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This paper initiates a novel approach for generating multi-wing butterfly chaotic attractors from the piecewise-linear Chen system by constructing a duality-symmetric multi-piecewise linear function. It should be pointed out that this proposed method is different from the traditional techniques. Furthermore, its dynamical behaviors are then further investigated and the numerical simulations are also given.