孔凡童
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- Supervisor of Master's Candidates
- E-Mail:
- School/Department:电子信息与电气工程学院
- Education Level:With Certificate of Graduation for Doctorate Study
- Degree:Doctoral Degree in Engineering
- Alma Mater:中国石油大学（华东）
- Teacher College:电子信息与电气工程学院
- Paper Publications
Underwater acoustic classification using wavelet scattering transform and convolutional neural network with limited dataset
Release time:2026-08-11 Hits:
- DOI number:10.1016/j.apacoust.2025.110564
- Affiliation of Author(s):江苏科技大学
- Teaching and Research Group:海洋学院
- Journal:Applied Acoustics
- Place of Publication:荷兰
- Funded by:国家自然科学基金(42204126,12204200)
- Key Words:underwater acoustic signal classification; wavelet scattering transform; attention mechanism; limited dataset
- Abstract:将波散射变换提取的多尺度稳定特征输入注意力增强卷积神经网络，用于小样本水声信号分类。方法减少了对手工特征和大量标注数据的依赖，并在ShipsEar数据集的有限训练样本条件下取得较高分类准确率。
- Note:来源：https://doi.org/10.1016/j.apacoust.2025.110564
- Co-author:Biqi Zhang, Biao Wang, Chengming Luo, Lin Ma
- First Author:Yongxiang Liu
- Indexed by:科研论文
- Correspondence Author:Fantong Kong
- Discipline:Engineering
- First-Level Discipline:Information and Communication Engineering
- Document Type:期刊论文
- Volume:232
- Page Number:110564
- ISSN No.:0003-682X
- Date of Publication:2025-03-15