Academic Journal

An adaptive simple model trust region algorithm based on new weak secant equations

التفاصيل البيبلوغرافية
العنوان: An adaptive simple model trust region algorithm based on new weak secant equations
المؤلفون: Yueting Yang, Hongbo Wang, Huijuan Wei, Ziwen Gao, Mingyuan Cao
المصدر: AIMS Mathematics, Vol 9, Iss 4, Pp 8497-8415 (2024)
بيانات النشر: AIMS Press
سنة النشر: 2024
المجموعة: Directory of Open Access Journals: DOAJ Articles
مصطلحات موضوعية: trust region method, weak secant equation, modified metropolis criterion, adaptive strategy, Mathematics, QA1-939
الوصف: In this work, we proposed a new trust region method for solving large-scale unconstrained optimization problems. The trust region subproblem with a simple form was constructed based on new weak secant equations, which utilized both gradient and function values and available information from the three most recent points. A modified Metropolis criterion was used to determine whether to accept the trial step, and an adaptive strategy was used to update the trust region radius. The global convergence and locally superlinearly convergence of the new algorithm were established under appropriate conditions. Numerical experiments showed that the proposed algorithm was effective.
نوع الوثيقة: article in journal/newspaper
اللغة: English
تدمد: 2473-6988
Relation: https://doaj.org/toc/2473-6988; https://doaj.org/article/33bc73b0314d4828ae73165d241bb9db
DOI: 10.3934/math.2024413
الاتاحة: https://doi.org/10.3934/math.2024413
https://doaj.org/article/33bc73b0314d4828ae73165d241bb9db
رقم الانضمام: edsbas.50510776
قاعدة البيانات: BASE
الوصف
تدمد:24736988
DOI:10.3934/math.2024413