Noise-robust distributed resource allocation with uncoordinated step-sizes
To tackle the resource allocation problem with noisy information exchange,a noise-robust distributed dual gradient tracking algorithm is proposed.By integrating the novel designed noise tracing strategy and suppression parameters into the dual gradient tracking protocol,the proposed algorithm obtains better robustness against noise interference and it can operate with uncoordinated step-sizes.For strongly convex,non-Lipschitz smooth or even non-differentiable cost functions,the convergence of the algorithm can be established under standard assumptions and it has an O(1/k)convergence rate.Finally,the algorithm is tested on IEEE 14-bus and IEEE 118-bus systems to demonstrate its effectiveness and scalability.
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