2 code implementations • 11 Jan 2021 • Miles Cranmer, Daniel Tamayo, Hanno Rein, Peter Battaglia, Samuel Hadden, Philip J. Armitage, Shirley Ho, David N. Spergel
Our model, trained directly from short N-body time series of raw orbital elements, is more than two orders of magnitude more accurate at predicting instability times than analytical estimators, while also reducing the bias of existing machine learning algorithms by nearly a factor of three.
no code implementations • 9 Dec 2020 • Garett Brown, Hanno Rein
We share the source code and a 121 GB dataset of 96 long-term N-body simulations of the Solar System.
Earth and Planetary Astrophysics
1 code implementation • 13 Jul 2020 • Daniel Tamayo, Miles Cranmer, Samuel Hadden, Hanno Rein, Peter Battaglia, Alysa Obertas, Philip J. Armitage, Shirley Ho, David Spergel, Christian Gilbertson, Naireen Hussain, Ari Silburt, Daniel Jontof-Hutter, Kristen Menou
Our Stability of Planetary Orbital Configurations Klassifier (SPOCK) predicts stability using physically motivated summary statistics measured in integrations of the first $10^4$ orbits, thus achieving speed-ups of up to $10^5$ over full simulations.
Earth and Planetary Astrophysics
1 code implementation • 15 Aug 2019 • Daniel Tamayo, Hanno Rein, Pengshuai Shi, David M. Hernandez
We release REBOUNDx, an open-source C library for incorporating additional effects into REBOUND N-body integrations, together with a convenient Python wrapper.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics
no code implementations • 25 Jul 2019 • Hanno Rein, Daniel Tamayo, Garett Brown
Since some of these methods are harder to implement and not as readily available to astronomers compared to the standard WH method, they are not used as often.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Computational Physics
no code implementations • 12 Mar 2019 • Hanno Rein, David M. Hernandez, Daniel Tamayo, Garett Brown, Emily Eckels, Emma Holmes, Michelle Lau, Rejean Leblanc, Ari Silburt
A hybrid integrator achieves high accuracy during close encounters by using a high order integration scheme for the duration of the encounter while otherwise using a standard 2nd order Wisdom-Holman scheme, thereby optimizing both speed and accuracy.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Dynamical Systems
1 code implementation • 25 Apr 2017 • Hanno Rein, Daniel Tamayo
We discuss the implementation ofJANUS and present tests of its accuracy and speed by performing and analyzing long-term integrations of the Solar System.
Instrumentation and Methods for Astrophysics Cosmology and Nongalactic Astrophysics Earth and Planetary Astrophysics
1 code implementation • 25 Jan 2017 • Hanno Rein, Daniel Tamayo
The reproducibility of experiments is one of the main principles of the scientific method.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics
1 code implementation • 10 Mar 2016 • Hanno Rein, Daniel Tamayo
First-order variational equations are widely used in N-body simulations to study how nearby trajectories diverge from one another.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Classical Analysis and ODEs Dynamical Systems
1 code implementation • 2 Jun 2015 • Hanno Rein, Daniel Tamayo
We implement symplectic correctors up to order eleven that significantly reduce the energy error.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Numerical Analysis Chaotic Dynamics Computational Physics
1 code implementation • 16 Sep 2014 • Hanno Rein, David S. Spiegel
The algorithm can handle close encounters and high-eccentricity orbits.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Solar and Stellar Astrophysics Numerical Analysis
6 code implementations • 29 Nov 2012 • Hanno Rein
It is the only catalogue that can correctly represent the orbital structure of planets in arbitrary binary, triple and quadruple star systems, as well as orphan planets.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Computational Physics Data Analysis, Statistics and Probability
1 code implementation • 21 Oct 2011 • Hanno Rein, Shang-Fei Liu
The performance of the plane-sweep algorithm is superior to a tree code for simulations in which one dimension is much longer than the other two and in simulations which are quasi-two dimensional with less than one million particles.
Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Dynamical Systems Computational Physics