TinyML-enabled fuzzy logic for enhanced road anomaly detection in remote sensing

Abstract Advanced techniques for detecting and classifying road anomalies are crucial due to road networks’ rapid expansion and increasing complexity. This study introduces a novel integration of Tiny Machine Learning (TinyML), remote sensing, and fuzzy logic through a fully connected U-Net architec...

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Bibliographic Details
Main Authors: Amna Khatoon, Weixing Wang, Mengfei Wang, Limin Li, Asad Ullah
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-01981-5
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