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Learning orbital dynamics of binary black hole systems from gravitational wave measurements

https://doi.org/10.1103/physrevresearch.3.043101
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Numerical Optimization
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Aerodynamic Design via Control Theory
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Aerodynamic design via control theory
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Extraction of gravitational waves in numerical relativity
inferredcites →https://doi.org/10.1016/c2009-0-19672-1openalex-snapshot
Convex Analysis and Variational Problems
inferredcites →https://doi.org/10.1016/j.jcp.2017.11.039openalex-snapshot
Hidden physics models: Machine learning of nonlinear partial differential equations
inferredcites →https://doi.org/10.1016/j.jcp.2019.01.030openalex-snapshot
Numerical aspects for approximating governing equations using data
inferredcites →https://doi.org/10.1016/j.jcp.2020.109491openalex-snapshot
Learning constitutive relations from indirect observations using deep neural networks
inferredcites →https://doi.org/10.1016/s0898-1221(96)90463-0openalex-snapshot
Advances in neural information processing systems 7
inferredcites →https://doi.org/10.1017/cbo9781139507486openalex-snapshot
Gravity
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Modern regularization methods for inverse problems
inferredcites →https://doi.org/10.1017/s0962492919000059openalex-snapshot
Solving inverse problems using data-driven models
inferredcites →https://doi.org/10.1023/a:1011430410075openalex-snapshot
An Introduction to the Adjoint Approach to Design
inferredcites →https://doi.org/10.1063/1.2916327openalex-snapshot
The Mathematical Theory of Black Holes
inferredcites →https://doi.org/10.1073/pnas.1517384113openalex-snapshot
Discovering governing equations from data by sparse identification of nonlinear dynamical systems
inferredcites →https://doi.org/10.1073/pnas.1909854116openalex-snapshot
Uniformly accurate machine learning-based hydrodynamic models for kinetic equations
inferredcites →https://doi.org/10.1088/0264-9381/23/16/s09openalex-snapshot
A new generalized harmonic evolution system
inferredcites →https://doi.org/10.1088/0264-9381/26/16/165010openalex-snapshot
Discontinuous Galerkin method for computing gravitational waveforms from extreme mass ratio binaries
inferredcites →https://doi.org/10.1088/0264-9381/26/7/075009openalex-snapshot
Implementation of higher-order absorbing boundary conditions for the Einstein equations
inferredcites →https://doi.org/10.1088/0264-9381/28/9/094013openalex-snapshot
Sensitivity studies for third-generation gravitational wave observatories
inferredcites →https://doi.org/10.1088/1361-6382/aa51f4openalex-snapshot
Exploring the sensitivity of next generation gravitational wave detectors
inferredcites →https://doi.org/10.1088/1361-6382/aa66f4openalex-snapshot
Fundamental frequencies and resonances from eccentric and precessing binary black hole inspirals
inferredcites →https://doi.org/10.1088/1361-6382/ab0ee9openalex-snapshot
The binary black hole explorer: on-the-fly visualizations of precessing binary black holes
inferredcites →https://doi.org/10.1088/1361-6382/ab34e2openalex-snapshot
The SXS collaboration catalog of binary black hole simulations
inferredcites →https://doi.org/10.1093/oso/9780198503705.001.0001openalex-snapshot
The Mathematical Theory of Black Holes
inferredcites →https://doi.org/10.1103/physrevd.101.081502openalex-snapshot
Surrogate model for gravitational wave signals from comparable and large-mass-ratio black hole binaries
inferredcites →https://doi.org/10.1103/physrevd.102.043015openalex-snapshot
GW190412: Observation of a binary-black-hole coalescence with asymmetric masses
inferredcites →https://doi.org/10.1103/physrevd.102.044055openalex-snapshot
Multipolar effective-one-body waveforms for precessing binary black holes: Construction and validation
inferredcites →https://doi.org/10.1103/physrevd.50.3816openalex-snapshot
Gravitational radiation reaction for bound motion around a Schwarzschild black hole
inferredcites →https://doi.org/10.1103/physrevd.59.084006openalex-snapshot
Effective one-body approach to general relativistic two-body dynamics
inferredcites →https://doi.org/10.1103/physrevd.67.044022openalex-snapshot
Extrinsic curvature and the Einstein constraints
inferredcites →https://doi.org/10.1103/physrevd.69.044025openalex-snapshot
Gravitational waveforms from a point particle orbiting a Schwarzschild black hole
inferredcites →https://doi.org/10.1103/physrevd.80.124010openalex-snapshot
Simulations of binary black hole mergers using spectral methods
inferredcites →https://doi.org/10.1103/physrevd.88.124027openalex-snapshot
Periastron advance in spinning black hole binaries: Gravitational self-force from numerical relativity
inferredcites →https://doi.org/10.1103/physrevd.93.044046openalex-snapshot
Energetics and phasing of nonprecessing spinning coalescing black hole binaries
inferredcites →https://doi.org/10.1103/physrevd.95.104023openalex-snapshot
A Surrogate model of gravitational waveforms from numerical relativity simulations of precessing binary black hole mergers
inferredcites →https://doi.org/10.1103/physrevd.96.024058openalex-snapshot
Numerical relativity waveform surrogate model for generically precessing binary black hole mergers
inferredcites →https://doi.org/10.1103/physrevlett.106.221102openalex-snapshot
Reduced Basis Catalogs for Gravitational Wave Templates
inferredcites →https://doi.org/10.1103/physrevlett.107.141101openalex-snapshot
Periastron Advance in Black-Hole Binaries
inferredcites →https://doi.org/10.1103/physrevlett.108.131101openalex-snapshot
Energy Versus Angular Momentum in Black Hole Binaries
inferredcites →https://doi.org/10.1103/physrevlett.108.131103openalex-snapshot
Gravitational Self-Force Correction to the Binding Energy of Compact Binary Systems
inferredcites →https://doi.org/10.1103/physrevlett.117.191101openalex-snapshot
Redshift Factor and the First Law of Binary Black Hole Mechanics in Numerical Simulations
inferredcites →https://doi.org/10.1103/physrevlett.124.021101openalex-snapshot
Second-Order Self-Force Calculation of Gravitational Binding Energy in Compact Binaries
inferredcites →https://doi.org/10.1103/physrevlett.125.101102openalex-snapshot
GW190521: A Binary Black Hole Merger with a Total Mass of 150 M ⊙
inferredcites →https://doi.org/10.1103/physrevlett.125.181101openalex-snapshot
Intermediate Mass-Ratio Black Hole Binaries: Applicability of Small Mass-Ratio Perturbation Theory
inferredcites →https://doi.org/10.1103/physrevlett.82.1350openalex-snapshot
Conformal “Thin-Sandwich” Data for the Initial-Value Problem of General Relativity
inferredcites →https://doi.org/10.1103/physrevresearch.1.033015openalex-snapshot
Surrogate models for precessing binary black hole simulations with unequal masses
inferredcites →https://doi.org/10.1103/physrevx.11.021053openalex-snapshot
GWTC-2: Compact Binary Coalescences Observed by LIGO and Virgo during the First Half of the Third Observing Run
inferredcites →https://doi.org/10.1103/physrevx.4.031006openalex-snapshot
Fast Prediction and Evaluation of Gravitational Waveforms Using Surrogate Models
inferredcites →https://doi.org/10.1137/1.9780898717570openalex-snapshot
Computational Methods for Inverse Problems
inferredcites →https://doi.org/10.1137/1.9781611971088openalex-snapshot
Convex Analysis and Variational Problems
inferredcites →https://doi.org/10.1137/141000671openalex-snapshot
Julia: A Fresh Approach to Numerical Computing
inferredcites →https://doi.org/10.1142/s0218271814300225openalex-snapshot
The overlap of numerical relativity, perturbation theory and post-Newtonian theory in the binary black hole problem
inferredcites →https://doi.org/10.1146/annurev-astro-081913-040031openalex-snapshot
Numerical Relativity and Astrophysics
inferredcites →https://doi.org/10.12942/lrr-2006-4openalex-snapshot
Gravitational Radiation from Post-Newtonian Sources and Inspiralling Compact Binaries
inferredcites →https://doi.org/10.12942/lrr-2011-7openalex-snapshot
The Motion of Point Particles in Curved Spacetime
inferredcites →https://doi.org/10.12942/lrr-2014-2openalex-snapshot
Gravitational Radiation from Post-Newtonian Sources and Inspiralling Compact Binaries
inferredcites →https://doi.org/10.1371/journal.pcbi.1007575openalex-snapshot
Systems biology informed deep learning for inferring parameters and hidden dynamics
inferredcites →https://doi.org/10.21203/rs.3.rs-55125/v1openalex-snapshot
Universal Differential Equations for Scientific Machine Learning
inferredcites →https://doi.org/10.24963/ijcai.2019/103openalex-snapshot
ANODE: Unconditionally Accurate Memory-Efficient Gradients for Neural ODEs
inferredcites →https://doi.org/10.48550/arxiv.1409.4431openalex-snapshot
Gravitational-wave modes from precessing black-hole binaries
inferredcites →https://doi.org/10.48550/arxiv.1702.00786openalex-snapshot
Laser Interferometer Space Antenna
inferredcites →https://doi.org/10.48550/arxiv.1710.09668openalex-snapshot
PDE-Net: Learning PDEs from Data
inferredcites →https://doi.org/10.48550/arxiv.2007.04439openalex-snapshot
Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction
inferredcites →https://doi.org/10.48550/arxiv.2012.07244openalex-snapshot
Bayesian Neural Ordinary Differential Equations

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← backgroundhttps://doi.org/10.5281/zenodo.4477649zenodo-depositor-declared
inferred← citeshttps://doi.org/10.1007/s41114-024-00055-8openalex-snapshot
Applications of machine learning in gravitational-wave research with current interferometric detectors
inferred← citeshttps://doi.org/10.1016/j.cnsns.2024.108184openalex-snapshot
Gaussian process learning of nonlinear dynamics
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Finding the underlying viscoelastic constitutive equation via universal differential equations and differentiable physics
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Experimental Design for Missing Physics
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The technique that can find a system’s state through data alone
inferred← citeshttps://doi.org/10.1038/s41586-023-06574-8openalex-snapshot
State estimation of a physical system with unknown governing equations
inferred← citeshttps://doi.org/10.1088/1361-6382/adff33openalex-snapshot
Reconstructing source motion from gravitational wave strain
inferred← citeshttps://doi.org/10.1088/1475-7516/2026/03/081openalex-snapshot
The Science of the Einstein Telescope
inferred← citeshttps://doi.org/10.1088/2632-2153/ae428copenalex-snapshot
APRIL: auxiliary physically-redundant information in loss—a physics-informed framework for parameter estimation with a gravitational-wave case study
inferred← citeshttps://doi.org/10.1098/rsif.2023.0710openalex-snapshot
A hybrid neural ordinary differential equation model of the cardiovascular system
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Addressing model discrepancy in a clinical model of the oxygen dissociation curve
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Learning post-Newtonian corrections from numerical relativity
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Data-driven characterization of latent dynamics on quantum testbeds
inferred← citeshttps://doi.org/10.36948/ijfmr.2025.v07i03.46125openalex-snapshot
Black Hole-Binary Systems and Their Gravitational Dynamics
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