Modulation Classification of Underwater Communication with Deep Learning Network
Joint Authors
Gulliver, T. A.
Xu, Lingwei
Wang, Yan
Zhang, Hao
Sang, Zhanliang
Cao, Conghui
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-04-01
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Automatic modulation recognition has successfully used various machine learning methods and achieved certain results.
As a subarea of machine learning, deep learning has made great progress in recent years and has made remarkable progress in the field of image and language processing.
Deep learning requires a large amount of data support.
As a communication field with a large amount of data, there is an inherent advantage of applying deep learning.
However, the extensive application of deep learning in the field of communication has not yet been fully developed, especially in underwater acoustic communication.
In this paper, we mainly discuss the modulation recognition process which is an important part of communication process by using the deep learning method.
Different from the common machine learning methods that require feature extraction, the deep learning method does not require feature extraction and obtains more effects than common machine learning.
American Psychological Association (APA)
Wang, Yan& Zhang, Hao& Sang, Zhanliang& Xu, Lingwei& Cao, Conghui& Gulliver, T. A.. 2019. Modulation Classification of Underwater Communication with Deep Learning Network. Computational Intelligence and Neuroscience،Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1129586
Modern Language Association (MLA)
Wang, Yan…[et al.]. Modulation Classification of Underwater Communication with Deep Learning Network. Computational Intelligence and Neuroscience No. 2019 (2019), pp.1-12.
https://search.emarefa.net/detail/BIM-1129586
American Medical Association (AMA)
Wang, Yan& Zhang, Hao& Sang, Zhanliang& Xu, Lingwei& Cao, Conghui& Gulliver, T. A.. Modulation Classification of Underwater Communication with Deep Learning Network. Computational Intelligence and Neuroscience. 2019. Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1129586
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1129586