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Research Article | Open Access

A redistributed cutting plane bundle-type algorithm for multiobjective nonsmooth optimization

College of Science, Northeast Forestry University, Harbin 150040, China
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Abstract

I construct a new cutting-plane model for approximating nonsmooth nonconvex functions in multiobjective optimization and propose a new bundle-type method with the help of an improvement function. The presented bundle method possesses three features. Firstly, the objective and constraint functions are approximated by a new cutting-plane model, which is a local convexification of the corresponding functions, instead of the entire approximation for the functions, as most bundle methods do. Secondly, the subgradients and values of the objective and constraint functions are computed approximately. In other words, approximate calculation is applied to the method, and the proposed algorithm is doubly approximate to some extent. Thirdly, the introduction of the improvement function eliminates the necessity of employing any scalarization, which is the usual method when dealing with multiobjective optimization. Under reasonable conditions satisfactory convergence results are obtained.

CLC number: 49J52, 65K10, 90C26, 90C29

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AIMS Mathematics
Pages 12827-12841

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Cite this article:
Li J-T. A redistributed cutting plane bundle-type algorithm for multiobjective nonsmooth optimization. AIMS Mathematics, 2022, 7(7): 12827-12841. https://doi.org/10.3934/math.2022710

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Received: 08 January 2022
Revised: 16 April 2022
Accepted: 21 April 2022
Published: 15 July 2022
©2022 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)