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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Main Authors: Radenz, M., Bühl, J., Seifert, P., Griesche, H., Engelmann, R.
Format: Article in Journal/Newspaper
Language:English
Published: Göttingen : Copernicus GmbH 2019
Subjects:
Online Access:https://oa.tib.eu/renate/handle/123456789/4920
https://doi.org/10.34657/3549
id fttibhannoverren:oai:oa.tib.eu:123456789/4920
record_format openpolar
spelling fttibhannoverren:oai:oa.tib.eu:123456789/4920 2024-09-09T19:22:52+00:00 PeakTree: A framework for structure-preserving radar Doppler spectra analysis Radenz, M. Bühl, J. Seifert, P. Griesche, H. Engelmann, R. 2019 application/pdf https://oa.tib.eu/renate/handle/123456789/4920 https://doi.org/10.34657/3549 eng eng Göttingen : Copernicus GmbH ISSN:1867-1381 DOI:https://doi.org/10.5194/amt-12-4813-2019 https://oa.tib.eu/renate/handle/123456789/4920 https://doi.org/10.34657/3549 CC BY 4.0 Unported https://creativecommons.org/licenses/by/4.0/ frei zugänglich ddc:550 algorithm analytical method cloud cover Doppler radar radar research vessel Arctic status-type:publishedVersion doc-type:Article doc-type:Text 2019 fttibhannoverren https://doi.org/10.34657/354910.5194/amt-12-4813-2019 2024-06-26T23:32:42Z 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 Renate - Repositorium für Naturwissenschaften und Technik (TIB Hannover) Arctic
institution Open Polar
collection Renate - Repositorium für Naturwissenschaften und Technik (TIB Hannover)
op_collection_id fttibhannoverren
language English
topic ddc:550
algorithm
analytical method
cloud cover
Doppler radar
radar
research vessel
Arctic
spellingShingle ddc:550
algorithm
analytical method
cloud cover
Doppler radar
radar
research vessel
Arctic
Radenz, M.
Bühl, J.
Seifert, P.
Griesche, H.
Engelmann, R.
PeakTree: A framework for structure-preserving radar Doppler spectra analysis
topic_facet ddc:550
algorithm
analytical method
cloud cover
Doppler radar
radar
research vessel
Arctic
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 Radenz, M.
Bühl, J.
Seifert, P.
Griesche, H.
Engelmann, R.
author_facet Radenz, M.
Bühl, J.
Seifert, P.
Griesche, H.
Engelmann, R.
author_sort Radenz, M.
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 Göttingen : Copernicus GmbH
publishDate 2019
url https://oa.tib.eu/renate/handle/123456789/4920
https://doi.org/10.34657/3549
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_relation ISSN:1867-1381
DOI:https://doi.org/10.5194/amt-12-4813-2019
https://oa.tib.eu/renate/handle/123456789/4920
https://doi.org/10.34657/3549
op_rights CC BY 4.0 Unported
https://creativecommons.org/licenses/by/4.0/
frei zugänglich
op_doi https://doi.org/10.34657/354910.5194/amt-12-4813-2019
_version_ 1809763215482028032