We have recently developed an extended rank reducing process for rank reduction of a matrix leading to various matrix decompositions containing the Abaffy-Broyden-Spedicato (abs) and Wedderburn processes. Notably, the...
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ISBN:
(纸本)9783319176895;9783319176888
We have recently developed an extended rank reducing process for rank reduction of a matrix leading to various matrix decompositions containing the Abaffy-Broyden-Spedicato (abs) and Wedderburn processes. Notably, the extended process contains both the Wedderburn biconjugation process and the scaled extended abs class of algorithms. The process provides a general finite iterative approach for constructing factorizations of a matrix and its transpose under a common framework of a general decomposition having various useful structures such as triangular, orthogonal, diagonal, banded and Hessenberg and many others. One main new result is the derivation of an extended rank reducing process for an integer matrix leading to the so-called Smith normal form. For this process, to solve the arising quadratic Diophantine equations, we have proposed two algorithms. Here, we report some numerical results on randomly generated test problems showing a better performance of one algorithm, based on a recent abs algorithm, in controlling the size of the solution. We also report results obtained by our algorithm on the Smith normal form having a more balanced distribution of the intermediate values as compared to the ones obtained by Maple.
We propose an approach for computing the general compromised solution of an LR fuzzy linear system by use of a ranking function when the coefficient matrix is a crisp m x n matrix. The solution is so that mean values ...
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We propose an approach for computing the general compromised solution of an LR fuzzy linear system by use of a ranking function when the coefficient matrix is a crisp m x n matrix. The solution is so that mean values of a compromised solution satisfies the corresponding crisp linear system. We show that if the corresponding crisp system is incompatible, then the fuzzy linear system lacks any solution. Otherwise, we solve a constrained least squares problem to compute a compromised solution. If the optimal value of the constrained least squares problem is zero, then we obtain the LR solution, namely the exact solution, of the system with respect to a ranking function. On the other hand, if the optimal value of the constrained least squares problem is nonzero, then no exact solution exists and thus we introduce and compute approximate (or weak) solutions of the system with respect to a ranking function. Also, when the ranking function is a member of a certain class of ranking functions, we propose a class of algorithms, based on abs class of algorithms, to compute the general compromised solution. (C) 2010 Elsevier Inc. All rights reserved.
We propose an approach for computing an approximate nonnegative symmetric solution of some fully fuzzy linear system of equations, where the components of the coefficient matrix and the right hand side vector are nonn...
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We propose an approach for computing an approximate nonnegative symmetric solution of some fully fuzzy linear system of equations, where the components of the coefficient matrix and the right hand side vector are nonnegative fuzzy numbers, considering equality of the median intervals of the left and right hand sides of the system. We convert the m x n fully fuzzy linear system to two m x n real linear systems, one being related to the cores and the other being concerned with spreads of the solution. We propose an approach for solving the real systems using the modified Huang method of the Abaffy-Broyden-Spedicato (abs) class of algorithms. An appropriate constrained least squares problem is solved when the solution does not satisfy nonnegative fuzziness conditions, that is, when the obtained solution vector for the core system includes a negative component, or the solution of the spread system has at least one negative component, or there exists an index for which the component of the spread is greater than the corresponding component of the core. As a special case, we discuss fuzzy systems with the components of the coefficient matrix as real crisp numbers. We finally present two computational algorithms and illustrate their effectiveness by solving some randomly generated consistent as well as inconsistent systems.
A modified abs algorithm for solving a class of singular nonlinear systems, F (x) = 0, where x, F is an element of R-n, is presented. This method is constructed by combining the discreted Brown algorithm with the spac...
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A modified abs algorithm for solving a class of singular nonlinear systems, F (x) = 0, where x, F is an element of R-n, is presented. This method is constructed by combining the discreted Brown algorithm with the space transformation method. The second order information of F (x) at a point is not required calculating, which is different from the tensor method and the Hoy's method. The Q-quadratic convergence of this algorithm and some numerical examples are given as well.
Based on the recently developed abs algorithm for solving linear Diophantine equations, we present a special abs algorithm for solving such equations which is effective in computation and storage, not requiring the co...
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Based on the recently developed abs algorithm for solving linear Diophantine equations, we present a special abs algorithm for solving such equations which is effective in computation and storage, not requiring the computation of the greatest common divisor. A class of equations always solvable in integers is identified. Using this result, we discuss the ILP problem with upper and lower bounds on the variables.
A method, called the (I.) abs-MPVT algorithm, for solving a system comprising linear equations and linear inequalities is presented. This method is characterized by solving the system of linear equations first via the...
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A method, called the (I.) abs-MPVT algorithm, for solving a system comprising linear equations and linear inequalities is presented. This method is characterized by solving the system of linear equations first via the abs algorithms and then solving an unconstrained minimization obtained by substituting the abs general form of solutions into the system of linear inequalities. For the unconstrained minimization problem it can be solved by a (modified) parallel algorithm. The convergence of this method is also given. (C) 2007 Elsevier Ltd. All rights reserved.
The method, called the Multi-Stage abs algorithm, for solving the over-determined linear inequalities system and the system combined with the over-determined linear inequalities and the equations is presented. This me...
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The method, called the Multi-Stage abs algorithm, for solving the over-determined linear inequalities system and the system combined with the over-determined linear inequalities and the equations is presented. This method is characterized by translating inequalities system to an equations system with slack variables. The explicit solution with the slack variables of the equations system are given by the implicit LU algorithm, then the slack variables can be given by the abs algorithm. Finally, the upper multiplications of the algorithm are given.
The general scheme of an algorithm, called an abs-FRE algorithm, for solving systems of fuzzy relation equations (systems of FRE) via the abs algorithms is presented. As special cases, two particular algorithms for ob...
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The general scheme of an algorithm, called an abs-FRE algorithm, for solving systems of fuzzy relation equations (systems of FRE) via the abs algorithms is presented. As special cases, two particular algorithms for obtaining the greatest and minimal solutions of systems of FRE are described. Several new operations used in this scheme are given, for instance, operators underscored logical OR sign and underscored logical AND sign, called quasi-inverses of operators [logical OR] and [logical AND] , respectively, etc.
In this paper we present results of testing codes for KKT linear systems based upon the abs algorithms versus classical codes (from packages absPACK and LAPACK). Classes of problems are found where codes from absPACK ...
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In this paper we present results of testing codes for KKT linear systems based upon the abs algorithms versus classical codes (from packages absPACK and LAPACK). Classes of problems are found where codes from absPACK perform significantly better in terms of speed and accuracy.
A modified abs algorithm for solving a class of singular nonlinear systems, F(x) = 0, F is a member of the set of Rn, constructed by combining the discreted abs algorithm and a method of Hoy and Schwetlick (1990), is ...
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A modified abs algorithm for solving a class of singular nonlinear systems, F(x) = 0, F is a member of the set of Rn, constructed by combining the discreted abs algorithm and a method of Hoy and Schwetlick (1990), is presented. The second differential operation of F at a point is not required to be calculated directly in this algorithm. Q-quadratic convergence of this algorithm is given.
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