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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jian-Chao Ma

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Open access Sep 2026

Performance Comparison of Laser and Ultrasonic Sensors for Water-Level Monitoring in Wind Turbine Towers: System Development and Experimental Validation

Water accumulation inside wind turbine towers threatens structural integrity and operational safety. This study developed an IoT-based water depth monitoring and automatic drainage system and evaluated the performance of laser (VL53L0X) and ultrasonic (HC-SR04) sensors for tower sump water depth measurement. Laboratory...

Jian-Chao Ma, Ming-Chen Wu, Jia-Rui Li et al. · 0 citations

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