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‎A Solution for Sparse PDE-Constrained Optimization by the Partition of Unity and RBFs

عنوان مقاله: ‎A Solution for Sparse PDE-Constrained Optimization by the Partition of Unity and RBFs
شناسه ملی مقاله: JR_GADM-7-2_005
منتشر شده در در سال 1401
مشخصات نویسندگان مقاله:

Majid Darehmiraki - Department of Mathematics, Behbahan Khatam Alanbia University of Technology, Khouzestan, Iran.
Arezou Rezazadeh - Department of mathematics, University of Qom, Qom, Iran.

خلاصه مقاله:
‎In this paper‎, ‎we propose a radial basis function partition of unity (RBF-PU) method to solve sparce optimal control problem governed by the elliptic equation‎. The objective function, in addition to the usual quadratic expressions, also includes an ‎L۱-norm‎‎‎ of the control function to compute its spatio sparsity. ‎Meshless methods based on RBF approximation are widely used for solving PDE problems but PDE-constrained optimization problems have been barely solved by RBF methods‎. RBF methods have the benefits of being versatile in terms of geometry, simple to use in higher dimensions, and also having the ability to give spectral convergence. ‎In spite of these advantages‎, ‎when globally RBF collocation methods are used‎, ‎the interpolation matrix becomes dens and computational costs grow with increasing size of data set‎. ‎Thus‎, ‎for overcome on these problemes RBF-PU method will be proposed‎. ‎RBF‎ -‎PU methods reduce the computational effort‎. ‎The aim of this paper is to solve the first-order optimality conditions related to original problem‎.‎‎‎

کلمات کلیدی:
‎‎Sparse, Optimal control, Radial basis functions, Partition of unity

صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/1764107/