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Research Article | Open Access

A novel algorithm for solving sum of several affine fractional functions

Hongwu Li1,2( )Yuling Feng3Hongwei Jiao3,4( )Youlin Shang4
School of Science, Beijing University of Technology, Beijing 100124, China
School of Mathematics and Statistics, Nanyang Normal University, Nanyang 473061, China
School of Mathematical Sciences, Henan Institute of Science and Technology, Xinxiang 453003, China
Postdoctoral Research Station of Control Science and Engineering, Henan University of Science and Technology, Luoyang 471023, China
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Abstract

By using the outer space branch-and-reduction scheme, we present a novel algorithm for globally optimizing the sum of several affine fractional functions problem (SAFFP) over a nonempty compact set. For providing the reliable lower bounds in the searching process of iterations, we devise a novel linearizing method to establish the affine relaxation problem (ARP) for the SAFFP. Thus, the main computational work involves solving a series of ARP. For improving the convergence speed of the algorithm, an outer space region reduction technique is proposed by utilizing the objective function characteristics. Through computational complexity analysis, we estimate the algorithmic maximum iteration times. Finally, numerical comparison results are given to reveal the algorithmic computational advantages.

CLC number: 90C26, 90C32

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AIMS Mathematics
Pages 9247-9264

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Cite this article:
Li H, Feng Y, Jiao H, et al. A novel algorithm for solving sum of several affine fractional functions. AIMS Mathematics, 2023, 8(4): 9247-9264. https://doi.org/10.3934/math.2023464

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Received: 17 October 2022
Revised: 18 January 2023
Accepted: 01 February 2023
Published: 15 April 2023
©2023 the Author(s), licensee AIMS Press.

This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0)