A Web-Based Decision Support System Using Basis Update on Simplex Type Algorithms

被引:0
作者
Ploskas, Nikolaos [1 ]
Samaras, Nikolaos [1 ]
Papathanasiou, Jason [1 ]
机构
[1] Univ Macedonia, Thessaloniki 54006, Greece
来源
DECISION SUPPORT SYSTEMS II - RECENT DEVELOPMENTS APPLIED TO DSS NETWORK ENVIRONMENTS | 2013年 / 164卷
关键词
Linear Programming; Decision Support System; Exterior Point Simplex Algorithm; Revised Simplex Algorithm; Basis Inverse; DECOMPOSITION; OPTIMIZATION; FORM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Linear Programming is a significant and well-studied optimization methodology. Simplex type algorithms have been widely used in Decision Support Systems. The computation of the basis inverse is a crucial step in simplex type algorithms. In this paper, we review and compare three basis update methods. We incorporate these methods on the exterior and the revised simplex algorithm in order to highlight the significance of the choice of the basis update method in simplex type algorithms and the reduction that can offer to the solution time. We perform a computational comparison in which the basis inverse is computed with three updating methods. Finally, we have implemented a web-based Decision Support System that assists decision makers in the selection of the algorithm and basis update method in order to solve their Linear Programming problems.
引用
收藏
页码:102 / 114
页数:13
相关论文
共 23 条
[1]  
[Anonymous], 1972, Mathematical Programming
[2]   SIMPLEX METHOD OF LINEAR PROGRAMMING USING LU DECOMPOSITION [J].
BARTELS, RH ;
GOLUB, GH .
COMMUNICATIONS OF THE ACM, 1969, 12 (05) :266-&
[3]   On the simplex algorithm 'revised form' [J].
Benhamadou, M .
ADVANCES IN ENGINEERING SOFTWARE, 2002, 33 (11-12) :769-777
[4]  
Bhargava H. K., 1998, INFORMS Journal on Computing, V10, P359, DOI 10.1287/ijoc.10.4.359
[5]   Progress in Web-based decision support technologies [J].
Bhargava, Hemant K. ;
Power, Daniel J. ;
Sun, Daewon .
DECISION SUPPORT SYSTEMS, 2007, 43 (04) :1083-1095
[6]  
Dantzig G.B., 1954, Mathematics of Computation, V8, P64, DOI [10.2307/2001993, DOI 10.2307/2001993]
[7]  
Dantzig GB, 1953, RM1266 RAND
[8]  
Gay D., 1985, Math Program Soc COAL Newsletter, V13, P10
[9]   A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming [J].
Ghodsypour, SH ;
O'Brien, C .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 1998, 56-7 :199-212
[10]  
Hernandez J.E., 2012, LNBIP, V121