The Moon is an archive of the history of the Solar System, as it has recorded and preserved physical events that have occurred over billions of years. NASA’s Lunar Reconnaissance Orbiter (LRO) has been studying the lunar surface for more than 13 years, and its datasets contain valuable information about the evolution of the Moon. However, the vast amount and heterogeneous nature of data collected by LRO make the extraction of scientific insights very challenging - in the past most analyses relied on human review. Here, we present NEPHTHYS, an automated solution for discovering thermophysical changes on the surface using one of LRO’s largest datasets: the thermal data collected by its Diviner instrument. Specifically, NEPHTHYS is able to perform systematic, efficient, and large-scale change detection of present-day impact craters on the surface. Further work could enable more comprehensive studies of lunar surface impact flux rates and surface evolution rates, providing critical new information for future missions.
Thermophysical Change Detection on the Moon with the Lunar Reconnaissance Orbiter Diviner sensor / Bucci, Silvia; Ignacio Delgado Centeno, Jose; Gaffinet, Ben; Liang, Ziyi; Bickel, Valentin; Moseley, Ben; Olivares-Mendez, Miguel. - (2022). (Intervento presentato al convegno Neural Information Processing Systems "Machine Learning and the Physical Sciences" Workshop (ML4PS) tenutosi a New Orleans, Louisiana).
Thermophysical Change Detection on the Moon with the Lunar Reconnaissance Orbiter Diviner sensor
Silvia Bucci;
2022
Abstract
The Moon is an archive of the history of the Solar System, as it has recorded and preserved physical events that have occurred over billions of years. NASA’s Lunar Reconnaissance Orbiter (LRO) has been studying the lunar surface for more than 13 years, and its datasets contain valuable information about the evolution of the Moon. However, the vast amount and heterogeneous nature of data collected by LRO make the extraction of scientific insights very challenging - in the past most analyses relied on human review. Here, we present NEPHTHYS, an automated solution for discovering thermophysical changes on the surface using one of LRO’s largest datasets: the thermal data collected by its Diviner instrument. Specifically, NEPHTHYS is able to perform systematic, efficient, and large-scale change detection of present-day impact craters on the surface. Further work could enable more comprehensive studies of lunar surface impact flux rates and surface evolution rates, providing critical new information for future missions.File | Dimensione | Formato | |
---|---|---|---|
NeurIPS_ML4PS_2022_174.pdf
accesso aperto
Tipologia:
2a Post-print versione editoriale / Version of Record
Licenza:
PUBBLICO - Tutti i diritti riservati
Dimensione
1.82 MB
Formato
Adobe PDF
|
1.82 MB | Adobe PDF | Visualizza/Apri |
Pubblicazioni consigliate
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
https://hdl.handle.net/11583/2973706