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20112022
most citedRealistic On-the-fly Outcomes of Planetary Collisions II: Bringing Machine Learning to N-body Simulations

40 citations · 120 across the 6 of their papers we have counts for

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9 papers · 1 filter

astro-ph.EP20223 cited

SPH simulations of high-speed collisions between asteroids and comets

J. Rozehnal, M. Brož, D. Nesvorný +4

We studied impact processes by means of smoothed-particle hydrodynamics (SPH) simulations. The method was applied to modeling formation of main-belt families during the cometary bo…

astro-ph.EP202122 cited

The Effect of Inefficient Accretion on Planetary Differentiation

Saverio Cambioni, Seth A. Jacobson, Alexandre Emsenhuber +5

Pairwise collisions between terrestrial embryos are the dominant means of accretion during the last stage of planet formation. Hence, their realistic treatment in N-body studies is…

astro-ph.EP202040 cited

Realistic On-the-fly Outcomes of Planetary Collisions II: Bringing Machine Learning to N-body Simulations

Alexandre Emsenhuber, Saverio Cambioni, Erik Asphaug +3

Terrestrial planet formation theory is at a bottleneck, with the growing realization that pairwise collisions are treated far too simply. Here, and in our companion paper (Cambioni…

astro-ph.EP2019

Realistic On-The-Fly Outcomes of Planetary Collisions: Machine Learning Applied to Simulations of Giant Impacts

Saverio Cambioni, Erik Asphaug, Alexandre Emsenhuber +3

Planet formation simulations are capable of directly integrating the evolution of hundreds to thousands of planetary embryos and planetesimals, as they accrete pairwise to become p…

astro-ph.EP201922 cited

Constraining the Thermal Properties of Planetary Surfaces using Machine Learning: Application to Airless Bodies

Saverio Cambioni, Marco Delbo, Andrew J. Ryan +2

We present a new method for the determination of the surface properties of airless bodies from measurements of the emitted infrared flux. Our approach uses machine learning techniq…

astro-ph.EP2018

Exoplanet Science Priorities from the Perspective of Internal and Surface Processes for Silicate and Ice Dominated Worlds

Wade G. Henning, Joseph P. Renaud, Avi M. Mandell +35

The geophysics of extrasolar planets is a scientific topic often regarded as standing largely beyond the reach of near-term observations. This reality in no way diminishes the cent…