Dolphin vocal sound generation via deep WaveGAN

Q1 Engineering

Journal of Electronic Science and Technology Pub Date : 2022-09-01 DOI:10.1016/j.jnlest.2022.100171

Lue Zhang , Hai-Ning Huang , Li Yin , Bao-Qi Li , Di Wu , Hao-Ran Liu , Xi-Feng Li , Yong-Le Xie

引用次数: 5

Abstract

The marine biological sonar system evolved in the struggle of nature is far superior to the current artificial sonar. Therefore, the development of bionic underwater concealed detection is of great strategic significance to the military and economy. In this paper, a generative adversarial network (GAN) is trained based on the dolphin vocal sound dataset we constructed, which can achieve unsupervised generation of dolphin vocal sounds with global consistency. Through the analysis of the generated audio samples and the real audio samples in the time domain and the frequency domain, it can be proven that the generated audio samples are close to the real audio samples, which meets the requirements of bionic underwater concealed detection.

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海豚的声音产生通过深波根

海洋生物声纳系统在与大自然的斗争中进化而来，远远优于目前的人工声纳。因此，发展仿生水下隐蔽探测技术对军事和经济都具有重要的战略意义。本文以构建的海豚声音数据集为基础，训练生成式对抗网络(GAN)，实现无监督生成具有全局一致性的海豚声音。通过对生成的音频样本和真实音频样本在时域和频域的分析，可以证明生成的音频样本接近真实音频样本，满足仿生水下隐蔽检测的要求。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Journal of Electronic Science and Technology Engineering-Electrical and Electronic Engineering

CiteScore

4.30

自引率

0.00%

发文量

1362

审稿时长

99 days

期刊介绍： JEST (International) covers the state-of-the-art achievements in electronic science and technology, including the most highlight areas: ¨ Communication Technology ¨ Computer Science and Information Technology ¨ Information and Network Security ¨ Bioelectronics and Biomedicine ¨ Neural Networks and Intelligent Systems ¨ Electronic Systems and Array Processing ¨ Optoelectronic and Photonic Technologies ¨ Electronic Materials and Devices ¨ Sensing and Measurement ¨ Signal Processing and Image Processing JEST (International) is dedicated to building an open, high-level academic journal supported by researchers, professionals, and academicians. The Journal has been fully indexed by Ei INSPEC and has published, with great honor, the contributions from more than 20 countries and regions in the world.