Spike Timing Dependent Plasticity (STDP) Can Ameliorate Process Variations in Neuromorphic VLSI  

Oleh:

Cameron, Katherine ; Boonsobhak, Vasin ; Murray, Allan ; Renshaw, David

Jenis: Article from Journal - ilmiah internasional
Dalam koleksi: IEEE Transactions on Neural Networks vol. 16 no. 6 (Nov. 2005), page 1626-1637.
Topik: PLASTICITY; spike timing dependent plasticity (STDP); ameliorate process; neuromorphic VLSI

Ketersediaan

Perpustakaan Pusat (Semanggi) Nomor Panggil: II36 Non-tandon: 1 (dapat dipinjam: 0) Tandon: tidak ada

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Isi artikel

A transient - detecting very large scale integration (VLSI) pixel is described, suitable for use in a visual - processing, depth - recovery algorithm based upon spike timing. A small array of pixels is coupled to an adaptive system, based upon spike timing dependent plasticity (STDP), that aims to reduce the effect of VLSI process variations on the algorithm's performance. Results from 0.35 µm CMOS temporal differentiating pixels and STDP circuits show that the system is capable of adapting to substantially reduce the effects of process variations without interrupting the algorithm's natural processes. The concept is generic to all spike timing driven processing algorithms in a VLSI.

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