4.5 Article

Parallel design and implementation of Jacobi iterative algorithm based on ternary optical computer

期刊

JOURNAL OF SUPERCOMPUTING
卷 78, 期 13, 页码 14965-14990

出版社

SPRINGER
DOI: 10.1007/s11227-022-04471-x

关键词

Jacobi iterative algorithm; Ternary optical computer; System of linear equations; parallel computing; MSD multiplier

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This paper applies the Jacobi iterative algorithm to a ternary optical computer and constructs a parallel design scheme to improve the efficiency of solving large linear equations. The experiment demonstrates that the parallel design has obvious advantages in computing speed, providing a new method for fast solution of large linear equations.
The Jacobi iterative algorithm has the characteristic of low computational load, and multiple components of the solution can be solved independently. This paper applies these characteristics to the ternary optical computer, which can be used for parallel optimization because it has a large number of data bits and reconfigurable processor bits. Therefore, a new parallel design scheme is constructed to solve the problem of slow efficiency in solving large linear equations. And the elaborate experiment is used to verify. The experimental method is to simulate the calculation on the ternary optical computer experimental platform. Then, the resource consumption is numerically calculated and summarized to measure the feasibility of the parallel design. Eventually, the results show that the parallel design has obvious advantages in computing speed. The Jacobi iterative algorithm is optimized in parallel on ternary optical processor for the first time. There are two parallel highlights of the scheme. First, the n components are calculated in full parallel. Second, the modified signed-digit (MSD) multiplier based on the minimum module and one-step MSD adder are used to calculate each component to eliminate the impact of large amount of data on calculation time. The research provides a new method for fast solution of large linear equations.

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