Next generation combined sonic-hotfilm anemometer: wind alignment and automated calibration procedure using deep learning

TL;DR

This paper introduces a next-generation combined sonic-hotfilm anemometer with a 360-degree wind measurement capability and an automated deep learning-based calibration, enabling continuous, real-time turbulent flow data collection in variable environmental conditions.

Contribution

It presents an improved probe design and a fully automated calibration procedure using deep learning, enhancing robustness and operational range for field turbulence measurements.

Findings

Achieved 360-degree wind measurement range.

Demonstrated robust calibration in changing environmental conditions.

Enabled near real-time turbulence data collection.

Abstract

The study of naturally occurring turbulent flows requires ability to collect empirical data down to the fine scales. While hotwire anemometry offers such ability, the open field studies are uncommon due to the cumbersome calibration procedure and operational requirements of hotwire anemometry, e.g., constant ambient properties and steady flow conditions. The combo probe-the combined sonic-hotfilm anemometer developed and tested over the last decade-has demonstrated its ability to overcome this hurdle. The old-er generation had a limited wind alignment range of 120 degrees and the in-situ calibration procedure was human decision based. This study presents the next generation of the combo probe design, and the new fully automated in-situ calibration procedure implementing deep learning. The elegant new design now enables measurements of the incoming wind flow in a 360-degree range. The improved calibration procedure is shown to have the robustness necessary for operation in everchanging open field flow and environmental conditions. This is especially useful with diurnally changing environments or non-stationary measuring stations, i.e., probes placed on moving platforms like boats, drones, and weather balloons. Together, the updated design and the new calibration procedure, allow for continuous field measurements with minimal to no human interaction, enabling near real-time monitoring of fine-scale turbulent fluctuations. Integration of these probes will contribute toward generation of a large pool of field data to be collected to unravel the intricacies of all scales of turbulent flows occurring in natural setups.