Live demonstration : autoencoder-based predictive maintenance for IoT

• Main Authors: Gopalakrishnan, Pradeep Kumar, Kar, Bapi, Bose, Sumon Kumar, Roy, Mohendra, Basu, Arindam
• Other Authors: School of Electrical and Electronic Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2020
• Subjects: Engineering::Electrical and electronic engineering; Predictive Maintenance; IoT
• Online Access: https://hdl.handle.net/10356/138250
• Institution: Nanyang Technological University

This live demo aims to show the performance of a two-layer neural network applied to predictive maintenance. The first layer encodes features based on prior knowledge, while the second layer is trained online to detect anomalies. The system is implemented on an FPGA, acquiring real-time data from se...