Condition monitoring of satellites via robust unsupervised time series data reconstruction method
An adaptive robust reconstruction strategy integrated into a hybrid modeling framework combining long short-term memory and self-attention mechanisms is proposed, which outperforms traditional approaches in nearly all detection performance metrics, and achieves both lower false negative and false alarm rates.