Davide Gerosa

Surrkick: Black-hole kicks from numerical-relativity surrogate models

Check me out on github.com/dgerosa/surrkick.

Binary black holes radiate linear momentum in gravitational waves as they merge. Recoils imparted to the black-hole remnant can reach thousands of km/s, thus ejecting black holes from their host galaxies. We exploit recent advances in gravitational waveform modeling to quickly and reliably extract recoils imparted to generic, precessing, black hole binaries. Our procedure uses a numerical-relativity surrogate model to obtain the gravitational waveform given a set of binary parameters, then from this waveform we directly integrate the gravitational-wave linear momentum flux. This entirely bypasses the need of fitting formulae which are typically used to model black-hole recoils in astrophysical contexts. We provide a thorough exploration of the black-hole kick phenomenology in the parameter space, summarizing and extending previous numerical results on the topic. Our extraction procedure is made publicly available as a module for the Python programming language named surrkick. Kick evaluations take 0.1s on a standard off-the-shelf machine, thus making our code ideal to be ported to large-scale astrophysical studies.


When using surrkick in any published work, please cite the paper describing its implementation:

  • Black-hole kicks from numerical-relativity surrogate models. Davide Gerosa, Francois Hebert, Leo C. Stein. arXiv:1802.04276

The code is developed and maintained by Davide Gerosa, Francois Hebert and Leo Stein. We thank Jonathan Blackman, Chad Galley, Mark Scheel, Ulrich Sperhake, Saul Teukolsky and Vijay Varma for various discussions and technical help.


DOI Stable version released together with the first arxiv submission of arXiv:1802.04276.


surrkick is a python module, uploaded to the Python Package index. Installation is as easy as

pip install surrkick

The SXS surrogate model NRSur7dq2 and a few other dependencies will be installed together with surrkick. If you don't have it already, you might need to manually install numpy beforehand (that's pip install numpy). You can try some functionalities with

import surrkick

Main functions

The core of the code consists of a single class, surrkick, whose methods allow to extract radiated energy, linear momentum (kicks) and angular momentum from the underlying waveform approximant. The main methods are:

  • sur(): Instance of the surrogate class from NRSur7dq2
  • q: Binary mass ratio 0.5<=q<=1 (Default: q=1).
  • chi1: Spin vector of the heavier BH at t_ref (Default chi1=[0,0,0]).
  • chi2: Spin vector of the lighter BH at t_ref (Default chi2=[0,0,0]).
  • t_ref: Reference time -4500<=t_ref/M<=-100 (Default t_ref/M=100).
  • times: Time nodes -4500<=t_i/M<=-100
  • lmax: Largest available l-mode (lmax=4 in NRSur7dq2).
  • h(l,m): Modes of the complex GW strain.
  • hdot(l,m): Modes of the time derivative of the GW strain.
  • dEdt: Energy flux dE/dt.
  • Eoft: Radiated energy profile E(t).
  • Erad: Total radiated energy.
  • Moft: Mass profile M(t).
  • Mfin: Mass of the remnant BH.
  • dPdt: Linear momentum flux dP/dt.
  • Poft: Radiated linear momentum profile P(t).
  • Prad: Total radiated linear momentum.
  • voft: Recoil velocity profile v(t).
  • kickcomp: Kick velocity, vector.
  • kick: Kick velocity, magnitude vk
  • kickdir: Kick velocity, unit vector.
  • dJdt: Angular momentum flux dJ/dt.
  • Joft: Radiated angular momentum profile J(t).
  • Jrad: Total radiated angular momentum.
  • xoft: Center-of-mass trajectory x(t).

The class plots contains script to reproduce all figures and results in arXiv:1802.04276. You can explore its methods with, e.g. help(surrkick.plots).


The source code for the surrkick.plots.minimal() method mentioned above is

import surrkick
import matplotlib.pyplot as plt
print 'vk/c=', sk.kick

If you try it, you should get a printout that reads vk/c= 0.00384... and this plot: minimal


Here are some animations produced with surrkick.

Left panel of Fig. 2 from 1802.04276

Middle panel of Fig. 2 from 1802.04276

Right panel of Fig. 2 from 1802.04276

Center of mass trajectory x(t) for three binary configurations as described in the legends. The circle markers on each curve correspond to t=0. The left panel shows a recoil due to mass asymmetry only: the center of mass oscillates in the orbital plane during the inspiral and is finally pushed after merger. The middle panel shows a complicated interplay of mass and spin asymmetry, with the initial oscillations being greatly distorted at merger by the superkick effect. Finally, the right panel shows the simpler trajectory of a binary receiving a very large kick of ∼ 3000 km/s. An animated version of this figure is available at davidegerosa.com/surrkick.