The Python ARM Radar Toolkit (Py-ART), a Library for Working with Weather Radar Data in the Python Programming Language
The Python ARM Radar Toolkit is a package for reading, visualizing, correcting and analysing data from weather radars. Development began to meet the needs of the Atmospheric Radiation Measurement Climate Research Facility and has since expanded to provide a general-purpose framework for working with...
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| Published in | Journal of open research software Vol. 4; no. 1; pp. 25 - e25 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Ubiquity Press Ltd
18.07.2016
Software Sustainability Institute Ubiquity Press |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2049-9647 2049-9647 |
| DOI | 10.5334/jors.119 |
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| Abstract | The Python ARM Radar Toolkit is a package for reading, visualizing, correcting and analysing data from weather radars. Development began to meet the needs of the Atmospheric Radiation Measurement Climate Research Facility and has since expanded to provide a general-purpose framework for working with data from weather radars in the Python programming language. The toolkit is built on top of libraries in the Scientific Python ecosystem including NumPy, SciPy, and matplotlib, and makes use of Cython for interfacing with existing radar libraries written in C and to speed up computationally demanding algorithms. The source code for the toolkit is available on GitHub and is distributed under a BSD license. Keywords: Python, radar, weather, weather radar, Doppler velocity |
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| AbstractList | The Python ARM Radar Toolkit is a package for reading, visualizing, correcting and analysing data from weather radars. Development began to meet the needs of the Atmospheric Radiation Measurement Climate Research Facility and has since expanded to provide a general-purpose framework for working with data from weather radars in the Python programming language. The toolkit is built on top of libraries in the Scientific Python ecosystem including NumPy, SciPy, and matplotlib, and makes use of Cython for interfacing with existing radar libraries written in C and to speed up computationally demanding algorithms. The source code for the toolkit is available on GitHub and is distributed under a BSD license. The Python ARM Radar Toolkit is a package for reading, visualizing, correcting and analysing data from weather radars. Development began to meet the needs of the Atmospheric Radiation Measurement Climate Research Facility and has since expanded to provide a general-purpose framework for working with data from weather radars in the Python programming language. The toolkit is built on top of libraries in the Scientific Python ecosystem including NumPy, SciPy, and matplotlib, and makes use of Cython for interfacing with existing radar libraries written in C and to speed up computationally demanding algorithms. The source code for the toolkit is available on GitHub and is distributed under a BSD license. Keywords: Python, radar, weather, weather radar, Doppler velocity The Python ARM Radar Toolkit is a package for reading, visualizing, correcting and analysing data from weather radars. Development began to meet the needs of the Atmospheric Radiation Measurement Climate Research Facility and has since expanded to provide a general-purpose framework for working with data from weather radars in the Python programming language. The toolkit is built on top of libraries in the Scientific Python ecosystem including NumPy, SciPy, and matplotlib, and makes use of Cython for interfacing with existing radar libraries written in C and to speed up computationally demanding algorithms. As a result, the source code for the toolkit is available on GitHub and is distributed under a BSD license. |
| Audience | Academic |
| Author | Helmus, Jonathan J Collis, Scott M |
| Author_xml | – sequence: 1 givenname: Jonathan J surname: Helmus fullname: Helmus, Jonathan J – sequence: 2 givenname: Scott M surname: Collis fullname: Collis, Scott M |
| BackLink | https://www.osti.gov/servlets/purl/1339572$$D View this record in Osti.gov |
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| Cites_doi | 10.1175/MWR-D-15-0100.1 10.1175/BAMS-D-14-00220.1 10.1175/2010JAMC2258.1 10.1175/1520-0493(1959)087<0367:AOOAS>2.0.CO;2 10.1109/MCSE.2007.58 10.1504/IJCSE.2009.029165 10.1063/1.1554135 10.1175/BAMS-D-13-00240.1 10.1175/1520-0426(2001)018<1674:ARTFDD>2.0.CO;2 10.1364/AO.41.007437 10.1175/BAMS-D-11-00218.1 10.1109/MCSE.2007.55 10.5194/hess-17-863-2013 10.1175/1520-0450(1964)003<0396:ATFMDI>2.0.CO;2 10.1175/JTECH-D-12-00147.1 |
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| References | Lang (key20160718091133_B31) 2015 Pedregosa (key20160718091133_B24) 2011; 12 Hunter (key20160718091133_B16) 2007; 9 Gu (key20160718091133_B9) 2011; 50 key20160718091133_B27 Herráez (key20160718091133_B7) 2002; 41 Doviak (key20160718091133_B1) 2006 van Rossum (key20160718091133_B13) 1995 key20160718091133_B32 Heistermann (key20160718091133_B19) 2014; 96 Guy (key20160718091133_B30) 2015 Peterson (key20160718091133_B20) 2009; 4 Oliphant (key20160718091133_B14) 2007; 9 Abdul-Rahman (key20160718091133_B8) 2005 James (key20160718091133_B6) 2001; 18 Giangrande (key20160718091133_B10) 2013; 30 Bringi (key20160718091133_B2) 2005 Lier-Walqui (key20160718091133_B25) 2015; 144 Barnes (key20160718091133_B12) 1964; 3 Ackerman (key20160718091133_B3) 2003; 56 Unidata (key20160718091133_B17) key20160718091133_B18 key20160718091133_B15 key20160718091133_B22 key20160718091133_B23 key20160718091133_B21 Heistermann (key20160718091133_B29) 2015; 96 Heistermann (key20160718091133_B26) 2013; 17 Mather (key20160718091133_B4) 2012; 94 key20160718091133_B5 Michelson (key20160718091133_B28) 2012 Cressman (key20160718091133_B11) 1959; 87 |
| References_xml | – ident: key20160718091133_B21 – ident: key20160718091133_B23 – volume: 144 start-page: 737 issue: 2 year: 2015 ident: key20160718091133_B25 article-title: ‘On Polarimetric Radar Signatures of Deep Convection for Model Evaluation: Columns of Specific Differential Phase Observed during MC3E’ publication-title: Monthly Weather Review doi: 10.1175/MWR-D-15-0100.1 – volume: 96 start-page: 1641 year: 2015 ident: key20160718091133_B29 article-title: ‘An Open Virtual Machine for Cross-Platform Weather Radar Science,’ publication-title: Bull. Am. Meteorol. Soc doi: 10.1175/BAMS-D-14-00220.1 – ident: key20160718091133_B17 article-title: ‘Network Common Data Form (netCDF)’ – ident: key20160718091133_B27 – volume: 50 start-page: 39 issue: 1 year: 2011 ident: key20160718091133_B9 article-title: ‘Polarimetric Attenuation Correction in Heavy Rain at C Band,’ publication-title: J. Appl. Meteorol. Clim doi: 10.1175/2010JAMC2258.1 – volume: 87 start-page: 367 issue: 10 year: 1959 ident: key20160718091133_B11 article-title: ‘An operational objective analysis system,’ publication-title: Mon. Weather Rev doi: 10.1175/1520-0493(1959)087<0367:AOOAS>2.0.CO;2 – volume: 9 start-page: 10 issue: 3 year: 2007 ident: key20160718091133_B14 article-title: “Python for Scientific Computing,” publication-title: Comput. Sci. Eng doi: 10.1109/MCSE.2007.58 – volume: 4 start-page: 296 issue: 4 year: 2009 ident: key20160718091133_B20 article-title: ‘F2PY: a tool for connecting Fortran and Python programs,’ publication-title: Int. J. Comput. Sci. Eng doi: 10.1504/IJCSE.2009.029165 – year: 2005 ident: key20160718091133_B2 – volume: 56 start-page: 38 issue: 1 year: 2003 ident: key20160718091133_B3 article-title: ‘The Atmospheric Radiation Measurement Program,’ publication-title: Phys. Today doi: 10.1063/1.1554135 – volume: 96 start-page: 117 issue: 1 year: 2014 ident: key20160718091133_B19 article-title: ‘The Emergence of Open-Source Software for the Weather Radar Community,’ publication-title: Bull. Am. Meteorol. Soc doi: 10.1175/BAMS-D-13-00240.1 – ident: key20160718091133_B32 – year: 2006 ident: key20160718091133_B1 – year: 2012 ident: key20160718091133_B28 article-title: ‘Advanced weather radar networking with BALTRAD+,’ – volume: 18 start-page: 1674 issue: 10 year: 2001 ident: key20160718091133_B6 article-title: ‘A real-time four-dimensional Doppler dealiasing scheme,’ publication-title: J. Atmospheric Ocean. Technol doi: 10.1175/1520-0426(2001)018<1674:ARTFDD>2.0.CO;2 – ident: key20160718091133_B15 – year: 2015 ident: key20160718091133_B30 article-title: ‘artview: ARTview release 1.0’ – ident: key20160718091133_B22 – volume: 41 start-page: 7437 issue: 35 year: 2002 ident: key20160718091133_B7 article-title: ‘Fast two-dimensional phase-unwrapping algorithm based on sorting by reliability following a noncontinuous path,’ publication-title: Appl. Opt doi: 10.1364/AO.41.007437 – volume: 94 start-page: 377 issue: 3 year: 2012 ident: key20160718091133_B4 article-title: ‘The Arm Climate Research Facility: A Review of Structure and Capabilities,’ publication-title: Bull. Am. Meteorol. Soc doi: 10.1175/BAMS-D-11-00218.1 – volume: 9 start-page: 90 issue: 3 year: 2007 ident: key20160718091133_B16 article-title: ‘Matplotlib: A 2D Graphics Environment,’ publication-title: Comput. Sci. Eng doi: 10.1109/MCSE.2007.55 – volume: 12 start-page: 2825 year: 2011 ident: key20160718091133_B24 article-title: ‘Scikit-learn: Machine Learning in Python,’ publication-title: J. Mach. Learn. Res – volume: 17 start-page: 863 issue: 2 year: 2013 ident: key20160718091133_B26 article-title: ‘Technical Note: An open source library for processing weather radar data (wradlib),’ publication-title: Hydrol. Earth Syst. Sci doi: 10.5194/hess-17-863-2013 – ident: key20160718091133_B5 – volume: 3 start-page: 396 issue: 4 year: 1964 ident: key20160718091133_B12 article-title: ‘A Technique for Maximizing Details in Numerical Weather Map Analysis,’ publication-title: J. Appl. Meteorol doi: 10.1175/1520-0450(1964)003<0396:ATFMDI>2.0.CO;2 – ident: key20160718091133_B18 – year: 2015 ident: key20160718091133_B31 article-title: ‘Python-based scientific analysis and visualization of precipitation systems at NASA Marshall Space Flight Center’ – start-page: 32 year: 2005 ident: key20160718091133_B8 article-title: ‘Fast three-dimensional phase-unwrapping algorithm based on sorting by reliability following a non-continuous path,’ – volume: 30 start-page: 1716 issue: 8 year: 2013 ident: key20160718091133_B10 article-title: ‘An Application of Linear Programming to Polarimetric Radar Differential Phase Processing,’ publication-title: J. Atmospheric Ocean. Technol doi: 10.1175/JTECH-D-12-00147.1 – year: 1995 ident: key20160718091133_B13 |
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| SubjectTerms | Algorithms Data processing doppler velocity Engineering research MATHEMATICS AND COMPUTING Meteorological radar stations Methods Python Python (Programming language) Python, radar, weather, weather radar, Doppler velocity Radar Technology application weather Weather forecasting weather radar |
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| Title | The Python ARM Radar Toolkit (Py-ART), a Library for Working with Weather Radar Data in the Python Programming Language |
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