Phương pháp ngoại suy theo tham số giải hệ phương trình đại số tuyến tính suy biến.
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Phương pháp ngoại suy theo tham số giải hệ phương trình đại số tuyến tính suy biến. Tuy nhiên, có nhiều lý do để tư tưởng cơ bản của điều khiển học không được phổ biến rộng rãi. Đó là do tính chất phức tạp và trừu tượng của ngành, sự phân tán chuyên gia vào các phân ngành cụ thể hơn, tài liệu giới thiệu và giảng dạy chưa được biên soạn đúng mức...
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Phương pháp ngoại suy theo tham số giải hệ phương trình đại số tuyến tính suy biến. T,!-p cbi Tin h9C va Dieu khi€n h9C, T.18, S.1 (2002), 1-8 PARAMETRIC EXTRAPOLATION METHOD FOR DEGENERATE SYSTEM OF LINEAR ALGEBRAIC EQUATIONSl DANG QUANG AAbstract. In this paper we propose an extrapolation method by a spectrum shift parameter for solvingdegenerate system of linear algebraic equations. An estimate of the computational work for achieving thenormal solution with a given accuracy as well as the advantages of the method are shown theoretically andon examples.T6m t~t. Trong bai nay chung t5i de xuat phirong ph ap ngoai suy theo tham s6 dich chuygn ph5 M giiih~ phtro-ng trlnh dai s6 tuyen tinh suy bien, trrrc hrong kh6i hrong tinh toan can thiet M dat dtroc nghiemchu.rn tltc v&i d9 chinh xac cho triroc cling nhir tinh iru vi~t ctia phirong phap duoc chi ra bhg ly thuydtva b~ng cac vi du. 1. INTRODUCTION In mathematical physics besides boundary value problems with unique solutions we also meetproblems having infinite set of solutions, for example, the Neumann problem for elliptic equation. Af-ter discretization of this problem by variational methods we get a system of linear algebraic equations(SLAE) with a symmetric, nonnegative matrix. The system usually is nonconsistent because due tothe errors of computation of the right-hand side of differential equation the consistence condition maybe not satisfied. In order to overcome this defect one introduced the concept of generalized solutionand elaborated regularization methods for constructing a stable normal solution (see e.g. [11,12]).But the problem of estimating computational work for obtaining an approximate solution with agiven accuracy has not been considered by researchers. It should be noticed that the authors oftenconsider SLAE without any special structure which arise when processing experimental data. In this paper we shall treat the system with a symmetric, nonnegative matrix. Our attentionwill be drawn to the problem of reduction of computational work for getting an approximate normalsolution with a given accuracy. The method to be used is the extrapolation technique of solutions ofsystems with shifted spectrum. This method especially has a great advantage when being performedon parallel computer. The parametric extrapolation technique was used in our earlier works [1-4]. In some sense, this work is a continuation of our previous one [4], where we considered the alternating directions method for solving degenerate system of grid equations. 2. PREl-IMINARIES Let us consider the system Au. = I, (2.1)where A is n X n matrix, IE R and detA = O. (2.2)We will regard (2.1) as an operator equation in the space H = H As usual, we denote by KerAand ImageA the kernel and the image of A, respectively, and by A * the conjugate operator for A. It• This work was supported in part by the National Basic Program in Natural Sciences, Vietnam.2 DANG QUANG Ais well known that there holds the following decomposition H = KerA* EEl ImA. (2.3)From(2.3) it follows that the solvability condition of the equation (2.1) in H is 11. KerA*. (2.4) I,Suppose that I = j + where j E ImA, I I ° E Ker A * . Then, if =1= the system (2.1) is nonconsistent. In this case one introduced the concept of generalized solution. An element u E H is called a generalized solution of (2.1) if it satisfies one of the followingequivalent problems: Au= j, (2.5) A*Au = A*/, (2.6) IIAu - III = min IIAv - III· (2.7) vEHGeneralized solutions of (2.1) always exist and are defined with the accuracy to an element of KerA.The generalized solution of the system (2.1) with minimal norm is called the normal solution of it.This normal solution is unique. Notice that the normal ...
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Phương pháp ngoại suy theo tham số giải hệ phương trình đại số tuyến tính suy biến. T,!-p cbi Tin h9C va Dieu khi€n h9C, T.18, S.1 (2002), 1-8 PARAMETRIC EXTRAPOLATION METHOD FOR DEGENERATE SYSTEM OF LINEAR ALGEBRAIC EQUATIONSl DANG QUANG AAbstract. In this paper we propose an extrapolation method by a spectrum shift parameter for solvingdegenerate system of linear algebraic equations. An estimate of the computational work for achieving thenormal solution with a given accuracy as well as the advantages of the method are shown theoretically andon examples.T6m t~t. Trong bai nay chung t5i de xuat phirong ph ap ngoai suy theo tham s6 dich chuygn ph5 M giiih~ phtro-ng trlnh dai s6 tuyen tinh suy bien, trrrc hrong kh6i hrong tinh toan can thiet M dat dtroc nghiemchu.rn tltc v&i d9 chinh xac cho triroc cling nhir tinh iru vi~t ctia phirong phap duoc chi ra bhg ly thuydtva b~ng cac vi du. 1. INTRODUCTION In mathematical physics besides boundary value problems with unique solutions we also meetproblems having infinite set of solutions, for example, the Neumann problem for elliptic equation. Af-ter discretization of this problem by variational methods we get a system of linear algebraic equations(SLAE) with a symmetric, nonnegative matrix. The system usually is nonconsistent because due tothe errors of computation of the right-hand side of differential equation the consistence condition maybe not satisfied. In order to overcome this defect one introduced the concept of generalized solutionand elaborated regularization methods for constructing a stable normal solution (see e.g. [11,12]).But the problem of estimating computational work for obtaining an approximate solution with agiven accuracy has not been considered by researchers. It should be noticed that the authors oftenconsider SLAE without any special structure which arise when processing experimental data. In this paper we shall treat the system with a symmetric, nonnegative matrix. Our attentionwill be drawn to the problem of reduction of computational work for getting an approximate normalsolution with a given accuracy. The method to be used is the extrapolation technique of solutions ofsystems with shifted spectrum. This method especially has a great advantage when being performedon parallel computer. The parametric extrapolation technique was used in our earlier works [1-4]. In some sense, this work is a continuation of our previous one [4], where we considered the alternating directions method for solving degenerate system of grid equations. 2. PREl-IMINARIES Let us consider the system Au. = I, (2.1)where A is n X n matrix, IE R and detA = O. (2.2)We will regard (2.1) as an operator equation in the space H = H As usual, we denote by KerAand ImageA the kernel and the image of A, respectively, and by A * the conjugate operator for A. It• This work was supported in part by the National Basic Program in Natural Sciences, Vietnam.2 DANG QUANG Ais well known that there holds the following decomposition H = KerA* EEl ImA. (2.3)From(2.3) it follows that the solvability condition of the equation (2.1) in H is 11. KerA*. (2.4) I,Suppose that I = j + where j E ImA, I I ° E Ker A * . Then, if =1= the system (2.1) is nonconsistent. In this case one introduced the concept of generalized solution. An element u E H is called a generalized solution of (2.1) if it satisfies one of the followingequivalent problems: Au= j, (2.5) A*Au = A*/, (2.6) IIAu - III = min IIAv - III· (2.7) vEHGeneralized solutions of (2.1) always exist and are defined with the accuracy to an element of KerA.The generalized solution of the system (2.1) with minimal norm is called the normal solution of it.This normal solution is unique. Notice that the normal ...
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