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Periodic light curve behavior predicted for some binary black hole systems might be detected in large samples, such as the multi-million quasar sample expected from the Large Synoptic Survey Telescope (LSST). We investigate the false-alarm…

Instrumentation and Methods for Astrophysics · Physics 2010-12-20 David B. Westman , Chelsea L. MacLeod , Zeljko Ivezic

The Vera C. Rubin Observatory has now seen first light, and over a 10 year duration, LSST is projected to catalogue tens of millions of quasars, many of which are expected to be associated with sub-parsec supermassive black hole binaries…

High Energy Astrophysical Phenomena · Physics 2025-12-10 Kevin Park , Zoltan Haiman , Chengcheng Xin , Tzuken Shen , Ashley Villar , Jordy Davelaar

Supermassive black hole binaries (SMBHBs) are an inevitable consequence of galaxy mergers. At subparsec separations, they are practically impossible to resolve, and the most promising technique is to search for quasars with periodic…

Astrophysics of Galaxies · Physics 2022-09-14 Caitlin A. Witt , Maria Charisi , Stephen R. Taylor , Sarah Burke-Spolaor

Simulations predict that supermassive black hole binaries (SMBHBs) will exhibit periodic brightness variations that may exceed the stochastic variability intrinsic to active galactic nuclei (AGN). In this paper, we simulate SMBHBs with…

Astrophysics of Galaxies · Physics 2026-01-23 Sebastian Banaszak , Caitlin Witt , Adam Miller

Supermassive black hole binaries (SMBHBs) should be an inevitable consequence of the hierarchical growth of massive galaxies through mergers, and the strongest sirens of gravitational waves (GWs) in the cosmos. And yet, their direct…

Supermassive black hole binaries (SMBHBs) at sub-parsec separations should be common in galactic nuclei, as a result of frequent galaxy mergers. Hydrodynamical simulations of circumbinary discs predict strong periodic modulation of the mass…

Astrophysics of Galaxies · Physics 2016-10-05 M. Charisi , I. Bartos , Z. Haiman , A. M. Price-Whelan , M. J. Graham , E. C. Bellm , R. R. Laher , S. Marka

This paper introduces the multiband periodogram, a general extension of the well-known Lomb-Scargle approach for detecting periodic signals in time-domain data. In addition to advantages of the Lomb-Scargle method such as treatment of…

Instrumentation and Methods for Astrophysics · Physics 2015-10-14 Jacob T. VanderPlas , Zeljko Ivezic

The detection of signals hidden in noise is one of the oldest and common problems in astronomy. Various solutions have been proposed in the past such as the parametric approaches based on the least-squares fit of theoretical templates or…

Instrumentation and Methods for Astrophysics · Physics 2020-06-12 R. Vio , P. Andreani

Accreting massive black hole binaries (MBHBs) often display periodic variations in their emitted radiation, providing a distinctive signature for their identification. In this work, we explore the MBHBs identification via optical…

Detection of a signal hidden by noise within a time series is an important problem in many astronomical searches, i.e. for light curves containing the contributions of periodic/semi-periodic components due to rotating objects and all other…

Instrumentation and Methods for Astrophysics · Physics 2013-01-22 R. Vio , M. Diaz-Trigo , P. Andreani

We find that the majority of systems hosting multiple tidal disruptions are likely to contain hard binary SMBH systems, and also show that the rates of these repeated events are high enough to be detected by LSST over its lifetime.…

Cosmology and Nongalactic Astrophysics · Physics 2015-05-20 Christopher Wegg , J. Nate Bode

We present a systematic search for periodically varying quasars and supermassive black hole binary (SMBHB) candidates in the Pan-STARRS1 (PS1) Medium Deep Survey's MD09 field. From a color-selected sample of 670 quasars extracted from a…

High Energy Astrophysical Phenomena · Physics 2016-12-14 T. Liu , S. Gezari , W. Burgett , K. Chambers , P. Draper , K. Hodapp , M. Huber , R. -P. Kudritzki , E. Magnier , N. Metcalfe , J. Tonry , R. Wainscoat , C. Waters

Accurate time series analysis is essential for studying variable astronomical sources, where detecting periodicities and characterizing power spectral density (PSD) are crucial. The Lomb-Scargle periodogram, commonly used in astronomy for…

Instrumentation and Methods for Astrophysics · Physics 2024-11-06 Ezequiel Albentosa-Ruiz , Nicola Marchili

Massive black hole binaries are expected to be observable as periodic AGN in time-domain photometric surveys. Periodicities may originate from different physical processes, including the intermittent gas feeding of the black holes caused by…

Astrophysics of Galaxies · Physics 2026-05-26 Lorenzo Bertassi , Maria Charisi , Riccardo Buscicchio , Fabio Rigamonti , Jessie Runnoe , Massimo Dotti

Graham et al. (2015) discovered a supermassive black hole binary (SMBHB) candidate and identified the detected 5.2 yr period of the optical variability as the orbital period of the binary. Hydrodynamical simulations predict multiple…

High Energy Astrophysical Phenomena · Physics 2015-09-30 Maria Charisi , Imre Bartos , Zoltán Haiman , Adrian M. Price-Whelan , Szabolcs Márka

Supermassive black hole (SMBH) binary systems are unavoidable outcomes of galaxy mergers. Their dynamics encode information about their formation and growth, the composition of their host galactic nuclei, the evolution of galaxies, and the…

Astrophysics of Galaxies · Physics 2026-02-17 Hanxi Wang , Miguel Zumalacárregui , Bence Kocsis

Periodic signatures in time-domain observations of quasars have been used to search for binary supermassive black holes. These searches, across existing time-domain surveys, have produced several hundred candidates. The general stochastic…

Coalescing supermassive black hole binaries (SMBHBs) are the primary source candidates for low frequency gravitational wave (GW) detections, which could bring us deep insights into galaxy evolutions over cosmic time and violent processes of…

General Relativity and Quantum Cosmology · Physics 2023-07-04 Minghui Du , Qiong Deng , Yifan Bian , Ziren Luo , Peng Xu

The Lomb-Scargle periodogram is a well-known algorithm for detecting and characterizing periodic signals in unevenly-sampled data. This paper presents a conceptual introduction to the Lomb-Scargle periodogram and important practical…

Instrumentation and Methods for Astrophysics · Physics 2018-05-23 Jacob T. VanderPlas

The Lomb-Scargle periodogram is a common tool in the frequency analysis of unequally spaced data equivalent to least-squares fitting of sine waves. We give an analytic solution for the generalisation to a full sine wave fit, including an…

Instrumentation and Methods for Astrophysics · Physics 2009-11-13 M. Zechmeister , M. Kürster
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