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Under the condition that the disturbance was bounded and immeasurable, a direct adaptive control method based on radial basis function (RBF) neural network for omni-directional intelligent wheelchairs was proposed. Firstly, on the basis of analyzing inverse-dynamic model of intelligent wheelchair platform, an adaptive controller was proposed based on RBF neural network for omni-directional intelligent wheelchair. Furthermore, by using Lyapunov stability theory, it had been proved that the tracking error of this controller was stable and bounded on condition that the disturbance and network weight were bounded during the intelligent wheelchair's control process. Finally, the validity and stability of the proposed method were verified through the simulations of the omni-directional intelligent wheelchair.
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