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

40 citations · 202 across the 10 of their papers we have counts for

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astro-ph.EP2023★ 20 cited

The Role of Giant Impacts in Planet Formation

Travis S. J. Gabriel, Saverio Cambioni

Planets are expected to conclude their growth through a series of giant impacts: energetic, global events that significantly alter planetary composition and evolution. Computer mod…

astro-ph.EP2021★ 23 cited

Collision Chains among the Terrestrial Planets. III. Formation of the Moon

Erik Asphaug, Alexandre Emsenhuber, Saverio Cambioni +2

In the canonical model of Moon formation, a Mars-sized protoplanet "Theia" collides with proto-Earth at close to their mutual escape velocity and a common impact angl…

astro-ph.EP2021★ 16 cited

Collision Chains among the Terrestrial Planets. II. An Asymmetry between Earth and Venus

Alexandre Emsenhuber, Erik Asphaug, Saverio Cambioni +2

During the late stage of terrestrial planet formation, hit-and-run collisions are about as common as accretionary mergers, for expected velocities and angles of giant impacts. Aver…

astro-ph.EP2021★ 22 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.EP2020★ 40 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★ 35 cited

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…