Global Surface Winds and Aeolian Sediment Pathways on Mars from the Morphology of Barchan Dunes

Abstract

In the absence of consistent meteorological data on Mars, the morphology of dunes can be employed to study its atmosphere. Specifically, barchan dunes, which form under approximately unimodal winds, are reliable proxies for the dominant wind direction. Here, we characterize near-surface winds on Mars from the morphology of >106 barchans mapped globally on the planet by a convolutional neural network. Barchan migration is predominantly aligned with the global circulation: northerly at mid-latitudes and cyclonic near the north pole, with the addition of an anti-cyclonic north-polar component that likely originates from winds emerging from the ice cap. Locally, migration directions deviate from regional trends in areas with high topographic roughness. Notably, obstacles <100 km such as impact craters are efficient at deflecting surface winds. Our database, which provides insights into planetary-scale aeolian processes on modern-day Mars, can be used to constrain global circulation models to assist with predictions for future missions.

Automatic Characterization of Boulders on Planetary Surfaces From High‐Resolution Satellite Images

“…Mask R‐CNN is widely used in computer vision applications such as autonomous driving, robotics, and medical imaging (Fang et al., 2023; Jia et al., 2020; Johnson, 2018; Malbog, 2019; Shu et al., 2020). Moreover, it has previously been used for studying surface processes from satellite imagery, yielding sufficient accuracy in characterizing the morphometrics of various landforms (e.g., up to ∼80% mean average precision (AP) for planetary dunes and boulders; Rubanenko et al., 2021; 2022; 2023; Shimizu et al., 2022).…”