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A Machine Learning-Based Cloud Detection and Thermodynamic Phase Classification Algorithm using Pass...

A Machine Learning-Based Cloud Detection and Thermodynamic Phase Classification Algorithm using Pass...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_e021388875164c8abbed05c897250d9d

A Machine Learning-Based Cloud Detection and Thermodynamic Phase Classification Algorithm using Passive Spectral Observations

About this item

Full title

A Machine Learning-Based Cloud Detection and Thermodynamic Phase Classification Algorithm using Passive Spectral Observations

Publisher

Goddard Space Flight Center: European Geosciences Union

Journal title

Atmospheric measurement techniques, 2020-05, Vol.13 (5), p.2257-2277

Language

English

Formats

Publication information

Publisher

Goddard Space Flight Center: European Geosciences Union

More information

Scope and Contents

Contents

We trained two Random Forest (RF) machine-learning models for cloud mask and cloud thermodynamic phase detection using spectral observations from VIIRS on Suomi NPP (SNPP). Observations from CALIOP were carefully selected to provide reference labels. The two RF models were trained for all-day and daytime-only conditions using a 4-year collocated VI...

Alternative Titles

Full title

A Machine Learning-Based Cloud Detection and Thermodynamic Phase Classification Algorithm using Passive Spectral Observations

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_e021388875164c8abbed05c897250d9d

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_e021388875164c8abbed05c897250d9d

Other Identifiers

ISSN

1867-1381,1867-8548

E-ISSN

1867-8548

DOI

10.5194/amt-13-2257-2020

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