM fuzzy arithmetic; Fuzzy linear systems; Fuzzy Arithmetic; Granular Computing; HORIZONTAL MEMBERSHIP FUNCTION;
D O I
10.3233/JIFS-182837
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper deals with uncertain linear systems called fully fuzzy linear systems (FFLSs) and dual FFLSs. The aim is to solve FFLSs and their duality. To get the purpose, a new approach based on the relative-distance-measure fuzzy interval arithmetic (RDM-FIA) is proposed. So far, many approaches based on fuzzy standard interval arithmetic (FSIA) have been suggested for solving FFLSs, and dual FFLSs. However, the suggested approaches suffer from some limitations, e.g. unnatural behavior in modeling (UBM) phenomenon. The limitations are regarded as either the sign of fuzzy numbers or the type of fuzzy numbers considered in systems. However, in this paper, the proposed approach does not have the limitations. Using two theorems, the general form of solutions of FFLSs and dual FFLSs are presented. By a corollary it was demonstrated that a dual FFLS can be regarded as an FFLS. In addition, restrictions associated to the FSIA-based approaches dealing with the FFLSs and dual FFLSs were pointed out. Furthermore, the effectiveness and efficiency of the proposed approach are demonstrated using some comparative examples.
引用
收藏
页码:2609 / 2619
页数:11
相关论文
共 42 条
[1]   LU decomposition method for solving fuzzy system of linear equations [J].
Abbasbandy, S ;
Ezzati, R ;
Jafarian, A .
APPLIED MATHEMATICS AND COMPUTATION, 2006, 172 (01) :633-643
[2]   A note on "Fuzzy linear systems" [J].
Allahviranloo, T. ;
Ghanbari, M. ;
Hosseinzadeh, A. A. ;
Haghi, E. ;
Nuraei, R. .
FUZZY SETS AND SYSTEMS, 2011, 177 (01) :87-92
[3]  
[Anonymous], 2010, INT J COMPUT SCI MAT
[4]  
[Anonymous], 2015, SCI WORLD J
[5]  
Babbar N, 2013, SOFT COMPUT, V17, P691, DOI 10.1007/s00500-012-0941-2
[6]  
Behera D., 2014, THESIS
[7]   SOLVING SYSTEMS OF LINEAR FUZZY EQUATIONS [J].
BUCKLEY, JJ ;
QU, Y .
FUZZY SETS AND SYSTEMS, 1991, 43 (01) :33-43
[8]   A Review on Classification Methods for Solving Fully Fuzzy Linear Systems [J].
Daud, Wan Suhana Wan ;
Ahmad, Nazihah ;
Abd Aziz, Khairu Azlan .
INNOVATION AND ANALYTICS CONFERENCE AND EXHIBITION (IACE 2015), 2015, 1691
[9]   Iterative solution of fuzzy linear systems [J].
Dehghan, Mehdi ;
Hashemi, Behnam .
APPLIED MATHEMATICS AND COMPUTATION, 2006, 175 (01) :645-674
[10]   Fuzzy linear systems [J].
Friedman, M ;
Ming, M ;
Kandel, A .
FUZZY SETS AND SYSTEMS, 1998, 96 (02) :201-209