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The permanent magnet synchronous motors (PMSMs) may have chaotic behaviours for the uncertain values of parameters or under certain working conditions,which threatens the secure and stable operation of motor-driven.It is important to study methods of controlling or suppressing chaos in PMSMs. In this paper,robust stabilities of PMSM with parameter uncertainties are investigated.After the uncertain matrices which represent the variable system parameters are formulated through matrix analysis,a novel asymptotical stability criterion is established.Some illustrated examples are also given to show the effectiveness of the obtained results.