Efficient Algorithm for the Computation of the Solution to a Sparse Matrix Equation in Distributed Control Theory

被引:6
|
作者
Pedroso, Leonardo [1 ]
Batista, Pedro [1 ]
机构
[1] Univ Lisbon, Inst Syst & Robot, Inst Super Tecn, P-1049001 Lisbon, Portugal
关键词
sparsity constraint; sparse matrix; sparse matrix equation; distributed control; distributed estimation; LARGE-SCALE SYSTEMS; LU DECOMPOSITION;
D O I
10.3390/math9131497
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this short communication, an algorithm for efficiently solving a sparse matrix equation, which arises frequently in the field of distributed control and estimation theory, is proposed. The efficient algorithm stems from the fact that the sparse equation at hand can be reduced to a system of linear equations. The proposed algorithm is shown to require significantly fewer floating point operations than the state-of-the-art solution. The proposed solution is applied to a real-life example, which models a wide range of industrial processes. The experimental results show that the solution put forward allows for a significant increase in efficiency in relation to the state-of-the-art solution. The significant increase in efficiency of the presented algorithm allows for a valuable widening of the applications of distributed estimation and control.
引用
收藏
页数:7
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