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Using LSTM encoder-decoder algorithm for detecting anomalous ADS-B messages
Using LSTM encoder-decoder algorithm for detecting anomalous ADS-B messages
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机译:使用LSTM编码器 - 解码器算法检测异常ADS-B消息
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摘要
A method for detecting anomalous ADS-B messages in airplanes and air-traffic control system, comprising: extracting features from application level data, which is information broadcasted in said ADS-B messages, contextual data and flight plans; analyzing said extracted features and computing relative measures of a flight based on said extracted features; training a machine learning model to represent a benign ADS-B messages; applying said machine learning model on said extracted features thereby deriving a reputation score for said ADS-B message; issuing a decision based on said score, thereby recognizing an attack and issuing an alarm regarded said recognized attack.
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