Restoration of multi-channel signal loss using autoencoder with recursive input strategy

Abstract Multi-channel sensor data often suffer from missing or corrupted values due to sensor failures, communication disruptions, or environmental interference. These issues severely limit the accuracy of intelligent systems relying on sensor data integration. Existing data restoration techniques...

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Bibliographic Details
Main Authors: Jaejun Lee, Yonggyun Yu, Hogeon Seo
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-98374-5
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