On the Smoothing of the Square-Root Exact Penalty Function for Inequality Constrained Optimization

In this paper we propose two methods for smoothing a nonsmooth square-root exact penalty function for inequality constrained optimization. Error estimations are obtained among the optimal objective function values of the smoothed penalty problem, of the nonsmooth penalty problem and of the original...

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Vydané v:Computational optimization and applications Ročník 35; číslo 3; s. 375 - 398
Hlavní autori: Meng, Zhiqing, Dang, Chuangyin, Yang, Xiaoqi
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York Springer Nature B.V 01.11.2006
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ISSN:0926-6003, 1573-2894
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Abstract In this paper we propose two methods for smoothing a nonsmooth square-root exact penalty function for inequality constrained optimization. Error estimations are obtained among the optimal objective function values of the smoothed penalty problem, of the nonsmooth penalty problem and of the original optimization problem. We develop an algorithm for solving the optimization problem based on the smoothed penalty function and prove the convergence of the algorithm. The efficiency of the smoothed penalty function is illustrated with some numerical examples, which show that the algorithm seems efficient.
AbstractList In this paper we propose two methods for smoothing a nonsmooth square-root exact penalty function for inequality constrained optimization. Error estimations are obtained among the optimal objective function values of the smoothed penalty problem, of the nonsmooth penalty problem and of the original optimization problem. We develop an algorithm for solving the optimization problem based on the smoothed penalty function and prove the convergence of the algorithm. The efficiency of the smoothed penalty function is illustrated with some numerical examples, which show that the algorithm seems efficient.
In this paper we propose two methods for smoothing a nonsmooth square-root exact penalty function for inequality constrained optimization. Error estimations are obtained among the optimal objective function values of the smoothed penalty problem, of the nonsmooth penalty problem and of the original optimization problem. We develop an algorithm for solving the optimization problem based on the smoothed penalty function and prove the convergence of the algorithm. The efficiency of the smoothed penalty function is illustrated with some numerical examples, which show that the algorithm seems efficient. [PUBLICATION ABSTRACT]
Author Yang, Xiaoqi
Dang, Chuangyin
Meng, Zhiqing
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  givenname: Xiaoqi
  surname: Yang
  fullname: Yang, Xiaoqi
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10.1007/BF02591938
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10.1023/A:1019260508329
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SubjectTerms Algorithms
Lagrange multiplier
Methods
Optimization
Optimization techniques
Studies
Title On the Smoothing of the Square-Root Exact Penalty Function for Inequality Constrained Optimization
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