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

机译:基于PCA和ICA的1090ES ADS-B信号分离算法优化性能分析

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摘要

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.
机译:在1090ES ADS-B信号的传输过程中,很容易看到信号重叠和信号干扰之间的关系。 干扰下的信号噪声容易导致ADS-B信号解码的错误。 本文基于PCA和FastICA的1090ES ADS-B信号分离算法旨在实现ADS-B信号的分离和重叠信号的分离。 通过仿真和验证,基于PCA和ICA的1090ES ADS-B信号分离算法可以实现ADS-B信号的去噪和分离并降低分离的计算和速度。 分离后的信号降低程度相对较高。

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