Please use this identifier to cite or link to this item: https://dspace.ctu.edu.vn/jspui/handle/123456789/101283
Title: Doa estimation method using uniform circular antenna array based on ISTM
Authors: Tran, Manh Cuong
Ngo, Thi Thu Hoa
Vu, Trung Dung
Dinh, Tan Hung
Trong, Thanh Han
Keywords: Direction of arrival estimation
Uniform circular antenna
Long short term memory
Machine learning
Artificial intelligence
Issue Date: 2023
Series/Report no.: Tạp chí Khoa học Công nghệ Thông tin và Truyền thông;Số 04(CS.01) .- P.04-10
Abstract: The direction of arrival plays an important role in wireless communication systems with many applications such as surveillance systems, radars, automatic collision avoidance, and detection systems. It is a critical signal processing problem, and various methods have been developed to optimize its accuracy. In this paper, the long short term memory network, model is used to estimate the direction of incoming, signals for the uniform circular antenna array. The performance of this method is evaluated based on the RMSE parameter and compared with the MUSIC algorithm in different cases such as the deviation of incident angle of radiation sources, and signal to noise ratio...
URI: https://dspace.ctu.edu.vn/jspui/handle/123456789/101283
ISSN: 2525-2224
Appears in Collections:Khoa học Công nghệ Thông tin và Truyền thông

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