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Making the Black Box More Transparent: Understanding the Physical Implications of Machine Learning

Amy McGovern
,
Ryan Lagerquist
,
David John Gagne II
,
G. Eli Jergensen
,
Kimberly L. Elmore
,
Cameron R. Homeyer
, and
Travis Smith

, Canada, Neural Information Processing Systems Foundation. Benjamin , S. , and Coauthors , 2004 : An hourly assimilation–forecast cycle: The RUC . Mon. Wea. Rev. , 132 , 495 – 518 , https://doi.org/10.1175/1520-0493(2004)132<0495:AHACTR>2.0.CO;2 . 10.1175/1520-0493(2004)132<0495:AHACTR>2.0.CO;2 Benjamin , S. , and Coauthors , 2016 : A North American hourly assimilation and model forecast cycle: The Rapid Refresh . Mon. Wea. Rev. , 144 , 1669 – 1694 , https://doi.org/10.1175/MWR-D-15

Journal:
Bulletin of the American Meteorological Society
Volume/Issue:
Volume 100: Issue 11
DOI:
https://doi.org/10.1175/BAMS-D-18-0195.1
Published Online:
Nov 2019
Full access