منابع مشابه
Communicating Neuronal Ensembles between Neuromorphic Chips
I describe an interchip communication system that reads out pulse trains from a 64 64 array of neurons on one chip, and transmits them to corresponding locations in a 64 64 array of neurons on a second chip. It uses a random-access, time-multiplexed, asynchronous digital bus to transmit log2N -bit addresses that uniquely identify each of theN neurons in the sending population. A peak transmissi...
متن کاملImproving Classification Accuracy of Feedforward Neural Networks for Spiking Neuromorphic Chips
Deep Neural Networks (DNN) achieve human level performance in many image analytics tasks but DNNs are mostly deployed to GPU platforms that consume a considerable amount of power. New hardware platforms using lower precision arithmetic achieve drastic reductions in power consumption. More recently, brain-inspired spiking neuromorphic chips have achieved even lower power consumption, on the orde...
متن کاملNeuromorphic Vision Chips: intelligent sensors for industrial applications
In the past years researchers at the California Institute of Technology (and in few other research institutions worldwide) have been concentrating their efforts on the design and implementation of analog VLSI neuromorphic systems. Today this emerging technology seems to be mature enough for use in industrial applications. In this paper we give an overview of some of the neuromorphic vision circ...
متن کاملDeep Artificial Neural Networks and Neuromorphic Chips for Big Data Analysis: Pharmaceutical and Bioinformatics Applications
Over the past decade, Deep Artificial Neural Networks (DNNs) have become the state-of-the-art algorithms in Machine Learning (ML), speech recognition, computer vision, natural language processing and many other tasks. This was made possible by the advancement in Big Data, Deep Learning (DL) and drastically increased chip processing abilities, especially general-purpose graphical processing unit...
متن کاملAdaptive Neuromorphic Analogue VLSI Chips for Integrated Odour Sensing
This proposal is the resubmission of an earlier proposal of the same title to EPSRC (Leicester GR/R21424/01, Edinburgh GR/R21448/01, and Warwick GR/R21431/01). In this resubmission we have addressed the points raised by the review panel in terms of the commercial aspects of the project. In particular, we have removed the involvement of all non-UK companies from the project and strengthened the ...
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ژورنال
عنوان ژورنال: IEEE Transactions on Circuits and Systems I: Regular Papers
سال: 2007
ISSN: 1057-7122
DOI: 10.1109/tcsi.2006.887474