Title : 
A neuro-chip with temporal learning: test results for signal/shape generation
         
        
        
            Author_Institution : 
Dept. of Electr. Eng., Michigan State Univ., East Lansing, MI, USA
         
        
        
        
        
        
            Abstract : 
We briefly describe a recently designed neural network with temporal learning. The developed learning rule extends the temporal learning to realize a forward instantaneous update scheme, suitable for complete analog hardware implementation. The single chip configuration is a two-dimensional scalable array with learning constructed via simple scalable CMOS building blocks. We report on extensive test results of learning prototype periodic temporal signals which may be displayed as a closed curve or a figure-8 shape in the state space. Several experimental tests demonstrating the instantaneous learning by the chip of these shapes are reported.
         
        
            Keywords : 
CMOS analogue integrated circuits; adaptive signal processing; backpropagation; learning (artificial intelligence); neural chips; recurrent neural nets; CMOS building blocks; complete analog hardware implementation; forward instantaneous update scheme; instantaneous learning; learning rule; neural network; neuro-chip; periodic temporal signals; recurrent neural network; shape generation; signal generation; single chip configuration; state space; temporal learning; test results; two-dimensional scalable array; Artificial neural networks; Control systems; Hardware; Recurrent neural networks; Shape; Signal generators; Signal processing; Signal processing algorithms; State-space methods; Testing;
         
        
        
        
            Conference_Titel : 
Signals, Systems & Computers, 1997. Conference Record of the Thirty-First Asilomar Conference on
         
        
            Conference_Location : 
Pacific Grove, CA, USA
         
        
        
            Print_ISBN : 
0-8186-8316-3
         
        
        
            DOI : 
10.1109/ACSSC.1997.679083