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Convergence of distributed approximate subgradient method for minimizing convex function with convex functional constraints
AIMS Mathematics 2024, 9(7): 19154-19175
Published: 15 July 2024
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In this paper, we investigate the distributed approximate subgradient-type method for minimizing a sum of differentiable and non-differentiable convex functions subject to nondifferentiable convex functional constraints in a Euclidean space. We establish the convergence of the sequence generated by our method to an optimal solution of the problem under consideration. Moreover, we derive a convergence rate of order O ( N 1 a ) for the objective function values, where a ( 0.5 , 1 ). Finally, we provide a numerical example illustrating the effectiveness of the proposed method.

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