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We propose a scheme for a fast generating three-qubit W state in a superconducting system by using a technique of shortcuts to adiabaticity,Lewis-Riesenfeld invariants.Three identical superconducting qubits (SQs) are connected by two coplanar waveguide resonators (CPWRs) capacitively.Under a certain limit condition,we convert the complicated SQ system into a simple three-state system.By designing experimentally accessible harmonic pulses,a three-SQ W state is implemented with quite short operation time and high fidelity.Numerical simulations prove that the scheme is robust against the parameter deviation.In addition,we also give detailed discussion about the scheme robustness against decoherence.