Inicio  /  Algorithms  /  Vol: 15 Par: 2 (2022)  /  Artículo
ARTÍCULO
TITULO

Two Taylor Algorithms for Computing the Action of the Matrix Exponential on a Vector

Javier Ibáñez    
José M. Alonso    
Pedro Alonso-Jordá    
Emilio Defez and Jorge Sastre    

Resumen

The action of the matrix exponential on a vector ???????? e A t v , ???C??×?? A ? C n × n , ???C?? v ? C n , appears in problems that arise in mathematics, physics, and engineering, such as the solution of systems of linear ordinary differential equations with constant coefficients. Nowadays, several state-of-the-art approximations are available for estimating this type of action. In this work, two Taylor algorithms are proposed for computing ?????? e A v , which make use of the scaling and recovering technique based on a backward or forward error analysis. A battery of highly heterogeneous test matrices has been used in the different experiments performed to compare the numerical and computational properties of these algorithms, implemented in the MATLAB language. In general, both of them improve on those already existing in the literature, in terms of accuracy and response time. Moreover, a high-performance computing version that is able to take advantage of the computational power of a GPU platform has been developed, making it possible to tackle high dimension problems at an execution time significantly reduced.

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