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In this paper,a non-fragile adaptive control scheme is proposed for a complex dynamical network with time-varying delay.Under the weakened assumptions that the weight matrix of the complex network is bounded and the norm of the perturbation of internal coupled matrix is bounded and the topological structure of the network is unknown,an adaptive feedback control is designed and the robustness is analysised.non-fragile adaptive control schemes are constructed with unknown gain perturbations.