0000000000951728

AUTHOR

N. Ventroux

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PNeuro: A scalable energy-efficient programmable hardware accelerator for neural networks

2018

Proceedings of a meeting held 19-23 March 2018, Dresden, Germany; International audience; Artificial intelligence and especially Machine Learning recently gained a lot of interest from the industry. Indeed, new generation of neural networks built with a large number of successive computing layers enables a large amount of new applications and services implemented from smart sensors to data centers. These Deep Neural Networks (DNN) can interpret signals to recognize objects or situations to drive decision processes. However, their integration into embedded systems remains challenging due to their high computing needs. This paper presents PNeuro, a scalable energy-efficient hardware accelerat…

Neural network hardwareComputer sciencePooling02 engineering and technologyLow power0202 electrical engineering electronic engineering information engineeringSIMDField-programmable gate arrayFPGAComputer architecturesRoutingArtificial neural networkASIC[SCCO.NEUR]Cognitive science/Neuroscience020208 electrical & electronic engineering[SCCO.NEUR] Cognitive science/NeuroscienceField programmable gate arraysConvolution020202 computer hardware & architectureGeneratorsComputer architectureScalabilityHardware accelerationRouting (electronic design automation)Neural networksEfficient energy use
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