ORE Seminar: Relating Marine Boundary Layer to Surface Layer Stratification
November 10, 3:30pm - 4:30pmMānoa Campus, Zoom Meeting, Please see description for Meeting ID and Passcode
We live in the layer of the atmosphere that extends upward from the ground to a typical height of 1 km. This lower portion of the atmosphere interacts with the ocean and exchanges gas and heat which drives the weather and climate. Datasets describing the lower portion of the atmosphere in the open ocean are sparse. We are motivated to fill this data gap by proposing a marine atmospheric boundary layer state indicator (MABL-SI). The MABL-SI detects stable, near stable, and unstable MABL states, depending on the synthetic aperture radar (SAR) image texture and spectral information from a large catalog of high resolution (5 m) Sentinel-1 SAR images (20x20 km) globally. In particular, we use image texture classification scores from a machine learning algorithm (convolutional neural network) to indicate the three MABL states. The three classes are roughly defined as images that lack any signature of surface wind variability, cases of evident wind streaks, and 3D variation attributed to microscale convection. The bulk Richardson number (Ri) derived from collocated ERA5 surface analyses provides a reference to compare our MABL-SI estimates. Using both Sentinel-1 satellites for 2016-2019, we discriminate between unstable (Ri<-0.012), near neutral (-0.012
Event Sponsor
Ocean and Resources Engineering, Mānoa Campus
More Information
(808) 956-7572,
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ORE Seminar: Relating Marine Boundary Layer to Surface Layer Stratification Mānoa Campus, Zoom Meeting, Please see description for Meeting ID and Passcode
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