Live demonstration : autoencoder-based predictive maintenance for IoT

• المؤلفون الرئيسيون: Gopalakrishnan, Pradeep Kumar, Kar, Bapi, Bose, Sumon Kumar, Roy, Mohendra, Basu, Arindam
• مؤلفون آخرون: School of Electrical and Electronic Engineering
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2020
• الموضوعات: Engineering::Electrical and electronic engineering; Predictive Maintenance; IoT
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/138250
• المؤسسة: 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...