Multiple hierarchical compression for deep neural network toward intelligent bearing fault diagnosis

J Sun, Z Liu, J Wen, R Fu - Engineering Applications of Artificial Intelligence, 2022 - Elsevier
Abstract Deep Neural Network (DNN) models have been extensively developed for
intelligent bearing fault diagnosis. The superior performance of DNN-based fault diagnosis …

On the opportunities of green computing: A survey

Y Zhou, X Lin, X Zhang, M Wang, G Jiang, H Lu… - ar** traffic managers take
control measures and drivers to choose the optimal travel routes. Recently, graph …

Simplifying YOLOv5 for deployment in a real crop monitoring setting

EC Nnadozie, P Casaseca-de-la-Higuera… - Multimedia Tools and …, 2024 - Springer
Deep learning-based object detection models have become a preferred choice for crop
detection tasks in crop monitoring activities due to their high accuracy and generalization …

Enhancement of deep neural network recognition on MPSoC with single event upset

W Yang, W Song, Y Guo, Y Li, C He, L Wu, B Wang… - Micromachines, 2023 - mdpi.com
This paper introduces a new finding regarding single event upsets (SEUs) in configuration
memory, and their potential impact on enhancing the performance of deep neural networks …

Low rank optimization for efficient deep learning: Making a balance between compact architecture and fast training

X Ou, Z Chen, C Zhu, Y Liu - Journal of Systems Engineering …, 2023 - ieeexplore.ieee.org
Deep neural networks (DNNs) have achieved great success in many data processing
applications. However, high computational complexity and storage cost make deep learning …

Optimization Based Layer-Wise Pruning Threshold Method for Accelerating Convolutional Neural Networks

Y Ding, DR Chen - Mathematics, 2023 - mdpi.com
Among various network compression methods, network pruning has developed rapidly due
to its superior compression performance. However, the trivial pruning threshold limits the …

Multi-contrast learning-guided lightweight few-shot learning scheme for predicting breast cancer molecular subtypes

X Pan, P Wang, S Jia, Y Wang, Y Liu, Y Zhang… - Medical & Biological …, 2024 - Springer
Invasive gene expression profiling studies have exposed prognostically significant breast
cancer subtypes: normal-like, luminal, HER-2 enriched, and basal-like, which is defined in …