基于网络压缩与切割的深度模型边云协同加速机制研究

王诺, 李丽颖, 钱栋炜, 魏同权 - 华东师范大学学报(自然科学版), 2021 - xblk.ecnu.edu.cn
… and communicationacceleration mechanism based on network compression and partitioning
technology is proposed. This technology can compress and partition deep neural networks

基于混合架构的卷积神经网络算法加速研究.

郭子博, 高瑛珂, 胡航天, 弓铎… - Journal of Computer …, 2022 - search.ebscohost.com
… Abstract:Convolutional neural network algorithms with … a convolutional neural network
computing acceleration method … Deep compression:compressing deep neural networks with …

[PDF][PDF] 深度学习驱动的智能电网运行图像数据压缩技术

夏信, 何传亮, 吕英杰, 王守志, 张博, 陈晨… - 红外与激光 …, 2022 - researching.cn
… is compressed through convolutional neural network, effectively reducing the redundancy of
… , the image data compression model based on convolutional neural network does not rely …

基于三值向二值演化的BNN 剪枝方法

徐图, 张博, 李镇, 陈怡凝, 申人升… - 吉林大学学报(信息 …, 2024 - xuebao.jlu.edu.cn
… Abstract: BNNs( Binarized Neural Networks) are popular due to their extremely low memory
requirements. While BNNs can be further compressed through pruning techniques, existing …

基于浮栅器件的低位宽卷积神经网络研究.

陈雅倩, 黄鲁 - Information Technology & Network Security …, 2021 - search.ebscohost.com
… only less than 2% lower than that of the fullTprecision network. Finally, the quantized
convolutional neural network model is accelerated by the Nor Flash array. Hspice simulation results …

面向雾计算的个性化轻量级分布式网络入侵检测系统

叶天鹏, 林祥, 李建华, 张轩凯… - 网络与信息安全学报, 2023 - infocomm-journal.com
… A comprehensive survey on model compression and acceleration[J]. Artificial Intelligence …
for convolutional neural network compression[J]. Journal of Visual Communication and Image …

[PDF][PDF] 深度神经网络的自适应联合压缩方法

姚博文, 彭喜元, 于希明, 刘连胜, 彭宇 - 仪器仪表学报, 2023 - femt.cnjournals.com
neural network compression methods with a single and fixed pattern are difficult to compress
… As a result, the compressed model still needs to consume costly and limited storage …

神经网络剪枝技术研究综述

姜晓勇, 李忠义, 黄朗月, 彭孟乐, 徐书杨 - 应用科学学报, 2022 - jas.shu.edu.cn
… and research progress of neural network pruning technologies, … pruning method for deep
neural network compression [C]//… AMC: AutoML for model compression and acceleration on …

[HTML][HTML] 空天地海一体化海洋环境数据多步预测

李志刚, 孙晨伟, 魏彪, 孙晓川 - 信号处理, 2022 - signal.ejournal.org.cn
… 结构上,该模型主要包括卷积神经网络(Convolutional Neural Networks, CNN),优化组合的长
短期记忆网络(Long Short-Term Memory Network, LSTM)和全连接层.这里,CNN用于提取海洋环境…

基于深度学习的多模OFDM 索引调制检测器.

李扬, 许魁, 张冬梅, 徐健卉, 谢威… - Journal of Signal …, 2022 - search.ebscohost.com
… 本文中提出的针对MM-OFDM-IM 信号的双卷 积神经网络(Dual Convolutional Neural Network)检
测… Dropout:a simple way to prevent neural networks from overfitting[J]. Journal of Machine …