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CFD-Guided Shadowing-Aware Acoustic Path Selection for Accurate Wind Estimation in Ultrasonic Anemometers
Tien Minh Khoi Nguyen1, Tan Dung Nguyen2, Le The Anh Vi1
1Industry 4.0 Convergence Bionics Engineering, Pukyong National University, Busan 48513, Republic of Korea.
Sensors (Basel, Switzerland)
|July 28, 2026
Summary
Ultrasonic anemometers face errors from transducer shadowing. This study introduces a shadowing-aware method to improve wind measurement accuracy by excluding corrupted acoustic paths, significantly reducing errors.
Area of Science:
- Fluid dynamics
- Acoustics
- Meteorological instrumentation
Background:
- Ultrasonic anemometers offer fast, high-resolution wind measurement but suffer from transducer shadowing, causing errors in time-of-flight (TOF) measurements.
- Existing studies on transducer shadowing are limited to low wind speeds and lack mitigation strategies.
Purpose of the Study:
- To analyze wake-induced velocity deficits and their impact on TOF measurements in ultrasonic anemometers.
- To propose and validate a novel method for mitigating shadowing-induced bias in wind measurements.
Main Methods:
- A coupled computational fluid dynamics (CFD) and acoustic propagation framework was developed.
- Simulations covered a wide range of wind speeds (5-75 m/s) and all directions (360°).
- A shadowing-aware acoustic path selection method was proposed and tested.
Main Results:
- Shadowing distortions are direction-dependent, peaking in specific angular sectors with significant velocity deficits.
- The proposed shadowing-aware method reduced average velocity RMSE to 0.349 m/s and directional RMSE to 1.14°.
- Improvements were more than an order of magnitude compared to shadow-unaware methods.
Conclusions:
- A physically grounded, simulation-based framework for shadowing-aware wind measurement using ultrasonic anemometers has been established.
- The proposed method effectively mitigates shadowing-induced bias, enhancing wind measurement accuracy.
- This research paves the way for more reliable ultrasonic anemometry in diverse conditions.

