Self‐Powered Bearing Sensing and Real‐Time Fault Diagnosis Enabled by Non‐Invasive Triboelectric Sensors and Edge AI Acceleration

compared with CPU and GPU implementations, respectively, with a latency as low as 0.108ms and a fault-classification accuracy of 98%. This study achieves the integration of self-powered sensors with edge AI acceleration, providing a new pathway for real-time diagnostics of smart bearings.

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Publication Details

Journal
Advanced Science
Published
2026-04-22
DOI
https://doi.org/10.1002/advs.75373
Primary Topic
Advanced Sensor and Energy Harvesting Materials
Type
article
Field-Weighted Citation Impact
0.00

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article

Self‐Powered Bearing Sensing and Real‐Time Fault Diagnosis Enabled by Non‐Invasive Triboelectric Sensors and Edge AI Acceleration

J C Zhang, Meng Li, Yanxue Wang, Z.-Y. Liu et al.
Advanced Science
Advanced Sensor and Energy Harvesting Materials
article

Self‐Powered Bearing Sensing and Real‐Time Fault Diagnosis Enabled by Non‐Invasive Triboelectric Sensors and Edge AI Acceleration

J C Zhang, Meng Li, Yanxue Wang, Z.-Y. Liu, Lihua Han, Kehui Zhu, Yiming Guo, Xinming Li
article en

Abstract

compared with CPU and GPU implementations, respectively, with a latency as low as 0.108ms and a fault-classification accuracy of 98%. This study achieves the integration of self-powered sensors with edge AI acceleration, providing a new pathway for real-time diagnostics of smart bearings.

Advanced Science
Beijing University of Civil Engineering and Architecture (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 11%
Advanced Sensor and Energy Harvesting Materials
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