Výsledky vyhledávání - "Bidirectional LSTM autoencoder"
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Hybrid Cyber Defense Mechanism with PINN for Resilient and Reliable Control against Replay / FDI Attacks in DC Microgrid Systems
ISSN: 0093-9994, 1939-9367Vydáno: IEEE 2025Vydáno v IEEE transactions on industry applications (2025)“…With the growing reliance on DC microgrids (DC MGs) in critical infrastructure, securing them against sophisticated cyberattacks is essential. This study…”
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Compression of Vehicle Trajectories with a Variational Autoencoder
ISSN: 2076-3417, 2076-3417Vydáno: Basel MDPI AG 01.10.2020Vydáno v Applied sciences (01.10.2020)“…The perception and prediction of the surrounding vehicles’ trajectories play a significant role in designing safe and optimal control strategies for connected…”
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A Bidirectional Long Short-Term Memory Autoencoder Transformer for Remaining Useful Life Estimation
ISSN: 2227-7390, 2227-7390Vydáno: Basel MDPI AG 01.12.2023Vydáno v Mathematics (Basel) (01.12.2023)“…Estimating the remaining useful life (RUL) of aircraft engines holds a pivotal role in enhancing safety, optimizing operations, and promoting sustainability,…”
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Unsupervised Machine Learning Methods for Anomaly Detection in Network Packets
ISSN: 2079-9292, 2079-9292Vydáno: Basel MDPI AG 10.07.2025Vydáno v Electronics (Basel) (10.07.2025)“… In this study, we propose an IDS model based on the Long Short-Term Memory Autoencoder (LSTM-AE), specifically a Convolutional Neural Network Bidirectional LSTM Autoencoder…”
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Text Mining and Unsupervised Deep Learning for Intrusion Detection in Smart-Grid Communication Networks
ISSN: 2624-831X, 2624-831XVydáno: Montreal MDPI AG 01.06.2025Vydáno v IoT (01.06.2025)“… This work proposes an anomaly detection method for high-dimensional sequences based on a bidirectional LSTM autoencoder…”
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Chakra Sheild: AI Powered Insider threat detection system
ISSN: 2582-2160, 2582-2160Vydáno: 18.11.2025Vydáno v International Journal For Multidisciplinary Research (18.11.2025)“… The system employs a Bidirectional LSTM Autoencoder to learn normal behavioral patterns and detect anomalies via reconstruction error, enhanced by an Isolation Forest for reducing false positives…”
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Urban Road Traffic Accident Severity Prediction Using a Hybrid LSTM-Random Forest Model with Hybrid Attention (LRHHA)
Vydáno: IEEE 13.06.2025Vydáno v 2025 10th International Conference on Information Science, Computer Technology and Transportation (ISCTT) (13.06.2025)“…) for predicting the severity of urban road traffic accidents. Our model first uses a bidirectional LSTM autoencoder to extract deep nonlinear features from time-series accident data…”
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