LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection

1 Jul 2016Pankaj MalhotraAnusha RamakrishnanGaurangi AnandLovekesh VigPuneet AgarwalGautam Shroff

Mechanical devices such as engines, vehicles, aircrafts, etc., are typically instrumented with numerous sensors to capture the behavior and health of the machine. However, there are often external factors or variables which are not captured by sensors leading to time-series which are inherently unpredictable... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Outlier Detection ECG5000 SAE-C Accuracy 0.9340 # 4
Time Series Classification Physionet 2017 Atrial Fibrillation EncDec-AD AUC 0.719 # 2