Quantization-Aware Processing for Massive MIMO Uplink Cloud RAN
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2021.3130260
Abstract: As the deployment of a large number of antennas and more dense networks, the degradation brought by the finite fronthaul capacity needs to be taken into account in uplink cloud radio access networks (RANs). This… read more here.
Keywords: quantization aware; quantization; processing massive; uplink cloud ... See more keywords
Quantization-Aware Pruning Criterion for Industrial Applications
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Electronics"
DOI: 10.1109/tie.2021.3070517
Abstract: In this study, we propose a simple and effective quantization-aware neural network pruning method to prune and quantize deep neural networks and then run them on lightweight and cost-effective embedded industrial devices. The proposed pruning… read more here.
Keywords: pruning method; pruning criterion; quantization; aware pruning ... See more keywords
Distributed Quantization-Aware RLS Learning With Bias Compensation and Coarsely Quantized Signals
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Signal Processing"
DOI: 10.1109/tsp.2022.3185898
Abstract: In this work, we present an energy-efficient distributed learning framework using coarsely quantized signals for Internet of Things (IoT) networks. In particular, we develop a distributed quantization-aware recursive least-squares (DQA-RLS) algorithm that can learn parameters… read more here.
Keywords: quantization aware; coarsely quantized; dqa rls; distributed quantization ... See more keywords