Search Results for author: Hanno Rein

Found 13 papers, 10 papers with code

A Bayesian neural network predicts the dissolution of compact planetary systems

2 code implementations11 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.

BIG-bench Machine Learning Time Series Analysis

A repository of vanilla long term integrations of the Solar System

no code implementations9 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

Predicting the long-term stability of compact multiplanet systems

1 code implementation13 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

REBOUNDx: A Library for Adding Conservative and Dissipative Forces to Otherwise Symplectic N-body Integrations

1 code implementation15 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

High order symplectic integrators for planetary dynamics and their implementation in REBOUND

no code implementations25 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

Hybrid Symplectic Integrators for Planetary Dynamics

no code implementations12 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

JANUS: A bit-wise reversible integrator for N-body dynamics

1 code implementation25 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

A new paradigm for reproducing and analyzing N-body simulations of planetary systems

1 code implementation25 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

Second-order variational equations for N-body simulations

1 code implementation10 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

WHFast: A fast and unbiased implementation of a symplectic Wisdom-Holman integrator for long term gravitational simulations

1 code implementation2 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

IAS15: A fast, adaptive, high-order integrator for gravitational dynamics, accurate to machine precision over a billion orbits

1 code implementation16 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

A proposal for community driven and decentralized astronomical databases and the Open Exoplanet Catalogue

6 code implementations29 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

REBOUND: An open-source multi-purpose N-body code for collisional dynamics

1 code implementation21 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

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