Realising a time-delay neural network on a wavefront toroidal mesh-array neurocomputer

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Realising a time-delay neural network on a wavefront toroidal mesh-array neurocomputer

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The authors propose a scheme that maps a time-delay neural network (TDNN) into a neurocomputer called EMIND-II with the wavefront toroidal mesh-array structure. The authors also define the programming model of this array and derive the parallel algorithms concerning the TDNN for the EMIND-II. For demonstration purposes, this neurocomputer is applied to word recognition.

Inspec keywords: speech recognition; neural net architecture; parallel algorithms; parallel architectures; parallel machines; delays

Other keywords: wavefront toroidal mesh-array structure; neurocomputer; programming model; EMIND-II; time-delay neural network; parallel algorithms; word recognition application

Subjects: Speech and audio signal processing; Neural net devices; Neural nets (circuit implementations); Speech processing techniques; Neural computing techniques; Parallel architecture; Parallel programming; Microprocessors and microcomputers; Parallel programming and algorithm theory; Speech recognition and synthesis equipment

References

    1. 1)
      • K.J. Lang , A.H. Waibel , G.E. Hinton . A time-delay neural network architecture for isolated word recognition. Neural Netw. , 1 , 32 - 43
    2. 2)
      • Kim, M.W., Kim, J.M., Song, Y.S., Lee, Y.J., Lee, H.B.: `An asynchronous inter-processor communication based, input recyclingparallel architecture', Proc. World Conf. Neural Networks, 1994, p. 576–583.
    3. 3)
      • D. Hammerstrom . Neural networks at work. IEEE Spectrum , 26 - 32
http://iet.metastore.ingenta.com/content/journals/10.1049/el_19960159
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