Výsledky vyhledávání - "Živković, Zoran"

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Quantization of Deep Neural Networks for Accumulator-constrained Processors

Autor: de Bruin, Barry, Zivkovic, Zoran, Corporaal, Henk

Publikováno v: Microprocessors and Microsystems Volume 72, February 2020, 102872

We introduce an Artificial Neural Network (ANN) quantization methodology for platforms without wide accumulation registers. This enables fixed-point model deployment on embedded compute platforms that are not specifically designed for large kernel co

Externí odkaz: http://arxiv.org/abs/2004.11783

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OptComNet: Optimized Neural Networks for Low-Complexity Channel Estimation

Autor: van Lier, Michel, Balatsoukas-Stimming, Alexios, Corporaaal, Henk, Zivkovic, Zoran

The use of machine learning methods to tackle challenging physical layer signal processing tasks has attracted significant attention. In this work, we focus on the use of neural networks (NNs) to perform pilot-assisted channel estimation in an OFDM s

Externí odkaz: http://arxiv.org/abs/2002.10493

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