Neural Network Based Diagonal Decoupling Control of Powered Wheelchair Systems

Neural Network Based Diagonal Decoupling Control of Powered Wheelchair Systems

Neural Network Based Diagonal Decoupling Control of Powered Wheelchair Systems 556 235 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)

T.N. Nguyen, S. Su and H. T. Nguyen
Neural Network Based Diagonal Decoupling Control of Powered Wheelchair Systems

Abstract

This paper proposes an advanced diagonal decoupling control method for powered wheelchair systems. This control method is based on a combination of the systematic diagonalization technique and the neural network control design. As such, this control method reduces coupling effects on a multivariable system, leading to independent control design procedures. Using an obtained dynamic model, the problem of the plant’s Jacobian calculation is eliminated in a neural network control design. The effectiveness of the proposed control method is verified in a real-time implementation on a powered wheelchair system. The obtained results confirm that robustness and desired performance of the overall system are guaranteed, even under parameter uncertainty effects.