Preprints
https://doi.org/10.5194/egusphere-2024-2974
https://doi.org/10.5194/egusphere-2024-2974
02 Jan 2025
 | 02 Jan 2025

Use of commercial microwave links as scintillometers: potential and limitations towards evaporation estimation

Luuk D. van der Valk, Oscar K. Hartogensis, Miriam Coenders-Gerrits, Rolf W. Hut, Bas Walraven, and Remko Uijlenhoet

Abstract. Scintillometers are used to measure path-integrated evaporation and sensible heat fluxes. They consist of a transmitter and a receiver separated along a line of sight of several hundreds of meters to a few kilometers. Turbulent eddies and the associated refractive index fluctuations along the path between transmitter and receiver cause diffraction of the transmitted beam, known as the scintillation effect. Optical and microwave scintillometers have been designed to measure the full spectral range of the signal intensity fluctuations caused by this phenomenon and quantitatively link these fluctuations to turbulent sensible- and latent heat fluxes. Commercial Microwave Links (CMLs), such as used in cellular telecommunication networks, are also line-of-sight instruments that measure signal intensity of microwave signals. However, CMLs are not designed to capture scintillation fluctuations. Here, we investigate if and under what conditions CMLs can be used to obtain the structure parameter of the refractive index, Cnn, which would be a first step in computing turbulent heat fluxes with CMLs using scintillation theory. We use data from three collocated microwave links installed over a 856 m path at the Ruisdael Observatory near Cabauw, the Netherlands. Two of these links are 38 GHz CMLs formerly employed in telecom networks in the Netherlands, a Nokia Flexihopper and an Ericsson MiniLink. We compare Cnn estimates obtained from the received signal intensity of these links, sampled at 20 Hz, with those obtained from measurements of a 160 GHz microwave scintillometer (RPG-MWSC) sampled at 1 kHz and of an eddy-covariance system. After comparison of the unprocessed Cnn, we rejected the Ericsson MiniLink, because its 0.5 dB power quantization (i.e., the discretization of the signal intensity) was found to be too coarse to be applied as a scintillometer. Based on power spectra of the Nokia Flexihopper and the microwave scintillometer, we propose two methods to correct for the white noise present in the signal of the Nokia Flexihopper: 1) we apply a high-pass filter and subtract the noise based on a comparison with the microwave scintillometer, and building on that 2) we select parts of the power spectra where the Nokia Flexihopper behaves in correspondence with scintillation theory, also considering different crosswind conditions, and correct for the underrepresented part of the scintillation spectrum based on theoretical scintillation spectra. The comparison and noise determination with the microwave scintillometer is provides the best possible Cnn estimates for the Nokia Flexihopper, although this is not feasible in operational settings for CMLs. Both of our proposed methods show an improvement of Cnn estimates in comparison to uncorrected estimates, albeit with a larger uncertainty than the reference instruments. Our study illustrates the potential of using CMLs as scintillometers, but also outlines some major drawbacks, most of which are related to unfavourable design choices made for CMLs. If these would be overcome, given their global coverage, the potential of CMLs for large scale evaporation monitoring would be unprecedented.

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Journal article(s) based on this preprint

04 Nov 2025
Use of commercial microwave links as scintillometers: potential and limitations towards evaporation estimation
Luuk D. van der Valk, Oscar K. Hartogensis, Miriam Coenders-Gerrits, Rolf W. Hut, Bas Walraven, and Remko Uijlenhoet
Atmos. Meas. Tech., 18, 6143–6165, https://doi.org/10.5194/amt-18-6143-2025,https://doi.org/10.5194/amt-18-6143-2025, 2025
Short summary
Luuk D. van der Valk, Oscar K. Hartogensis, Miriam Coenders-Gerrits, Rolf W. Hut, Bas Walraven, and Remko Uijlenhoet

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2024-2974', Anonymous Referee #2, 17 Jan 2025
    • AC1: 'Reply on RC1', Luuk van der Valk, 05 Mar 2025
  • RC2: 'Comment on egusphere-2024-2974', Anonymous Referee #1, 26 Jan 2025
    • AC2: 'Reply on RC2', Luuk van der Valk, 05 Mar 2025

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2024-2974', Anonymous Referee #2, 17 Jan 2025
    • AC1: 'Reply on RC1', Luuk van der Valk, 05 Mar 2025
  • RC2: 'Comment on egusphere-2024-2974', Anonymous Referee #1, 26 Jan 2025
    • AC2: 'Reply on RC2', Luuk van der Valk, 05 Mar 2025

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
AR by Luuk van der Valk on behalf of the Authors (05 Mar 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (01 Apr 2025) by Pavlos Kollias
RR by Jean-Martial Cohard (26 Apr 2025)
ED: Publish as is (07 May 2025) by Pavlos Kollias
AR by Luuk van der Valk on behalf of the Authors (14 May 2025)  Author's response   Manuscript 

Journal article(s) based on this preprint

04 Nov 2025
Use of commercial microwave links as scintillometers: potential and limitations towards evaporation estimation
Luuk D. van der Valk, Oscar K. Hartogensis, Miriam Coenders-Gerrits, Rolf W. Hut, Bas Walraven, and Remko Uijlenhoet
Atmos. Meas. Tech., 18, 6143–6165, https://doi.org/10.5194/amt-18-6143-2025,https://doi.org/10.5194/amt-18-6143-2025, 2025
Short summary
Luuk D. van der Valk, Oscar K. Hartogensis, Miriam Coenders-Gerrits, Rolf W. Hut, Bas Walraven, and Remko Uijlenhoet
Luuk D. van der Valk, Oscar K. Hartogensis, Miriam Coenders-Gerrits, Rolf W. Hut, Bas Walraven, and Remko Uijlenhoet

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Short summary
Commercial microwave links (CMLs), part of mobile phone networks, transmit comparable signals as instruments specially designed to estimate evaporation. Therefore, we investigate if CMLs could be used to estimate evaporation, even though they have not been designed for this purpose. Our results illustrate the potential of using CMLs to estimate evaporation, especially given their global coverage, but also outline some major drawbacks, often a consequence of unfavourable design choices for CMLs.
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