Algorithm 1008

Author:

Casado Jose Maria Varas1ORCID,Hewson Rob1ORCID

Affiliation:

1. Department of Aeronautics, Imperial College London, London, UK

Abstract

A Matlab class for multicomplex numbers was developed with particular attention paid to the robust and accurate handling of small imaginary components. This is primarily to allow the class to be used to obtain n -order derivative information using the multicomplex step method for, among other applications, gradient-based optimization and optimum control problems. The algebra of multicomplex numbers is described, as is its accurate computational implementation, considering small term approximations and the identification of principal values. The implementation of the method in Matlab is studied, and a class definition is constructed. This new class definition enables Matlab to handle n -order multicomplex numbers and perform arithmetic functions. It was found that with this method, the step size could be arbitrarily decreased toward machine precision. Use of the method to obtain up to the seventh derivative of functions is presented, as is timing data to demonstrate the efficiency of the class implementation.

Publisher

Association for Computing Machinery (ACM)

Subject

Applied Mathematics,Software

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Solution and sensitivity analysis of nonlinear equations using a hypercomplex-variable Newton-Raphson method;Applied Mathematics and Computation;2023-08

2. HYPAD-UQ: A Derivative-Based Uncertainty Quantification Method Using a Hypercomplex Finite Element Method;Journal of Verification, Validation and Uncertainty Quantification;2023-06-01

3. Statistical inference for models driven by -th order fractional Brownian motion;Theory of Probability and Mathematical Statistics;2023-05-02

4. Stability of two-dimensional potential flows using bicomplex numbers;Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences;2022-06

5. Quaternionic step derivative: Machine precision differentiation of holomorphic functions using complex quaternions;Journal of Computational and Applied Mathematics;2021-12

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