Articles | Volume 15, issue 2
Atmos. Meas. Tech., 15, 279–295, 2022
https://doi.org/10.5194/amt-15-279-2022
Atmos. Meas. Tech., 15, 279–295, 2022
https://doi.org/10.5194/amt-15-279-2022
Research article
20 Jan 2022
Research article | 20 Jan 2022

Evaluating cloud liquid detection against Cloudnet using cloud radar Doppler spectra in a pre-trained artificial neural network

Heike Kalesse-Los et al.

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Cited articles

Andersen, H., Cermak, J., Fuchs, J., Knutti, R., and Lohmann, U.: Understanding the drivers of marine liquid-water cloud occurrence and properties with global observations using neural networks, Atmos. Chem. Phys., 17, 9535–9546, https://doi.org/10.5194/acp-17-9535-2017, 2017. a, b
Bühl, J., Seifert, P., Wandinger, U., Baars, H., Kanitz, T., Schmidt, J., Myagkov, A., Engelmann, R., Skupin, A., Heese, B., Klepel, A., Althausen, D., and Ansmann, A.: LACROS: the Leipzig Aerosol and Cloud Remote Observations System, Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, 8890, https://doi.org/10.1117/12.2030911, 2013. a
CLU: Cloud profiling products: Classification, Drizzle, Ice water content, Liquid water content, Categorize; ecmwf, gdas1 model data; 2014-10-01 to 2014-11-18; from Cabauw, Generated by the cloud profiling unit of the ACTRIS Data Centre [data set], available at: https://hdl.handle.net/21.12132/2.768aa9ddaed14632, last access: 18 January 2022. a
Cotton, W. R. and Anthes, R. A.: The mesoscale structure of extratopical cyclones and middle and high clouds. Storm and Cloud Dynamics, Int. Geophys. Ser., 44, 745–787, 1989. a
de Boer, G., Eloranta, E. W., and Shupe, M. D.: Arctic Mixed-Phase Stratiform Cloud Properties from Multiple Years of Surface-Based Measurements at Two High-Latitude Locations, J. Atmos. Sci., 66, 2874–2887, https://doi.org/10.1175/2009JAS3029.1, 2009. a, b, c
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Short summary
It is important to detect the vertical distribution of cloud droplets and ice in mixed-phase clouds. Here, an artificial neural network (ANN) previously developed for Arctic clouds is applied to a mid-latitudinal cloud radar data set. The performance of this technique is contrasted to the Cloudnet target classification. For thick/multi-layer clouds, the machine learning technique is better at detecting liquid than Cloudnet, but if lidar data are available Cloudnet is at least as good as the ANN.