Decomposition-Aware Framework for Probabilistic and Flexible Time Series Forecasting in Aerospace Electronic Systems

Decomposition-Aware Framework for Probabilistic and Flexible Time Series Forecasting in Aerospace Electronic Systems

Degradation prediction for aerospace electronic systems plays a crucial role in maintenance work. This paper proposes a concise and efficient framework for multivariate time series forecasting that is capable of handling diverse sequence representations through a Channel-Independent (CI) strategy. T...

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Bibliographic Details
Main Authors: Yuanhong Mao, Xin Hu, Yulang Xu, Yilin Zhang, Yunan Li, Zixiang Lu, Qiguang Miao
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Mathematics
Subjects:
multivariate time series forecasting
decomposition-aware layer
channel-independent strategy
probabilistic distribution forecasting
Online Access:https://www.mdpi.com/2227-7390/13/2/262
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