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 in questo prodotto:
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.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/2973706