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The Iteration Method For The Solutions Of The Constrained Matrix Equation

Posted on:2008-03-13Degree:MasterType:Thesis
Country:ChinaCandidate:Y LiFull Text:PDF
GTID:2120360218953032Subject:Computational Mathematics
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The constrained matrix equation problems have been widely applied in biology,electricity, molecular spectroscopy, solid mechanics, structural design, finite elements, parametre identification, vibration theory, automatic control theory, linear optimal control and so on. Solving the constrained matrix equation problems is one of the important study constents in numerical linear algebra.The problems which will be mainly discussed in the M.S thesis are as following:ProblemⅠGiven A, B∈Rm×n, find X∈S, such that AX = BProblemⅡGiven A∈Rm×n, B∈Rn×p, C∈Rm×p, find X∈S, such that AXB = CProblemⅢGiven A1∈Rm1×n,B1∈Rn×p1,C1∈Rm1×p1, A2∈Rm2×n,B2∈Rn×p2, C2∈Rm2×p2, find X∈S, such thatProblemⅣWhen ProblemⅠorⅡorⅢconsistent, let SE denote the set of its solutions, given X0∈Rn×n, find X∈SE, such thatWhere ||·||denote the Frobenius norm, S is Rn×n or a subset of Rn×n satisfying some constraint conditions.The main achivements are as follows:1. When S are symmetric reflexive matrices, symmetric antireflexive matrices or symmetrizable matrices, the sufficient and necessary conditions under the solvable and the general provided form of the solution of ProblemⅠⅣhave been obtained by means of matrices decompositions in many references. In this thesis, the solvability of the problems can be determined automatically during the iteratiion by iterative methods. Proof that when ProblemⅠⅢis solvable, its solution can be obtained within finite iterative steps, when set the special initial matrix, then its least-norm solution can be obtained within finite steps. Furthermore, the least-norm solution of the optimal approximation and numerical experiments are given.2. When S are centrosymmetric matrices or reflexive matrices, in this thesis, iterative solutions and the optimal approximation solutions of ProblemⅠon linear manifold are provided by iterative methods successfully and numerical experiments are given.
Keywords/Search Tags:constrained matrix equation, Frobenius norm, least-norm solution, optimal approximation solution, linear manifold, iterative method
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