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

Biology

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