32 citations · 97 across the 8 of their papers we have counts for
8 papers
Science Autonomy using Machine Learning for Astrobiology
Victoria Da Poian, Bethany Theiling, Eric Lyness +13
In recent decades, artificial intelligence (AI) including machine learning (ML) have become vital for space missions enabling rapid data processing, advanced pattern recognition, a…
The case for studying other planetary magnetospheres and atmospheres in Heliophysics
Ian J. Cohen, Chris Arridge, Abigail Azari +37
Heliophysics is the field that "studies the nature of the Sun, and how it influences the very nature of space - and, in turn, the atmospheres of planetary bodies and the technology…
Magnetic Field Draping in Induced Magnetospheres: Evidence from the MAVEN Mission to Mars
A. R. Azari, E. Abrahams, F. Sapienza +8
The Mars Atmosphere and Volatile EvolutioN (MAVEN) mission has been orbiting Mars since 2014 and now has over 10,000 orbits which we use to characterize Mars' dynamic space environ…
Advancing the Scientific Frontier with Increasingly Autonomous Systems
Rashied Amini, Abigail Azari, Shyam Bhaskaran +19
A close partnership between people and partially autonomous machines has enabled decades of space exploration. But to further expand our horizons, our systems must become more capa…
Integrating Machine Learning for Planetary Science: Perspectives for the Next Decade
Abigail R. Azari, John B. Biersteker, Ryan M. Dewey +13
Machine learning (ML) methods can expand our ability to construct, and draw insight from large datasets. Despite the increasing volume of planetary observations, our field has seen…
Incorporating Physical Knowledge into Machine Learning for Planetary Space Physics
A. R. Azari, J. W. Lockhart, M. W. Liemohn +1
Recent improvements in data collection volume from planetary and space physics missions have allowed the application of novel data science techniques. The Cassini mission for examp…
The STONE curve: A ROC-derived model performance assessment tool
Michael W. Liemohn, Abigail R. Azari, Natalia Ganushkina +1
A new model validation and performance assessment tool is introduced, the sliding threshold of observation for numeric evaluation (STONE) curve. It is based on the relative operati…
Solar System Ice Giants: Exoplanets in our Backyard
Abigail Rymer, Kathleen Mandt, Dana Hurley +110
Future remote sensing of exoplanets will be enhanced by a thorough investigation of our solar system Ice Giants (Neptune-size planets). What can the configuration of the magnetic f…