A critical review on the state-of-the-art and future prospects of Machine Learning for Earth Observation Operations

P Miralles, K Thangavel, AF Scannapieco… - Advances in Space …, 2023 - Elsevier
Abstract The continuing Machine Learning (ML) revolution indubitably has had a significant
positive impact on the analysis of downlinked satellite data. Other aspects of the Earth …

Autonomous robotics is driving Perseverance rover's progress on Mars

V Verma, MW Maimone, DM Gaines, R Francis… - Science Robotics, 2023 - science.org
NASA's Perseverance rover uses robotic autonomy to achieve its mission goals on Mars. Its
self-driving autonomous navigation system (AutoNav) has been used to evaluate 88% of the …

Artificial intelligence for long-term robot autonomy: A survey

L Kunze, N Hawes, T Duckett… - IEEE Robotics and …, 2018 - ieeexplore.ieee.org
Autonomous systems will play an essential role in many applications across diverse
domains including space, marine, air, field, road, and service robotics. They will assist us in …

The Next Era for Earth Observation Spacecraft: An Overview of CogniSAT-6

D Rijlaarsdam, T Hendrix, PTT González… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Earth Observation (EO) spacecraft plays a pivotal role in various critical applications
impacting life on Earth. Historically, these systems have adhered to conventional operational …

Distributed earth satellite systems: What is needed to move forward?

D Selva, A Golkar, O Korobova, IL Cruz… - Journal of Aerospace …, 2017 - arc.aiaa.org
EARTH-CENTRIC spacecraft have been designed for decades as monolithic systems, which
are highly integrated systems conceived to fulfill a set of goals satisfying certain user needs …

OPS-SAT spacecraft autonomy with TensorFlow lite, unsupervised learning, and online machine learning

G Labrèche, D Evans, D Marszk… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
OPS-SAT is a 3U CubeSat launched on December 18, 2019, it is the first nanosatellite to be
directly owned and operated by the European Space Agency (ESA). The spacecraft is a …

Enabling radiation tolerant heterogeneous GPU-based onboard data processing in space

FC Bruhn, N Tsog, F Kunkel, O Flordal, I Troxel - CEAS Space Journal, 2020 - Springer
The last decade has seen a dramatic increase in small satellite missions for commercial,
public, and government intelligence applications. Given the rapid commercialization of …

Benchmarking space mission applications on the snapdragon processor onboard the iss

J Swope, F Mirza, E Dunkel, A Candela… - Journal of Aerospace …, 2023 - arc.aiaa.org
Future space missions will process and analyze imagery on board as well as plan and act
more autonomously, placing greater demands on flight computing. Traditional flight …

Mortality selection in a genetic sample and implications for association studies

BW Domingue, DW Belsky, A Harrati… - International journal …, 2017 - academic.oup.com
Background Mortality selection occurs when a non-random subset of a population of interest
has died before data collection and is unobserved in the data. Mortality selection is of …

CubeSatNet: Ultralight Convolutional Neural Network designed for on-orbit binary image classification on a 1U CubeSat

A Maskey, M Cho - Engineering Applications of Artificial Intelligence, 2020 - Elsevier
A 1U CubeSat has severe limitations on size, power and downlink capabilities. Transferring
images taken by imaging payload from orbit can be a challenging. To save time and effort in …