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A Time-Domain Current-Mode MAC Engine for Analogue Neural Networks in Flexible Electronics

Matthew Douthwaite; Fernando Garcia-Redondo; Pantelis Georgiou; Shidhartha Das;

A Time-Domain Current-Mode MAC Engine for Analogue Neural Networks in Flexible Electronics

Abstract

Flexible electronics is becoming more prevalent in a wide range of applications, particularly wearable biomedical devices. These devices would greatly benefit from in-built intelligence allowing them to process data and identify features, in order to reduce transmission and power requirements. In this work, we present a novel time-domain multiply-accumulate (MAC) engine architecture that can act as the basic block of an artificial analogue neural network. The design does not require analogue voltage buffers, making them easier to realise in flexible technologies and consumes less power than conventional methods. The research could be used in future to construct a low power classifier for a low cost, flexible wearable biomedical sensor.

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Subjects by Vocabulary

Microsoft Academic Graph classification: Computer hardware business.industry business Computer science Voltage Time domain Flexible electronics Capacitor law.invention law Classifier (UML) Wearable computer Basic block Artificial neural network

Keywords

Flexible Electronics, MAC Operation, Neural Networks, Analogue Signal Processing, Wearable Sensors

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    4
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    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
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    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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download
citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
4
Average
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102
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Funded by
EC| MNEMOSENE
Project
MNEMOSENE
Computation-in-memory architecture based on resistive devices
  • Funder: European Commission (EC)
  • Project Code: 780215
  • Funding stream: H2020 | RIA
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