MACPTD: Self-Supervised RUL Prediction for Aero-Engines via Frequency-Constrained Disentanglement and Dual-Domain Contrastive Learning
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Sensors Journal"
DOI: 10.1109/jsen.2025.3633792
Abstract: Reliable remaining useful life (RUL) prediction is critical for ensuring flight safety and optimizing maintenance in aero-engine management. However, existing methods are challenged by both data scarcity and difficulties in processing complex time-series data that… read more here.
Keywords: dual domain; degradation; domain contrastive; aero ... See more keywords
Cross-Domain Contrastive Learning for Hyperspectral Image Classification
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3176637
Abstract: Despite the success of deep learning algorithms in hyperspectral image (HSI) classification, most deep learning models require a large amount of labeled data to optimize the numerous parameters. However, it is very expensive and time-consuming… read more here.
Keywords: cross domain; cross; contrastive learning; hyperspectral image ... See more keywords