Development of a Method to Detect High Ice Water Content Environments Using Machine Learning

AbstractThis paper describes development of a method for discriminating high ice water content (HIWC) conditions that can disrupt jet-engine performance in commuter and large transport aircraft. Us...

[1]  B. Efron Bootstrap Methods: Another Look at the Jackknife , 1979 .

[2]  David P. Yorty,et al.  WHERE ARE THE MOST INTENSE THUNDERSTORMS ON EARTH , 2006 .

[3]  C. Williams,et al.  High ice water content at low radar reflectivity near deep convection – Part 1: Consistency of in situ and remote-sensing observations with stratiform rain column simulations , 2015 .

[4]  Jan Fokke Meirink,et al.  Analysis of geostationary satellite derived cloud parameters associated with high ice water content environments , 2016 .

[5]  Mengistu Wolde,et al.  Evaluation of a high‐resolution numerical weather prediction model's simulated clouds using observations from CloudSat, GOES‐13 and in situ aircraft , 2018, Quarterly Journal of the Royal Meteorological Society.

[6]  H. Hotelling Relations Between Two Sets of Variates , 1936 .

[7]  Sim D. Aberson,et al.  A Pronounced Upper-Tropospheric Warm Anomaly Encountered by the NOAA G-IV Aircraft in the Vicinity of Deep Convection , 2002 .

[8]  Joseph P. Romano,et al.  The stationary bootstrap , 1994 .

[9]  Barbara G. Brown,et al.  Current Icing Potential: Algorithm Description and Comparison with Aircraft Observations , 2005 .

[10]  R. Lawson,et al.  Cloud particle measurements in thunderstorm anvils and possible weather threat to aviation , 1996 .

[11]  E. Fontaine,et al.  Ice crystal sizes in high ice water content clouds. Part 2: Statistics of mass diameter percentiles in tropical convection observed during the HAIC/HIWC project. , 2017 .

[12]  Xiangqian Wu,et al.  From Photons to Pixels: Processing Data from the Advanced Baseline Imager , 2018, Remote. Sens..

[13]  Steven Platnick,et al.  High Cloud Properties from Three Years of MODIS Terra and Aqua Collection-4 Data over the Tropics , 2007 .

[14]  Eric Defer,et al.  Detecting Clouds Associated with Jet Engine Ice Crystal Icing. , 2019, Bulletin of the American Meteorological Society.

[15]  Sunny Sun-Mack,et al.  CERES Edition-2 Cloud Property Retrievals Using TRMM VIRS and Terra and Aqua MODIS Data—Part I: Algorithms , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[16]  W. Hall,et al.  Electric Fields, Cloud Microphysics, and Reflectivity in Anvils of Florida Thunderstorms , 2007 .

[17]  Patrick Minnis,et al.  Properties of small cirrus ice crystals from commercial aircraft measurements and implications for flight operations , 2015 .

[18]  E. Fontaine,et al.  The Measured Relationship between Ice Water Content and Cloud Radar Reflectivity in Tropical Convective Clouds , 2016 .

[19]  William L. Smith,et al.  A Prototype Method for Diagnosing High Ice Water Content Probability Using Satellite Imager Data. , 2017, Atmospheric measurement techniques.

[20]  Flora J. Logan-Klumpler,et al.  Implementation of the initial ACCESS numerical weather prediction system , 2013 .