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Chapter Early Detection and Reconstruction of Abnormal Data Using Hybrid VAE-LSTM Framework

Early failure detection and abnormal data reconstruction in sensor data provided by building ventilation control systems are critical for public health. Early detection of abnormal data can help prevent failures in crucial components of ventilation systems, which can result in a variety of issues, f...

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Main Authors: Hou, Fangli, Ma, Jun, Cheng, Jack C. P., Kwok, Helen H.L.
Format: Online
Sprog:engelsk
Udgivet: Firenze University Press 2024
Fag:
Early failure detection
Abnormal data reconstruction
Variational autoencoder (VAE)
Long short-term memory network (LSTM)
Sustainable IAQ management
thema EDItEUR::U Computing and Information Technology
Online adgang:ONIX_20240402_9791221502893_8
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