WE4.R4.6

Minimizing Calibrated Measurement Uncertainties Using Convolutional Neural Networks

John Bradburn, Mustafa Aksoy, University at Albany, SUNY, United States

Session:
WE4.R4: Advances in Microwave Radiometer Calibration Oral

Track:
Sensors, Instruments and Calibration

Location:
Conference Hall 1

Presentation Time:
Wed, 10 Jul, 18:30 - 18:44

Session Co-Chairs:
Hu Yang, University of Maryland and Sidharth Misra, JPL, CalTech
Presentation
Discussion
Resources
No resources available.
Session WE4.R4
WE4.R4.1: VALIDATION OF THE CALIBRATED MICROWAVE LUNAR RADIATIVE TRANSFER MODEL(CMLRTM) WITH THE NOAA-21 ATMS TWO-DIMENSION MOON OBSERVATIONS
Hu Yang, Xingming Liang, University of Maryland, United States; Flavio Sanchez, Ninghai Sun, Siena Iacovazzi, NOAA, United States; Edward Kim, Matthew Sammons, Cheng-Hsuan Lyu, Alexandra Bringer, NASA, United States; James Fuentes, James Kam, Northrop Grumman, United States
WE4.R4.2: INTERCALIBRATION OF FY-3D MWHS-II WATER VAPOR ABSORPTION CHANNELS AGAINST S-NPP ATMS CHANNELS USING THE DOUBLE DIFFERENCE METHOD
Yi-Fan Zhang, Geng-Ming Jiang, Fudan University, China
WE4.R4.3: W-BAND INTERNAL CALIBRATION SUBSYSTEM FOR SPACE BASED MICROWAVE RADIOMETERS
Mikko Kotiranta, Axel Murk, University of Bern, Switzerland; Michael Brandt, Jens Goliasch, Bertrand Thomas, RPG Radiometer Physics GmbH, Germany; Janet Charlton, Mark Jarrett, JCR Systems Ltd, United Kingdom; Petri Piironen, European Space Agency, Netherlands
WE4.R4.4: CHARACTERIZATION OF MICROWAVE BLACKBODY WITH MONOSTATIC MEASUREMENT
Dazhen Gu, National Institute of Standards and Technology, United States; Jonah Smith, Adam Whitney, Colorado State University, United States; Omar Khatib, Natalie Rozman, Amanda Gregg, Willie Padilla, Duke University, United States; William Deal, Northrop Grumman, United States; Steven Reising, Colorado State University, United States
WE4.R4.5: THE UNIQUE SPECTRAL CALIBRATION SCHEME OF THE MICROWAVE ELECTROJET MAGNETOGRAM RADIOMETER INSTRUMENT ON THE ELECTROJET ZEEMAN IMAGING EXPLORER MISSION
Sidharth Misra, Sharmila Padmanabhan, Pekka Kangaslahti, JPL, CalTech, United States; Jeng-Hwa Yee, APL, JHU, United States
WE4.R4.6: Minimizing Calibrated Measurement Uncertainties Using Convolutional Neural Networks
John Bradburn, Mustafa Aksoy, University at Albany, SUNY, United States
WE4.R4.7: A DEEP LEARNING APPROACH FOR HIGH-ACCURACY RADIOMETER CALIBRATION USING SMAP SATELLITE DATA
Ahmed Manavi Alam, Mississippi State University, United States; Mehmet Kurum, University of Georgia, United States; Mehmet Ogut, Jet Propulsion Laboratory, California Institute of Technology, United States; Ali Cafer Gurbuz, Mississippi State University, United States
Resources
No resources available.