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Weibull Variational Autoencoder for Remaining Useful Life Prediction

open access: yesQuality and Reliability Engineering International, EarlyView.
ABSTRACT Remaining useful life (RUL) prediction is a critical technology for preventing unexpected failures and reducing maintenance costs in modern industrial systems. However, traditional model‐based approaches are limited by the need for explicit mathematical modeling of degradation mechanisms, while data‐driven methods often require large‐scale ...
JunWoo Yu   +4 more
wiley   +1 more source

Vanilla LSTM Predictive Maintenance Model for Scientific Research Facilities. [PDF]

open access: yesSensors (Basel)
Nkadimeng E   +5 more
europepmc   +1 more source

Field Data Forecasting Using LSTM and Bi-LSTM Approaches [PDF]

open access: yesApplied Sciences (Switzerland), 2021
Water, an essential resource for crop production, is becoming increasingly scarce, while cropland continues to expand due to the world’s population growth. Proper irrigation scheduling has been shown to help farmers improve crop yield and quality, resulting in more sustainable water consumption.
Abdelaziz Bouras   +2 more
exaly   +4 more sources
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Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition

IEEE Transactions on Neural Networks and Learning Systems, 2021
This article aims to tackle the problem of group activity recognition in the multiple-person scene. To model the group activity with multiple persons, most long short-term memory (LSTM)-based methods first learn the person-level action representations by several LSTMs and then integrate all the person-level action representations into the following ...
Xiangbo Shu   +3 more
openaire   +2 more sources

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