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Optimization Performance Analysis of 1090ES ADS-B Signal Separation Algorithm based on PCA and ICA

Volume 14, Number 4, April 2018, pp. 741-750
DOI: 10.23940/ijpe.18.04.p17.741750

Zhaoyue Zhang

College of Air Traffic Management, Civil Aviation University of China, Tianjin, 300300, China

(Submitted on January 15, 2018; Revised on February 18, 2018; Accepted on March 29, 2018)

Abstract:

In the transmission process of 1090ES ADS-B signal, it is easy to see the relationship between signal overlap and signal interference. The signal noise under interference easily causes the error of ADS-B signal decoding. In this paper, a 1090ES ADS-B signal separation algorithm based on PCA and FastICA is designed to achieve the separation of ADS-B signals and the separation of overlapped signals. Through simulation and verification, the 1090ES ADS-B signal separation algorithm based on PCA and ICA can realize the denoising and separation of ADS-B signal and reduce the computation and speed of separation. The signal reduction degree after separation is relatively high.

 

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