GEOSCAN: Global Earth Observation using Swarm of Coordinated Autonomous Nanosats
Changrak Choi, Anthony B. Davis

TL;DR
GEOSCAN proposes a constellation of autonomous NanoSats with active steering to enhance Earth observation for improved cloud tomography and climate modeling, integrating innovative hardware and software for real-time, multi-angular atmospheric measurements.
Contribution
This paper introduces the GEOSCAN mission concept, combining coordinated NanoSats with active reconfiguration capabilities for advanced atmospheric remote sensing.
Findings
Feasibility analysis of NanoSat hardware components.
Algorithmic approaches for active steering and coordination.
Potential to improve cloud tomography and climate models.
Abstract
The climate crisis we are facing calls for significant improvements in our understanding of natural phenomena, with clouds being identified as a dominant source of uncertainty. To this end, the emerging field of 3D computed cloud tomography (CCT) aims to more precisely characterize clouds by utilizing multi-dimensional imaging to reconstruct their outer and inner structure. In this paper, we propose a future Earth observation mission concept, driven by the needs of CCT, that operates constellation of NanoSats to provide multi-angular, spectrally-resolved, spatial and temporal scientific measurements of natural atmospheric phenomena. Our proposed mission, GEOSCAN, will on-board active steering capability to rapidly reconfigure networked swarm of autonomous Nanosats to track evolving phenomena of interest, on-demand, in real-time. We present the structure of the GEOSCAN constellation and…
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Taxonomy
TopicsAtmospheric aerosols and clouds
MethodsMulti-Head Attention · Attention Is All You Need · Linear Layer · Layer Normalization · Byte Pair Encoding · Label Smoothing · Dense Connections · Absolute Position Encodings · Convolution · Softmax
