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We introduce a technique for gravitational-wave analysis, where Gaussian process regression is used to emulate the strain spectrum of a stochastic background using population-synthesis simulations. This leads to direct Bayesian inference on…

星系天体物理 · 物理学 2017-05-10 Stephen R. Taylor , Joseph Simon , Laura Sampson

Dipole gravitational disturbances from gravitationally unbound mass quadrupoles propagate to the radiation zone with signal strength at least of quadrupole order if the quadrupoles are nonrelativistic, and of dipole order if relativistic.…

综合物理 · 物理学 2010-06-11 Franklin Felber

We report on advances to interpret current and future gravitational-wave events in light of astrophysical simulations. A machine-learning emulator is trained on numerical population-synthesis predictions and inserted into a Bayesian…

高能天体物理现象 · 物理学 2019-10-30 Kaze W. K. Wong , Davide Gerosa

In dark-energy models where a scalar field is nonminimally coupled to the spacetime geometry, gravitational waves are expected to be supplemented with a scalar mode. Such scalar waves may interact with the standard tensor waves, thereby…

广义相对论与量子宇宙学 · 物理学 2022-05-12 Charles Dalang , Pierre Fleury , Lucas Lombriser

This is an introduction to Bayesian inference with a focus on hierarchical models and hyper-parameters. We write primarily for an audience of Bayesian novices, but we hope to provide useful insights for seasoned veterans as well. Examples…

天体物理仪器与方法 · 物理学 2025-05-26 Eric Thrane , Colm Talbot

The Cosmic Radio Dipole is of fundamental interest to cosmology. Recent studies revealed open questions about the nature of the observed Cosmic Radio Dipole. We use simulated source count maps to test a linear and a quadratic estimator for…

宇宙学与河外天体物理 · 物理学 2021-12-07 Thilo M. Siewert , Matthias Schmidt-Rubart , Dominik J. Schwarz

Selection bias arises when the probability that an observation enters a dataset depends on variables related to the quantities of interest, leading to systematic distortions in estimation and uncertainty quantification. For example, in…

The detection of gravitational waves by the Laser Interferometer Gravitational-Wave Observatory opens a new era to use gravitational waves to test alternative theories of gravity. We investigate the polarizations of gravitational waves in…

广义相对论与量子宇宙学 · 物理学 2018-04-02 Yungui Gong , Shaoqi Hou

We discuss the detection of gravitational-wave backgrounds in the context of Bayesian inference and suggest a practical definition of what it means for a signal to be considered stochastic---namely, that the Bayesian evidence favors a…

广义相对论与量子宇宙学 · 物理学 2015-08-12 Neil J. Cornish , Joseph D. Romano

Channel Estimation is an essential component in applications such as radar and data communication. In multi path time varying environments, it is necessary to estimate time-shifts, scale-shifts (the wideband equivalent of Doppler-shifts),…

信息论 · 计算机科学 2009-06-05 Brian Carroll

Modified gravity theories predict in general a non standard equation for the propagation of gravitational waves. Here we discuss the impact of modified friction and speed of tensor modes on cosmic microwave polarization B modes. We show…

宇宙学与河外天体物理 · 物理学 2015-06-22 Valeria Pettorino , Luca Amendola

With the strong evidence for a gravitational wave (GW) background in the nanohertz frequency band from pulsar timing arrays, the detection of continuous GWs from individual supermassive black hole binaries is already at the dawn. Utilizing…

广义相对论与量子宇宙学 · 物理学 2024-10-23 Dicong Liang , Siyuan Chen , Chao Zhang , Lijing Shao

Inferring magnetic and thermodynamic information from spectropolarimetric observations relies on the assumption of a parameterized model atmosphere whose parameters are tuned by comparison with observations. Often, the choice of the…

太阳与恒星天体物理 · 物理学 2015-06-03 A. Asensio Ramos , R. Manso Sainz , M. J. Martinez Gonzalez , B. Viticchie , D. Orozco Suarez , H. Socas-Navarro

We construct a Bayesian inference deep learning machine for parameter estimation of gravitational wave events of binaries of black hole coalescence. The structure of our deep Bayesian machine adopts the conditional variational autoencoder…

广义相对论与量子宇宙学 · 物理学 2022-02-23 Han-Shiang Kuo , Feng-Li Lin

Supermassive black hole binaries are one of the primary targets for gravitational wave searches using pulsar timing arrays. Gravitational wave signals from such systems are well represented by parametrized models, allowing the standard…

天体物理仪器与方法 · 物理学 2016-01-25 Yan Wang , Soumya D. Mohanty , Fredrick A. Jenet

Gravitational wave astronomy has tremendous potential for studying extreme astrophysical phenomena and exploring fundamental physics. The waves produced by binary black hole mergers will provide a pristine environment in which to study…

广义相对论与量子宇宙学 · 物理学 2015-05-28 Neil Cornish , Laura Sampson , Nico Yunes , Frans Pretorius

Gravitational-wave (GW) signals from coalescing compact binaries carry enormous information about the source dynamics and are an excellent tool to probe unknown astrophysics and fundamental physics. Though the updated catalog of compact…

广义相对论与量子宇宙学 · 物理学 2022-03-10 N V Krishnendu , Frank Ohme

In a recent paper "Tests of general relativity with GW170817" (arXiv:1811.00364 [gr-qc]) the authors claimed overwhelming evidence in favor of tensor gravitational wave (GW) polarization over vector by analyzing GW signals measured by the…

综合物理 · 物理学 2018-12-07 Anatoly Svidzinsky , Robert Hilborn

Gravitational waves from compact binary coalescence sources can be decomposed into spherical-harmonic multipoles, the dominant being the quadrupole ($\ell=2, m=\pm2$) modes. The contribution of sub-dominant modes towards total signal power…

广义相对论与量子宇宙学 · 物理学 2020-05-06 Chinmay Kalaghatgi , Mark Hannam , Vivien Raymond

Inflation predicts specific relations between the amplitudes and spectral indices of the primordial spectrum of density (scalar metric) perturbations and gravitational waves (tensor metric perturbations). Detection of a stochastic…

天体物理学 · 物理学 2016-08-25 Marc Kamionkowski , Arthur Kosowsky