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Model Building and Optimization Analysis of MDF Continuous Hot-Pressing Process by Neural Network
Joint Authors
Liu, Yaqiu
Li, Qingfa
Zhu, Liangkuan
Source
Mathematical Problems in Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-09-28
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
We propose a one-layer neural network for solving a class of constrained optimization problems, which is brought forward from the MDF continuous hot-pressing process.
The objective function of the optimization problem is the sum of a nonsmooth convex function and a smooth nonconvex pseudoconvex function, and the feasible set consists of two parts, one is a closed convex subset of R n , and the other is defined by a class of smooth convex functions.
By the theories of smoothing techniques, projection, penalty function, and regularization term, the proposed network is modeled by a differential equation, which can be implemented easily.
Without any other condition, we prove the global existence of the solutions of the proposed neural network with any initial point in the closed convex subset.
We show that any accumulation point of the solutions of the proposed neural network is not only a feasible point, but also an optimal solution of the considered optimization problem though the objective function is not convex.
Numerical experiments on the MDF hot-pressing process including the model building and parameter optimization are tested based on the real data set, which indicate the good performance of the proposed neural network in applications.
American Psychological Association (APA)
Li, Qingfa& Liu, Yaqiu& Zhu, Liangkuan. 2016. Model Building and Optimization Analysis of MDF Continuous Hot-Pressing Process by Neural Network. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-16.
https://search.emarefa.net/detail/BIM-1111708
Modern Language Association (MLA)
Li, Qingfa…[et al.]. Model Building and Optimization Analysis of MDF Continuous Hot-Pressing Process by Neural Network. Mathematical Problems in Engineering No. 2016 (2016), pp.1-16.
https://search.emarefa.net/detail/BIM-1111708
American Medical Association (AMA)
Li, Qingfa& Liu, Yaqiu& Zhu, Liangkuan. Model Building and Optimization Analysis of MDF Continuous Hot-Pressing Process by Neural Network. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-16.
https://search.emarefa.net/detail/BIM-1111708
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1111708