Multihorizon KPI Forecasting in Complex Industrial Processes: An Adaptive Encoder-Decoder Framework With Partial Teacher Forcing

Key performance indicator (KPI) reflects the quality and efficiency of manufacturing operations, and KPI forecasting enables proper operations or controls in many industrial processes. However, existing KPI forecasting methods are inadequate for managing the advance prediction of KPI across multiple...

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Bibliographic Details
Published in:IEEE transactions on cybernetics 2025-06, Vol.55 (6), p.2705-2718
Main Authors: Zhang, Hu, Tang, Zhaohui, Xie, Yongfang, Zheng, Zhoushun, Gui, Weihua
Format: Article
Language:English
Subjects:
Current measurement
Decoding
Encoder-decoder (ED)
Forecasting
Key performance indicator
key performance indicator (KPI)
Load modeling
Long short term memory
multihorizon forecasting
partial teacher forcing
Predictive models
time series
Time series analysis
Training
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