GitHub

LSTM Autoencoder — Multivariate Sensor Anomaly Detector

Water leaks in large buildings are rare events — a typical commercial building experiences one confirmed leak per quarter. This makes supervised classification impractical due to severe class ...
GitHub

BhavyaGupta315/LSTM-Autoencoder-Intrusion-Detection

This implements an supervised anomaly detection system for detecting network and vehicular intrusions using an LSTM-based autoencoder. The model is trained only on normal traffic and flags anomalies ...
IEEE

Trajectory Prediction for Autonomous Vehicles Using LSTM-VAE: A Variational Autoencoder Approach

Abstract: Trajectory prediction is a significant function in many areas, such as autonomous driving, robotic navigation, surveillance, and human-robot interaction. The precise prediction of the future ...
IEEE

Fault Prognosis of Gearbox Based on Convolutional LSTM Autoencoder using Current Signal Data

Abstract: Fault prognosis and accurate prediction of gearbox remaining useful life (RUL) are challenging due to the lack of mathematical models and external factors like operating conditions and ...