Fast and Accurate Prediction of Numerical Relativity Waveforms from Binary Black Hole Coalescences Using Surrogate Models

被引:126
|
作者
Blackman, Jonathan [1 ]
Field, Scott E. [2 ]
Galley, Chad R. [1 ]
Szilagyi, Bela [1 ]
Scheel, Mark A. [1 ]
Tiglio, Manuel [3 ]
Hemberger, Daniel A. [1 ]
机构
[1] CALTECH, Walter Burke Inst Theoret Phys, TAPIR, Pasadena, CA 91125 USA
[2] Cornell Univ, Ctr Radiophys & Space Res, Ithaca, NY 14853 USA
[3] Univ Calif San Diego, San Diego Supercomp Ctr, Ctr Computat Math, Ctr Astrophys & Space Sci, La Jolla, CA 92093 USA
基金
美国国家科学基金会; 加拿大自然科学与工程研究理事会;
关键词
D O I
10.1103/PhysRevLett.115.121102
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Simulating a binary black hole coalescence by solving Einstein's equations is computationally expensive, requiring days to months of supercomputing time. Using reduced order modeling techniques, we construct an accurate surrogate model, which is evaluated in a millisecond to a second, for numerical relativity (NR) waveforms from nonspinning binary black hole coalescences with mass ratios in [1, 10] and durations corresponding to about 15 orbits before merger. We assess the model's uncertainty and show that our modeling strategy predicts NR waveforms not used for the surrogate's training with errors nearly as small as the numerical error of the NR code. Our model includes all spherical-harmonic Y--2(lm) waveform modes resolved by the NR code up to l = 8. We compare our surrogate model to effective one body waveforms from 50M(circle dot) to 300M(circle dot) for advanced LIGO detectors and find that the surrogate is always more faithful (by at least an order of magnitude in most cases).
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Surrogate model of hybridized numerical relativity binary black hole waveforms
    Varma, Vijay
    Field, Scott E.
    Scheel, Mark A.
    Blackman, Jonathan
    Kidder, Lawrence E.
    Pfeiffer, Harald P.
    [J]. PHYSICAL REVIEW D, 2019, 99 (06)
  • [2] A Surrogate model of gravitational waveforms from numerical relativity simulations of precessing binary black hole mergers
    Blackman, Jonathan
    Field, Scott E.
    Scheel, Mark A.
    Galley, Chad R.
    Hemberger, Daniel A.
    Schmidt, Patricia
    Smith, Rory
    [J]. PHYSICAL REVIEW D, 2017, 95 (10)
  • [3] Characterization of numerical relativity waveforms of eccentric binary black hole mergers
    Habib, Sarah
    Huerta, E. A.
    [J]. PHYSICAL REVIEW D, 2019, 100 (04)
  • [4] Template banks for binary black hole searches with numerical relativity waveforms
    Kumar, Prayush
    MacDonald, Ilana
    Brown, Duncan A.
    Pfeiffer, Harald P.
    Cannon, Kipp
    Boyle, Michael
    Kidder, Lawrence E.
    Mroue, Abdul H.
    Scheel, Mark A.
    Szilagyi, Bela
    Zenginoglu, Anil
    [J]. PHYSICAL REVIEW D, 2014, 89 (04):
  • [5] Black-hole kicks from numerical-relativity surrogate models
    Gerosa, Davide
    Hebert, Francois
    Stein, Leo C.
    [J]. PHYSICAL REVIEW D, 2018, 97 (10)
  • [6] Initial data and eccentricity reduction toolkit for binary black hole numerical relativity waveforms
    Habib, Sarah
    Ramos-Buades, Antoni
    Huerta, E. A.
    Husa, Sascha
    Haas, Roland
    Etienne, Zachariah
    [J]. CLASSICAL AND QUANTUM GRAVITY, 2021, 38 (12)
  • [7] Characteristic extraction in numerical relativity: binary black hole merger waveforms at null infinity
    Reisswig, C.
    Bishop, N. T.
    Pollney, D.
    Szilagyi, B.
    [J]. CLASSICAL AND QUANTUM GRAVITY, 2010, 27 (07)
  • [8] Fast Prediction and Evaluation of Gravitational Waveforms Using Surrogate Models
    Field, Scott E.
    Galley, Chad R.
    Hesthaven, Jan S.
    Kaye, Jason
    Tiglio, Manuel
    [J]. PHYSICAL REVIEW X, 2014, 4 (03):
  • [9] Numerical relativity waveform surrogate model for generically precessing binary black hole mergers
    Blackman, Jonathan
    Field, Scott E.
    Scheel, Mark A.
    Galley, Chad R.
    Ott, Christian D.
    Boyle, Michael
    Kidder, Lawrence E.
    Pfeiffer, Harald P.
    Szilagyi, Bela
    [J]. PHYSICAL REVIEW D, 2017, 96 (02)
  • [10] Interpretable AI forecasting for numerical relativity waveforms of quasicircular, spinning, nonprecessing binary black hole mergers
    Khan, Asad
    Huerta, E. A.
    Zheng, Huihuo
    [J]. PHYSICAL REVIEW D, 2022, 105 (02)