DocumentCode
2249860
Title
Evaluation of the implementations of the Mehrotra type predictor-corrector method on MARKAL type energy models
Author
Saeki, Osamu ; Tsuji, Kiichiro
Author_Institution
Dept. of Electr. Eng., Osaka Univ., Japan
Volume
3
fYear
1997
fDate
12-15 Oct 1997
Firstpage
2915
Abstract
In this paper, we focus our attention on an infeasible interior point method and the effects of implementation techniques on computational speed are examined in detail. Infeasible methods can start from any interior point and are considered as one of the more effective methods than affine scaling methods which give a good computational performance in practice. Here one of the infeasible methods which is referred to as the Mehrotra type predictor-corrector method (1992) is considered and the effects of its implementations on the computational efficiency are evaluated by numerical studies. For numerical studies, MARKAL type energy model is used, which is a well known large-scale linear programming problem in energy technology analysis area. In this paper, the algorithm is divided into three parts: i) ordering which is used in order to keep the sparseness of matrices, ii) LU factorization which is used for obtaining a search direction, and iii) basis recovery. The most effective implementation at each part is suggested. By using the combination of the most effective implementations, a problem with 3,246 constraints has been solved about 70 times faster than by using a product form simplex method
Keywords
computational complexity; linear programming; load flow; matrix algebra; numerical analysis; power system analysis computing; predictor-corrector methods; LU factorization; MARKAL type energy model; Mehrotra type predictor-corrector method; basis recovery; computational speed; infeasible interior point method; large-scale linear programming problem; matrix sparseness; ordering; Computational efficiency; Large-scale systems; Linear programming; Linear systems; Polynomials; Power engineering and energy; Predictive models; Time measurement;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man, and Cybernetics, 1997. Computational Cybernetics and Simulation., 1997 IEEE International Conference on
Conference_Location
Orlando, FL
ISSN
1062-922X
Print_ISBN
0-7803-4053-1
Type
conf
DOI
10.1109/ICSMC.1997.635438
Filename
635438
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