Publications [#60735] of Martin A. Brooke

Papers Published

1. Liu, Jin and Brooke, Martin A. and Hirotsu, Kenichi, A CMOS feedforward neural-network chip with on-chip parallel learning for oscillation cancellation, IEEE Transactions on Neural Networks, vol. 13 no. 5 (2002), pp. 1178 - 1186 [TNN.2002.1031948]
   (last updated on 2007/04/11)

   Abstract:
   This paper presents a mixed signal CMOS feedforward neural-network chip with on-chip error-reduction hardware for real-time adaptation. The chip has compact on-chip weighs capable of high-speed parallel learning; the implemented learning algorithm is a genetic random search algorithm-the random weight change (RWC) algorithm. The algorithm does not require a known desired neural-network output for error calculation and is suitable for direct feedback control. With hardware experiments, we demonstrate that the RWC chip, as a direct feedback controller, successfully suppresses unstable oscillations modeling combustion engine instability in real time.

   Keywords:
   Feedforward neural networks;CMOS integrated circuits;Learning systems;Parallel processing systems;Error correction;Feedback control;Computer hardware;FIR filters;Oscillations;Computer simulation;