logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models

delete2025-08-01
delete0
delete
OA
AI
Y
Yao Lu
Y
Yutao Zhu
Y
Yuqi Li
D
Dongwei Xu
Y
Yun Lin
Q
Qi Xuan
X
Xiaoniu Yang
DOI：10.1109/TCCN.2024.3520958delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
随着深度学习在通信系统中的成功应用，深度神经网络正成为自动调制识别（AMR）的首选方法。尽管这些AMR模型取得了令人印象深刻的结果，但它们通常伴随着高计算复杂度和大型模型尺寸，这阻碍了它们在通信系统中的实际部署。为了应对这一挑战，我们提出了一种新颖的层剪枝方法PSR。具体而言，我们将AMR模型分解为若干连续的块，每个块包含具有相似语义的连续层。然后，我们根据各层对模型的贡献，识别出需要保留的层。最后，我们重新组装剪枝后的块并对紧凑模型进行微调。在五个数据集上的大量实验表明，与包括层剪枝和通道剪枝方法在内的多种当前最优基线相比，PSR在效率和有效性方面均表现出优越性。
Keyword:
Automatic modulation recognition
layer pruning
deep learning
edge devices

期刊

I
IEEE Transactions on Cognitive Communications and Networking
IF:
7
论文数:
1.6K
被引数:
5.5K

机构

H
Harbin Engineering University
学者数:
1.9W
论文数: 1.3W
被引数: 1.3W
I
Institute of Computing Technology
学者数:
250
论文数: 114
被引数: 0
Z
zhejiang university of technology
学者数:
3.3W
论文数: 2.0W
被引数: 22
N
National Key Laboratory of Electromagnetic Space Security
学者数:
33
论文数: 27
被引数: 0
学者 查看更多机构
引用论文

引用论文

One-Shot Layer-Wise Accuracy Approximation For Layer Pruning
err2020 IEEE International Conference on Image Processing (ICIP)
IF0
err2020-10-01
err0
PREAI
errSara Elkerdawy; Mostafa Elhoushi; Abhineet Singh; Hong Zhang; Nilanjan Ray
err分享
err收藏
NAS-AMR: Neural Architecture Search-Based Automatic Modulation Recognition for Integrated Sensing and Communication Systems
errIEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING
IF7
err2022-09-01
err51
PREAI
errZhang, Xixi; Zhao, Haitao; Zhu, Hongbo; Adebisi, Bamidele; Gui, Guan; Gacanin, Haris; Adachi, Fumiyuki
err分享
err收藏
Data-Driven Deep Learning for Automatic Modulation Recognition in Cognitive Radios
errIEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY
IF7.1
err2019-04-01
err549
PREAI
errWang, Yu; Liu, Miao; Yang, Jie; Gui, Guan
err分享
err收藏
Dynamic Programming动态规划
errScience
IF0
err1966-07-01
err0
PREAI
errRichard Bellman
err分享
err收藏
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks
errProceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence
IF0
err2018-07-01
err0
errOAAI
errYang He; Guoliang Kang; Xuanyi Dong; Yanwei Fu; Yi Yang
err分享
err收藏
SigNet: A Novel Deep Learning Framework for Radio Signal Classification
errIEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING
IF7
err2022-06-01
err46
errOAAI
errChen, Zhuangzhi; Cui, Hui; Xiang, Jingyang; Qiu, Kunfeng; Huang, Liang; Zheng, Shilian; Chen, Shichuan; Xuan, Qi; Yang, Xiaoniu
err分享
err收藏
Shallowing Deep Networks: Layer-Wise Pruning Based on Feature Representations
errIEEE Transactions on Pattern Analysis and Machine Intelligence
IF0
err2019-12-01
err0
errOAAI
errShi Chen; Qi Zhao
err分享
err收藏
Automatic modulation classification based on high order cumulants and hierarchical polynomial classifiers
errPhysical Communication
IF0
err2016-12-01
err0
PREAI
errAmeen Abdelmutalab; Khaled Assaleh; Mohamed El-Tarhuni
err分享
err收藏
A Feature Weighted Hybrid ICA-SVM Approach to Automatic Modulation Recognition
err2009 IEEE 13th Digital Signal Processing Workshop and 5th IEEE Signal Processing Education Workshop
IF0
err2009-01-01
err0
PREAI
errDavid Boutte; Balu Santhanam
err分享
err收藏
Measuring Statistical Dependence with Hilbert-Schmidt Norms
errLecture Notes in Computer Science
IF0
err2005-01-01
err0
errOAAI
errArthur Gretton; Olivier Bousquet; Alex Smola; Bernhard Schölkopf
err分享
err收藏
学者 查看更多内容