A NEURAL NETWORK MODEL FOR UNEQUALLY DISTRIBUTED NEURON STATES AND ITS OPTICAL IMPLEMENTATION
Chang Sheng-Jiang, LIU YUE, Wenwei Zhang, Jinyuan Shen, Hongchen Zhai, ZHANG YAN-XIN, 南开大学现代光学研究所和光学信息技术开放研究实验室，天津 300071 · Acta Physica Sinica · 1998
To avoid the poor performance of the Hopfield model for unequally distributed neuron states and to alleviate the dynamic range constraint of optical system, a clipped model with asymmetric clipping points is proposed. Apart from its easiness for optical implementation, the capacity and capablilty of noisy tolerance are improved greatly, compared with the former clipped model. In addition, a practical encoding method-beam-direction encoding method is proposed to implement the above clipped model. The preliminary experimental results are given.