peakTree: a framework for structure-preserving radar Doppler spectra analysis
Clouds are frequently composed of more than one particle population even at the smallest scales. Cloud radar observations frequently contain information on multiple particle species in the observation volume when there are distinct peaks in the Doppler spectrum. Multi-peaked situations are not taken...
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ftdoajarticles:oai:doaj.org/article:058ae6023ae54f19a677810c94812cf3 2023-05-15T15:04:09+02:00 peakTree: a framework for structure-preserving radar Doppler spectra analysis M. Radenz J. Bühl P. Seifert H. Griesche R. Engelmann 2019-09-01T00:00:00Z https://doi.org/10.5194/amt-12-4813-2019 https://doaj.org/article/058ae6023ae54f19a677810c94812cf3 EN eng Copernicus Publications https://www.atmos-meas-tech.net/12/4813/2019/amt-12-4813-2019.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 doi:10.5194/amt-12-4813-2019 1867-1381 1867-8548 https://doaj.org/article/058ae6023ae54f19a677810c94812cf3 Atmospheric Measurement Techniques, Vol 12, Pp 4813-4828 (2019) Environmental engineering TA170-171 Earthwork. Foundations TA715-787 article 2019 ftdoajarticles https://doi.org/10.5194/amt-12-4813-2019 2022-12-31T15:05:15Z Clouds are frequently composed of more than one particle population even at the smallest scales. Cloud radar observations frequently contain information on multiple particle species in the observation volume when there are distinct peaks in the Doppler spectrum. Multi-peaked situations are not taken into account by established algorithms, which only use moments of the Doppler spectrum. In this study, we propose a new algorithm that recursively represents the subpeaks as nodes in a binary tree. Using this tree data structure to represent the peaks of a Doppler spectrum, it is possible to drop all a priori assumptions on the number and arrangement of subpeaks. The approach is rigid, unambiguous and can provide a basis for advanced analysis methods. The applicability is briefly demonstrated in two case studies, in which the tree structure was used to investigate particle populations in Arctic multilayered mixed-phase clouds, which were observed during the research vessel Polarstern expedition PS106 and the Atmospheric Radiation Measurement Program BAECC campaign. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Atmospheric Measurement Techniques 12 9 4813 4828 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Environmental engineering TA170-171 Earthwork. Foundations TA715-787 |
spellingShingle |
Environmental engineering TA170-171 Earthwork. Foundations TA715-787 M. Radenz J. Bühl P. Seifert H. Griesche R. Engelmann peakTree: a framework for structure-preserving radar Doppler spectra analysis |
topic_facet |
Environmental engineering TA170-171 Earthwork. Foundations TA715-787 |
description |
Clouds are frequently composed of more than one particle population even at the smallest scales. Cloud radar observations frequently contain information on multiple particle species in the observation volume when there are distinct peaks in the Doppler spectrum. Multi-peaked situations are not taken into account by established algorithms, which only use moments of the Doppler spectrum. In this study, we propose a new algorithm that recursively represents the subpeaks as nodes in a binary tree. Using this tree data structure to represent the peaks of a Doppler spectrum, it is possible to drop all a priori assumptions on the number and arrangement of subpeaks. The approach is rigid, unambiguous and can provide a basis for advanced analysis methods. The applicability is briefly demonstrated in two case studies, in which the tree structure was used to investigate particle populations in Arctic multilayered mixed-phase clouds, which were observed during the research vessel Polarstern expedition PS106 and the Atmospheric Radiation Measurement Program BAECC campaign. |
format |
Article in Journal/Newspaper |
author |
M. Radenz J. Bühl P. Seifert H. Griesche R. Engelmann |
author_facet |
M. Radenz J. Bühl P. Seifert H. Griesche R. Engelmann |
author_sort |
M. Radenz |
title |
peakTree: a framework for structure-preserving radar Doppler spectra analysis |
title_short |
peakTree: a framework for structure-preserving radar Doppler spectra analysis |
title_full |
peakTree: a framework for structure-preserving radar Doppler spectra analysis |
title_fullStr |
peakTree: a framework for structure-preserving radar Doppler spectra analysis |
title_full_unstemmed |
peakTree: a framework for structure-preserving radar Doppler spectra analysis |
title_sort |
peaktree: a framework for structure-preserving radar doppler spectra analysis |
publisher |
Copernicus Publications |
publishDate |
2019 |
url |
https://doi.org/10.5194/amt-12-4813-2019 https://doaj.org/article/058ae6023ae54f19a677810c94812cf3 |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic |
genre_facet |
Arctic |
op_source |
Atmospheric Measurement Techniques, Vol 12, Pp 4813-4828 (2019) |
op_relation |
https://www.atmos-meas-tech.net/12/4813/2019/amt-12-4813-2019.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 doi:10.5194/amt-12-4813-2019 1867-1381 1867-8548 https://doaj.org/article/058ae6023ae54f19a677810c94812cf3 |
op_doi |
https://doi.org/10.5194/amt-12-4813-2019 |
container_title |
Atmospheric Measurement Techniques |
container_volume |
12 |
container_issue |
9 |
container_start_page |
4813 |
op_container_end_page |
4828 |
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1766335969941782528 |