output
19932026
most citedDifferentiable modeling to unify machine learning and physical models and advance Geosciences

466 citations

Showing 2017Show all

10 papers · 1 filter

astro-ph.EP2017★ 52 cited

The Thermophysical Properties of the Bagnold Dunes, Mars: Ground-truthing Orbital Data

Christopher S. Edwards, Sylvain Piqueux, Victoria E. Hamilton +7

In this work, we compare the thermophysical properties and particle sizes derived from the Mars Science Laboratory (MSL) rover's Ground Temperature Sensor (GTS) of the Bagnold dune…

cs.LG2017★ 311 cited

Physics-guided Neural Networks (PGNN): An Application in Lake Temperature Modeling

Arka Daw, Anuj Karpatne, William Watkins +2

This paper introduces a framework for combining scientific knowledge of physics-based models with neural networks to advance scientific discovery. This framework, termed physics-gu…

stat.AP2017

Animal Movement Models for Migratory Individuals and Groups

Mevin B. Hooten, Henry R. Scharf, Trevor J. Hefley +2

Animals often exhibit changes in their behavior during migration. Telemetry data provide a way to observe geographic position of animals over time, but not necessarily changes in t…

astro-ph.IM2017★ 29 cited

Interoperability in Planetary Research for Geospatial Data Analysis

Trent M. Hare, Angelo P. Rossi, Alessandro Frigeri +1

For more than a decade there has been a push in the planetary science community to support interoperable methods for accessing and working with geospatial data. Common geospatial d…

astro-ph.EP2017★ 25 cited

The compositional diversity of non-Vesta basaltic asteroids

Thomas B. Leith, Nicholas A. Moskovitz, Rhiannon G. Mayne +5

We present near-infrared (0.78-2.45 μm) reflectance spectra for nine middle and outer main belt (a > 2.5 AU) basaltic asteroids. Three of these objects are spectrally distinct from…

stat.ME2017

Imputation Approaches for Animal Movement Modeling

Henry R. Scharf, Mevin B. Hooten, Devin S. Johnson

The analysis of telemetry data is common in animal ecological studies. While the collection of telemetry data for individual animals has improved dramatically, the methods to prope…