Sahay S.K., Rabounski.) (. (Eds.)-Data Analysis of Gravitational Waves-Svenska Fysikarkivet (2009)

download Sahay S.K., Rabounski.) (. (Eds.)-Data Analysis of Gravitational Waves-Svenska Fysikarkivet (2009)

of 120

description

Fisica

Transcript of Sahay S.K., Rabounski.) (. (Eds.)-Data Analysis of Gravitational Waves-Svenska Fysikarkivet (2009)

  • S. K. SAHAY

    Data Analysisof Gravitational WavesSVENSKA FYSIKARKIVET 2008

  • Sanjay Kumar SahayBirla Institute of Technology and Science,Pilani Goa Campus, India

    Data Analysisof Gravitational Waves

    Databehandlingav gravitationsvagor

    2008 Swedish physics archiveSvenska fysikarkivet

  • Svenska fysikarkivet (that means the Swedish physics archive) is a publisher regis-tered with the Royal National Library of Sweden (Kungliga biblioteket), Stockholm.

    Postal address for correspondence:Svenska fysikarkivet, Nasbydalsvagen 4/11, 183 31 Taby, Sweden

    Edited by Dmitri Rabounski

    Copyright c Sanjay Kumar Sahay, 2008Copyright c Design by Dmitri Rabounski, 2008Copyright c Publication by Svenska fysikarkivet, 2008Copyright Agreement: All rights reserved. The Authors do hereby grant Sven-ska fysikarkivet non-exclusive, worldwide, royalty-free license to publish and dis-tribute this book in accordance with the Budapest Open Initiative: this means thatelectronic copying, print copying and distribution of this book for non-commercial,academic or individual use can be made by any user without permission or charge.Any part of this book being cited or used howsoever in other publications must ac-knowledge this publication. No part of this book may be reproduced in any formwhatsoever (including storage in any media) for commercial use without the priorpermission of the copyright holder. Requests for permission to reproduce any part ofthis book for commercial use must be addressed to the Authors. The Authors retaintheir rights to use this book as a whole or any part of it in any other publicationsand in any way they see fit. This Copyright Agreement shall remain valid even ifthe Authors transfer copyright of the book to another party. The Authors herebyagree to indemnify and hold harmless Svenska fysikarkivet for any third party claimswhatsoever and howsoever made against Svenska fysikarkivet concerning authorshipor publication of the book.

    Cover image: the blue marble image is the most detailed true-color image of theentire Earth to date. This image came from a single remote-sensing device-NASAsModerate Resolution Imaging Spectroradiometer, or MODIS. Flying over 700 kmabove the Earth onboard the Terra satellite. Sensor: Terra/MODIS. VisualizationDate: February 08, 2002. Credits NASA Goddard Space Flight Center Image byReto Stockli (land surface, shallow water, clouds). Enhancements by Robert Sim-mon (ocean color, compositing, 3D globes, animation). Data and technical support:MODIS Land Group; MODIS Science Data Support Team; MODIS AtmosphereGroup; MODIS Ocean Group Additional data: USGS EROS Data Center (topogra-phy); USGS Terrestrial Remote Sensing Flagstaff Field Center (Antarctica); DefenseMeteorological Satellite Program (city lights). This image is a part of NASAs Vis-ible Earth catalog of NASA images and animations of our home planet. Courtesyof NASA. This image is free of licensing fees. See http://visibleearth.nasa.gov forNASAs Terms of Use.

    This book was typeset using teTEX typesetting system and Kile, a TEX/LATEX editorfor the KDE desktop. Powered by Ubuntu Linux.

    Signed to print on August, 2008

    ISBN: 978-91-85917-05-1

    Printed in India

  • Contents

    Foreword of the Editor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6Preface. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .9

    Chapter 1 Gravitational Waves

    1.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121.2 Einsteins tensor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141.3 Linear field approximation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 151.4 Propagation of gravitational waves. . . . . . . . . . . . . . . . . . . . . . . . . .161.5 The effect of waves on free particles and its polarisation. . . . .181.6 Generation of gravitational waves . . . . . . . . . . . . . . . . . . . . . . . . . . . 20

    1.6.1 Laboratory generator (bar) . . . . . . . . . . . . . . . . . . . . . . . . . 221.6.2 Astrophysical sources . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23

    Chapter 2 Gravitational Wave Detectors

    2.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 242.2 Bar detectors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 252.3 Ground-based laser interferometric detectors . . . . . . . . . . . . . . . . 282.4 Laser interferometric space antenna . . . . . . . . . . . . . . . . . . . . . . . . . 32Chapter 3 Sources of Gravitational Waves

    3.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 343.2 Supernovae explosions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 343.3 Inspiraling compact binaries . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 353.4 Continuous gravitational wave . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 353.5 Stochastic waves. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .36Chapter 4 Data Analysis Concept

    4.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394.2 Gravitational wave antenna sensitivity . . . . . . . . . . . . . . . . . . . . . . 39

    4.2.1 Sensitivity vs source amplitudes . . . . . . . . . . . . . . . . . . . . 42

  • 4 S. K. Sahay Data Analysis of Gravitational Waves

    4.3 Noises in the Earth-based interferometric detectors . . . . . . . . . 434.4 Matched Filtering and optimal signal-to-noise ratio . . . . . . . . . 45

    4.4.1 Fitting factor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 464.5 Computational costs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 484.5 Detection criteria . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50Chapter 5 Data Analysis Part I

    5.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 525.2 The noise free response of detector: beam pattern and ampli-

    tude modulation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .535.3 Doppler shift and frequency modulation . . . . . . . . . . . . . . . . . . . . 595.4 Fourier transform of the complete response . . . . . . . . . . . . . . . . . 655.5 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 70Chapter 6 Data Analysis Part II

    6.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 726.2 Fourier transform for one year integration . . . . . . . . . . . . . . . . . . 72

    6.2.1 Frequency modulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 726.2.2 Complete response. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .74

    6.3 Fourier transform for an arbitrary observation time . . . . . . . . . 766.4 Spin down . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 786.5 N-component signal . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 816.6 Discussion and summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 82Chapter 7 Templates for an All Sky Search

    7.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 847.2 Matched filter analysis: templates . . . . . . . . . . . . . . . . . . . . . . . . . . 857.3 The number of templates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 897.4 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 92Chapter 8 Matching of the Signals

    8.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 938.2 Matching of the signal in celestial co-latitude . . . . . . . . . . . . . . . 948.3 Matching of the signal in celestial longitude . . . . . . . . . . . . . . . . .988.4 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .101

  • Contents 5

    Chapter 9 The Earth Azimuth Effect

    9.1 Introduction. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .1029.2 Modified Fourier transform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 102

    9.2.1 For one sidreal day . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1039.2.2 For an arbitrary observation time . . . . . . . . . . . . . . . . . . 104

    9.3 Bank of search templates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1059.3.1 For one sidreal day . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1059.3.2 For one week . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106

    9.4 Computational costs. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .1109.5 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .111Bibliography . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 112

  • Foreword of the Editor

    Initial attention of experimental physicists and astronomers was focusedon gravitational waves in 19681970 when Joseph Weber, the professorat Maryland University (USA), performed his first observations withsolid-body gravitational wave detectors, constructed at his laboratory.He registered a few weak signals, in common with all his independentdetectors, which were as distant located from each other as up to 1000km (the distance between Maryland and Illinois where the detectorswere located). He supposed that the registered signals were due to agravitational wave splash originated in some processes at the centre ofthe Galaxy, and registered by his detectors.

    The observations were continued in the next decades by many groupsof researchers working at laboratories and research institutes throughoutthe world, who operated a new generation of gravitational wave detec-tors which were much more sensitive than those of Weber. In additionto gravitational antennae of the solid-body kind, constructed by Weber,many antennae based on free masses (laser interferometric detectors)were constructed. However even the new generation of gravitationalwave detectors have not led scientists to the expected results yet.

    Nonetheless no doubt that gravitational radiation will have been dis-covered in the future, because this is one of the main effects predictedin the framework of the General Theory of Relativity. The main argu-ments in support of this thesis are: (i) gravitational fields bear an energydescribed by the energy-momentum pseudotensor; (ii) a linearized formof Einsteins equations permits a solution describing weak plane grav-itational waves, which are transverse; (iii) an energy flux, radiated bygravitational waves, can be calculated through the energy-momentumpseudotensor of a gravitational field.

    The search for gravitational waves has continued. Higher precisionand more sensitive modifications of the gravitational wave detectorsare used in this search. Because theoretical considerations showed thatgravitational waves should be accompanied by other radiations, the re-searchers conducted a search for gravitational wave splashes connectedto radio outbreaks and neutron outbreaks, which are many in the sky.Gravitational wave antennae in general are no high selective instru-ments. Even modern detectors of the GRAIL type, based on a solid-body polyhedron, have no such a selectivity as radio-telescopes have, forinstance. Being resting bulky instruments, gravitational wave detectors

  • Foreword of the Editor 7

    actually scan the sky due to the rotation of the Earth. A gravitationalwave detector is a highly sensitive instrument working at the limits ofthe modern measurement precision. It answers almost everything sothat it has noisy output. Therefore another problem rose in the searchfor gravitational waves, aside for the construction of the detectors andtheir sensitivity: how to perform the search in the sky, full of othersignals of non-gravitational wave origins, scanned by a resting detectorwhich has noisy output?

    In this connexion it is important to take into account the researchconducted by Dr. S. K. Sahay, I am honoured to present here. His re-search is spent on the data analysis method known as Matched Filter-ing, applied by him to the results of the scanning of the sky performedby a single laser inteferometric gravitational wave detectors in searchfor gravitational waves.

    Matched Filtering is a sort of data analysis methods, which is ableto find a signal of known shape hidden in the noisy data pattern. Anessense of this method, being applied to search for gravitational waves,is the search for correlations between the noisy output of an interfer-ometers data and a set of theoretical waveform templates calculatedaccording our views on the sources of gravitational radiation.

    As a result it was found that, even with use of the current genera-tion of gravitational wave detectors and computers, Matched Filteringprovides a substantial advantage in the search for the sources of gravita-tional radiation in the cosmos that may lead to discovery of gravitationalwaves in the close future.

    I am therefore very pleased to present this research, produced byDr. S. K. Sahay, to attention of readers.

    August, 2008 Dmitri Rabounski

  • To my late father

    SHRI KRISHNA SAHAY

  • Preface

    The research in the field of gravitational wave physics started after itsformulation by Einstein (1916) as propagating gravitational disturbancedescribed by the linearized field limit of his General Theory of Relativ-ity (GR) but has received serious impetus toward its detection afterthe announcement of its detection by Weber in 1969 using aluminiumbar detectors. This field has now emerged and established itself withGeneral Relativity, astrophysics and numerical analysis as its equallyimportant facets. Of course, the technological advancements being em-ployed in the construction of detectors with day by day improving sen-sitivity have played the crucial role. To date, although the results ofWeber could not be confirmed and we do not have as yet any directdetection of gravitational wave (GW), yet it is not a matter of concern.Because on one hand the sensitivity required for the announcement ofdefinite detection of GW bathing the Earth is yet to be achieved bythe detectors whereas on the other hand we have an indirect evidenceof the existence of GW observed in 1974 as the slowing down of thebinary pulsar PSR 1913+16 arising because of back reaction of GWemission.

    GW scientists all over the globe are putting more persuasive argu-ments regarding the feasibility of GW detection in near future and theadvantages to be achieved once the Gravitational Wave Astronomyas they call it, is established. A huge amount of money is involvedin these projects to the extent that many of the detectors are built incollaboration e.g. American Laser Interferometric Gravitational WaveObservatory (LIGO), Italian-French Gravitational Wave Observatory(VIRGO), British-German Observatory (GE0600). As a consequencethe literature is full of update reviews on gravitational wave astronomynotably by Thorne (1987), Blair (1991), Schutz (1999), Grishchuk etal. (2000), where the related issues viz., the fall outs, pre-requisites andprospects are discussed and scrutinized with rigour and minute detail.

    The book is mainly based on my PhD thesis and subsequent workand is made up of two parts. The first part (Chapter 1 through Chap-ter 4) explains gravitational waves, detectors, sources and data anal-ysis concepts. The matters covered in these Chapters are restrictedto the extent they are supposed to provide continuity and coherenceto the second part (Chapter 5 through Chapter 9). The source codes

  • 10 S. K. Sahay Data Analysis of Gravitational Waves

    of the numerical computations may be provided on the request to theauthor.

    A pulsar will emit a GW signal over extended period of time onlywhen it has a long-living asymmetry. Several mechanisms have beengiven for such an asymmetry to arise. Some pulsars emit GW almostmonochromatically and are remarkably good clocks as its periods havebeen measured upto 13 significant digits. However, the GW signals frompulsars are very weak (6 1025) and will be buried in the broadbandnoise of the detector. In order to detect the signal from the dominantnoise one has to analyze the long time observation data of months/years.The output of a detector is highly involved function of many initial pa-rameters. It is usually not possible to obtain the Fourier transform(FT) analytically. Hence, FT has to be obtained via numerical meth-ods. But it appears to be computationally demanding even for thestandard computers expected to be available in near future. Therefore,one will have to work with efficient data analysis techniques, efficientnot only in picking weak signal from the noisy data but also in termsof computing-cost. Chapter 4 is on the problem and technique for thedata analysis. The noises and sensitivity of the detector has been brieflydescribed. The Matched Filtering , a technique of the optimal methodfor detecting unknown signal and which describes drop in signal-to-noiseratio in terms of Fitting Factor (FF ), is discussed. The computationalcost and detection criteria are also explained.

    In Chapter 5 the noise free complete response of Laser Interferometerdetector for a continuous gravitational wave (CGW) for its arbitrary lo-cation and that of the source has been obtained, taking into account therotational motion of the Earth about its spin axis as well as its orbitalmotion around the Sun. Also, analytical FT of frequency modulatedoutput for one day observation time has been developed. In Chapter 6this analysis has been generalized for (i) one year observation time andfor (ii) any arbitrary duration of observation data set. The emission ofGW from pulsars as such may contain two or more frequencies. Hence,finally generalize the transform for N-component signal. The methodto account for spin down of CGW is also explained.

    The strategy for the detection of GW signal is to make use of FTto dig out the signal from the noisy output of the detectors. To achievethis, one constructs the templates which are best educated guesses ofthe expected signal waveform. In Chapter 7 the results on FT obtainedin Chapter 6 are applied and computed on the number of such templatesrequired for an all sky search. Chapter 8 discusses the possibilities ofsymmetries which may be observed in the sky by pi radian with the

  • Preface 11

    source frequency. Finally in Chapter 9 the Earth azimuth effect in thebank of search templates or an all sky search has been discussed.

    I would like to thank Prof. D. C. Srivastava, D.D.U. Gorakhpur Uni-versity, Gorakhpur for constant encouragement throughout the work.I am indebted to Prof. A. K. Kembhavi, Dean of Visitor AcademicProgrammes for his kindness and help. Hence, benefited by the dis-cussions, comments and suggestions of IUCCA Scientists. I thankfullyacknowledge the facilities made available to me during the course of stayas a Visiting Associate and Research Scholar at IUCAA, Pune, wherea part of the work has been carried out.

    I am very much thankful to my mother and sisters for their love andcontinuous support.

    Goa, India, August 2008 S. K. Sahay

  • Chapter 1

    GRAVITATIONAL WAVES

    1.1 IntroductionGravitational waves (GW) like any other type of waves are propagatingperturbations of some flat background space-time. These are identifiedas small ripples rolling across space-time in the same manner as waterwaves are on an otherwise flat ocean. These waves originate from themost energetic events in our Universe such as rotating neutron stars,colliding binaries, supernovae explosions and gravitational collapse inblack holes. They manifest themselves as strains in space-time thatperiodically stretch and compress matter. The GW emanating from abinary may be represented as in Fig. (1.1).

    Newtonian gravitation does not have the provision for GW. In sev-eral Lorentz covariant gravitational theories, e.g. scalar, vector, tensortheories, GW arise as the spreading out gravitational influence. Thebasis of most current thinking of GW is Einsteins theory of GeneralRelativity (GR). In fact, GW phenomenon was first studied by Einsteinin 1916 by applying linear field approximation to GR. However, he wasmisled to the result that an accelerated spherical mass would emit GW.He corrected his mistake in 1918 and showed that the first order termof GW was quadrupolar.

    The strength of GW is so small that there is no hope of its detec-tion in the manner Hertz demonstrated the existence of electromagneticwaves. The reason may be attributed to the extremely small value ofthe universal constant of gravitation (G ' 6.71011Nm2kg2). Thedimensionless amplitude of typical GW reaching the Earth is only of theorder of 1017. This put in other words means that such a GW will puta rod of one meter length into an oscillation with an amplitude of onemillionth of the radius of a hydrogen atom. Any chance to observe theeffects of GW would require acceleration of astrophysical size massesat relativistic speeds. Several GW-detectors are running, or have beenproposed for the future, that hope to detect these very small vibrations.The best known of these are Laser Interferometer Ground Observatory(LIGO), and Laser Interferometer Space Antenna (LISA). As the names

  • Chapter 1 Gravitational Waves 13

    suggest, the former is a terrestrial observatory and the latter a space-based one. Needless to say, what enormous engineering achievementsthese detectors require to detect the oscillations mentioned above.

    The interaction of GW with matter is also very small and this leadsto some profound benefits for astrophysics. The wave will not scatter, sothey emanate undisturbed from the regions of their origin viz., densestregions of the Universe, inner cores of imploding stars, the earliest in-stants of the primeval Universe, and the formation of black holes. Hence,they will provide an information on the dynamics in these regions aboutwhich there are no other means.

    A piece of indirect evidence affirming the existence of GW came in1974 when Joseph Taylor and Russell Hulse studied the pulsar PSR1913+16 which is a binary partner of a compact neutron star and isorbiting around the other in a slowly decreasing eight hour period. Theorbital frequency acceleration was observed to be in perfect agreementwith what expected from the energy loss arising due to their calculatedGW emission (Damour and Taylor, 1992). For their accomplishment,Hulse and Taylor were awarded the 1993 Nobel Prize.

    Figure 1.1: Gravitational wave produced by a binary star.

    Unfortunately PSR 1913+16 is presently emitting GW too feeble fortheir direct detection on the Earth and such a condition will continueuntil the end of its pas-de-deux inspiraling some 350 million years hence.Interestingly, the density of observed binaries in our galaxy is such thata few late stage inspiraling events are expected per century to occur.Hence, the study of the orbits of the binary neutron star system andtheir coalescence have played important role in the setting design criteria

  • 14 S. K. Sahay Data Analysis of Gravitational Waves

    for some of the instruments to come into operation in the next few years.To the date we have only the indirect evidence of GW. Yet this has notbeen of much concern for theoretical physicists, because the strength ofthe postulated GW signals are below the detection threshold currentlyavailable.

    The quest to detect GW started in its earnest as early as in 1965with the pioneering work of J. Weber on resonating bars. These arebasically high quality bells designed to be rung by transient GW. Withthis beginning a small GW detection community has arisen and thrivedcontinuing to improve on the original idea. The main effort is directedtowards noise reduction by introducing ever lower cryogenic tempera-ture and ever more sensitive displacement sensor to improve detectorsensitivity. Many more bars, progressively sophisticated ones, have beenbuilt. The Explorer which is quietly functioning at CERN since 1989,is one such detectors worth mention.

    There is an excellent prospect of detection of GW in the near future.There will emerge what has been called Gravitational Wave Astron-omy. This will provide another window for observing the Universe.The expectation is that it will uncover new phenomena as well as addnew insights into phenomena already observed in electromagnetic partof the spectrum. GW emanation is due to the accelerated motions ofmass in the interior of objects. As remarked earlier, these regions areotherwise obscure in electromagnetic, and possibly, even in neutrinoastronomy. GW arise due to the coherent effects of masses moving to-gether rather than individual motions of smaller constituents such asatoms or charged particles which generate electromagnetic radiation.

    1.2 Einsteins tensorGravitational waves like electromagnetic waves may be defined as timevarying gravitational fields in the absence of its sources. The gravitationtheory, widely believed, is the one proposed by Einstein and famous asGR. In its mathematical essence it is expressed via the equation knownby his name viz.

    G = R 12 gR = 8piT . (1.1)The conceptual meaning of this equation is that the localized density

    distribution characterized by the energy-momentum tensor, T , curvesthe space-time around the source. The curvature and other geometri-cal properties of the space-time are characterized by Riccis curvature

    For notations, conventions and definitions the reader may refer to Schutz (1989).

  • Chapter 1 Gravitational Waves 15

    tensor R and the underlying metric tensor g . The curved space-time forces a free mass particle or light to follow the geodesics. Thesegeodesics measure the effect of gravitation. GR in the limit of a weakfield yields the Newtons theory of gravitation. In this approximationthe gravitational field is considered to be represented by a metric witha linear modification of the background Lorentz space-time metric, .It is important to remark that many of the basic concepts of GW the-ory can be understood in this approximation and were introduced anddeveloped by Einstein himself.

    1.3 Linear field approximationThe metric of the space-time may be expressed as

    g = + h , |h | 1 . (1.2)It is straight forward to compute Einsteins tensor, G , and one

    obtains

    G = 12[h , , + h

    , h , , h , , +O

    (h2

    )], (1.3)

    whereh = h 1

    2h , h = h = h . (1.4)

    We lift and lower the tensor indices using the Lorentz metric. Notethat the expression for G would simplify considerably, if we wererequiring

    h , = 0 . (1.5)

    In fact there is a gauge freedom available as an infinitesimal coordi-nate transformation defined as

    x x = x + (x) , || 1 , (1.6)where is taken arbitrary. This gauge transformation preserves (1.2).It can be shown that, in order to achieve the condition (1.5), has tobe chosen as to satisfy

    2 = , = h(old)

    , , (1.7)

    where the symbol 2 is used for the four-dimensional Laplacian:

    2 f = f , , = f, =

    (

    2

    t2+52

    )f . (1.8)

    The gauge condition defined via (1.5) is called the Lorentz gauge.We adopt this gauge. In literature harmonic gauge and de Donder gauge

  • 16 S. K. Sahay Data Analysis of Gravitational Waves

    are other names for this gauge. Einsteins tensor, to the first order inh , becomes

    G = 122 h . (1.9)

    Thus the weak-field Einstein equations take the form

    2 h = 16piT . (1.10)In the Newtonian limit, where the gravitational fields are too weak

    to produce velocities near the speed of light,T00 T0j Tij , T00 ' % , 22 ' 52. (1.11)Equation (1.10) now results into

    52h00 = 16pi% . (1.12)This equation may be compared to the Newtonian equation for grav-

    itational potential , i.e.52 = 4pi% . (1.13)

    One obtains, after some calculations

    h00 = 2 , hxx = hyy = hzz = 2 , (1.14)and accordingly the space-time metric for a Newtonian gravitationalfield is represented via

    ds2 = (1 + 2)dt2 + (1 2)(dx2 + dy2 + dz2) . (1.15)

    1.4 Propagation of gravitational wavesA GW in the region far distant from its source may be described in theweak field approximation. Einsteins equations in the absence of matterand electromagnetic fields (T = 0) take the form

    2 h =(

    2

    t2+52

    )h = 0 . (1.16)

    This is the three-dimensional wave equation, and its solution maybe taken as

    h = A exp (ikx) , (1.17)

    where{A

    }are constant components of some tensor and {k} are the

    constant components of a form satisfying the equation

    kk = kk = 0 . (1.18)

  • Chapter 1 Gravitational Waves 17

    This means that (1.17) represents a solution of (1.16) provided k isnull form and the associated four vector k is null. The value of h isconstant on a hyper-surface on which kx is constant i.e.

    kx = k0t+ k x = const , k = {ki} . (1.19)

    It is conventional to refer k0 as w, which is called the frequency ofthe wave

    k = {w,k} . (1.20)The gauge condition (1.5) now requires

    Ak = 0 , (1.21)

    which means that A must be orthogonal to k .The solution (1.17) represents a plane wave propagating with the

    velocity of light. In physical applications one has to consider the realpart of the solution.

    Having the solution h obtained, one still has the freedom of choos-ing specific with the requirement that it represents some solution ofthe Eq. (1.7) which, in view of (1.16), becomes(

    2

    t2+52

    ) = 0 . (1.22)

    Take a solution of it as

    = B exp(ikx) , (1.23)

    where B is constant. It can be shown that the freedom available inchoosing the values of B may be employed such that the new Asatisfy the conditions

    A = 0 , (1.24)

    AU = 0 , (1.25)

    where U is some fixed four-velocity. Eqs. (1.21), (1.24), and (1.25) arecalled the transverse traceless (TT) gauge conditions. We choose U

    as the time basis vector U = 0. Let the direction of propagationof the wave be the z-axis of the coordinate frame. Now using (1.18)and (1.20) we have k: (w, 0, 0, w). Now Eq. (1.25) in view of (1.21)implies: (i) A0 = 0, and (ii) Az = 0 for all . This is the reason to callthe gauge transverse gauge. Further the trace free condition (1.24)requires Axx=Ayy. Now the non-vanishing component of A may be

  • 18 S. K. Sahay Data Analysis of Gravitational Waves

    expressed as

    ATT =

    0 0 0 00 A+ A 00 A A+ 00 0 0 0

    ; Axx = A+ , Axy = A . (1.26)Thus there are only two independent components of A , A+, and

    A. Note that the traceless condition (1.24) results into

    hTT = hTT . (1.27)

    We have considered the plane wave solution of Eq (1.16). We knowthat any solution of Eqs. (1.21) and (1.16) may be expressed, becauseof the theorems on Fourier analysis, as a superposition of plane waves.Hence if considering the waves propagating along z-axis, we can put allsuch planes waves into the form (1.27). Thus any wave has only twoindependent components hTTxx and h

    TTxy represented, respectively, as h+

    and h corresponding to A+ and A.

    1.5 The effect of waves on free particles and its polarizationThe independent components h+ and h represent the polarizationstates of the wave. To understand their nature in little detail it isinstructive to discuss the effect of a GW as it hits a free particle. Letus choose a background Lorentz frame where the particle is initially atrest. We may employ the initial four-velocity of the particle (U = 0)to define the TT gauge of the wave. A free particle obeys the geodesicequation

    dU

    d+ U

    U = 0 . (1.28)

    This geodesic equation may be used to obtain the initial accelerationof the particle(

    dU

    d

    )t=0

    = 00 = 12 (h0, 0 + h0, 0 h00, ) . (1.29)

    In view of Eqs. (1.17, 1.26, 1.27), the initial acceleration of the parti-cle vanishes. This means that the particle will be at rest a instant laterand, consequently, will be there forever. What does it mean? Is thereno effect of a GW on a free particle? No, the interpretation presentedat its face value is quite misleading. The result only means that thechoice of the TT gauge employed resulted into a coordinate frame forthe wave which stays attached to the individual particles.

  • Chapter 1 Gravitational Waves 19

    To get a better measure of the effect of the wave, we consider twonearby particles situated at the origin (0, 0, 0) and on the x-axis, (, 0, 0)separated by a distance . In view of the above discussion the parti-cles remain at their initial coordinate positions. The proper distancebetween them is

    4l = ds21/2 = gdxdx1/2

    = 0

    |gxx|1/2 dx |gxx(x = 0)|1/2

    4l ={1 +

    12hTTxx (x = 0)

    } . (1.30)

    Thus the proper distance between two particles (as opposed to theircoordinate distance) does change with time. The effects of the wave mayalso be described in terms of the geodesic deviation of the separationvector, , connecting these two particles. It obeys the equation

    d2

    d2 = RU

    U . (1.31)

    It can be shown that for the particles initially having the separationvector, (0, , 0, 0), one would get

    2

    t2x =

    122

    t2hTTxx ,

    2

    t2y =

    122

    t2hTTxy . (1.32)

    Similarly, for initial separation vector, (0, 0, , 0) we would get2

    t2y =

    122

    t2hTTyy =

    122

    t2hTTxx

    2

    t2x =

    122

    t2hTTxy

    . (1.33)Note that, in view of the results of the previous 1.4 of this book,

    we may write (1.17) ash = A exp(wt kz) . (1.34)

    Thus the separation vector of the particles oscillates.Consider a ring of particles initially resting in the (x, y) plane as

    shown in Fig. (1.2-a). Suppose a wave having hTTxx 6= 0, hTTxy = 0 hitsthe system of the particles. The particles will be moved (in terms ofthe proper distance relative to the one in the centre) in the way shownin Fig. (1.2-b). Similarly, for a wave with hTTxx = 0 = h

    TTyy , h

    TTxy 6= 0 the

    picture would distort as in Fig. (1.2-c). Since hTTxx and hTTxy are indepen-

  • 20 S. K. Sahay Data Analysis of Gravitational Waves

    Figure 1.2: (a) A circle of free particles before a wave travelling in the zdirection reaches them. The (b) and (c) distortions of the circle are due toa wave with the + and polarization. These two pictures representthe same wave at the phases separated by 180. The particles are positionedaccording to their proper distances from one another.

    dent, Fig. (1.2-b) and (1.2-c) provide the pictorial representation of thepolarization states of the wave. Note that these two polarization statesare simply rotated by 45 relative to each other. This is in contrast toelectromagnetic waves where such two polarization states are at 90 toeach other.

    1.6 Generation of gravitational wavesTo understand the generation of GW it is sufficient to discuss the weakfield limit Equation (1.10), rewritten as(

    2

    t2+52

    )h = 16piT . (1.35)

    We assume, for sake of simplicity, the time dependence of T as aharmonic oscillation of an angular frequency , i.e.

    T = S(xj)eit , (1.36)

    and look for a solution for h in the form

    h = B(xj)eit . (1.37)

  • Chapter 1 Gravitational Waves 21

    This, in view of Eqs. (1.35) and (1.36), would require B to satisfy(52 + 2)B = 16piS . (1.38)Outside the source, i.e. where S = 0, we want a solution which

    would represent outgoing radiation far away. Hence we may take thesolution as

    B =(Ar

    )eir . (1.39)

    Obviously, A is to be related to S . Under the assumption thatthe region of the space where S 6= 0 is small compared to 2pi , it canbe deduced that

    A = 4J ; J =

    S d3x . (1.40)

    This assumption is referred to as the slow motion approximationsince it implies that the typical velocity inside the source, which is times the size of that region, should be much less than 1. All, exceptthe most powerful sources, satisfy this assumption. Thus we get

    h =(4r

    )J ei(rt) . (1.41)

    This means that the generated GW has the frequency . This rela-tion may be expressed in terms of the useful quantities with the help ofthe following results:(i) The energy-momentum satisfies the conservation equation

    T, = 0 , (1.42)

    (ii) and obeys the identity

    d2

    dt2

    T00 xlxmd3x = 2

    Tlmd3x ; (1.43)

    (iii) The quadrupole moment tensor Ilm is defined as

    Ilm =

    T00 xlxmd3x (1.44)

    and which, in view of (1.36), may be expressed as

    Ilm = Dlm eit , (1.45)

    where Dlm represents the time independent factor of Ilm (Misneret al., 1973).

  • 22 S. K. Sahay Data Analysis of Gravitational Waves

    The first result gives

    Jo = 0 h0 , (1.46)

    whereas the others let us write (1.41) as

    hjk =(2

    r

    )2Djk ei(rt) . (1.47)

    We have still freedom of adopting TT gauge and may use it to achievefurther simplification. Let us choose the z-axis along the direction ofpropagation of the wave. We will then have

    hTTzi = 0 , (1.48)

    hTTxx = hTTyy = 2 (Ixx Iyy)(eir

    r

    ), (1.49)

    hTTxy = (2r

    )2 Ixy eir , (1.50)

    where Ijk represents the trace free part of the quadrupole moment ten-sor, i.e.

    Ijk = Ijk 13 jk Iii . (1.51)

    As an application of our results we determine the amplitude of theGW generated by a laboratory source.

    1.6.1 Laboratory generator (bar)Consider a system of two equal mass points capable to be oscillatingabout their mean position. Let the system oscillates longitudinally withan angular frequency w about its mean position, i.e.

    x1 = 12 l0 Acoswt

    x2 =12l0 +Acoswt

    , (1.52)where l0 is the normal separation between the mass points, and A repre-sents the amplitude of oscillation. Now it is straight forward to computeIjk. The only non-zero component is

    Ixx = m[(x1)2 + (x2)2

    ]= const+mA2 cos 2wt+ 2ml0Acoswt . (1.53)

  • Chapter 1 Gravitational Waves 23

    For purpose of wave generation the constant term is irrelevant. Wemay obtain the non-vanishing components of Ijk as

    Ixx =43m l0Aeiwt +

    23m l0A2 e2iwt

    Iyy = Izz = 23 m l0Aeiwt 1

    3m l0A2 e2iwt

    . (1.54)Finally one obtains, after taking the real part,

    hTTxx = hTTxy = [2mw2 l0A cos(w(r t))

    + 4mw2A2 cos(2w(r t))] /rhTTxy = 0

    . (1.55)For a laboratory generator, we take

    m = 103 kg , l0 = 1 m , A = 104 m , w = 104 s1. (1.56)

    The chosen data represent a typical bar detector. Substitutingthe values after converting them into geometrized units (G = 1 = c)the amplitude of the generated wave is about 1034/r

    |h | ' 1034/r ; laboratory source. (1.57)This manifests that laboratory generators are unlikely to produce a

    useful GW for its demonstration. For sake of comparison, we estimatethe strength of the waves produced by powerful astrophysical sources.

    1.6.2 Astrophysical sourcesFor a strong GW we should have h = O(1). This would occur neara source where the Newtonian potential would be of the order 1. For asource of a mass M, this should be at a distance of order M. As we haveseen the amplitude of a GW falls off as r1 far distant from the source.This means that the largest amplitude expected to be incident on theEarth would be M/R, where R is the distance between the sourceand the Earth. For the formation of a 10 M black hole in a supernovaexplosion in a nearby galaxy 1023 away, this is about 1017. Thus

    |h |max ' 1017 ; astrophysical sources. (1.58)Thus is in fact an upper limit and less violent events will lead to

    very much smaller amplitudes.

  • Chapter 2

    GRAVITATIONAL WAVE DETECTORS

    2.1 IntroductionThe strain produced due to the hitting of a GW in two mass pointsseparated by is of the order of h. In view of Eq. (1.58) we note thateven a strong GW signal would produce a space strain of the orderof 1017 that is an unbelievably small effect which would jerk massesspaced at one kilometer by a mere 1020 one thousand of the diameterof a proton!

    Joseph Weber (1960) who pioneered the direct detection of GWconstructed an instrument consisting of a massive cylinder of aluminiumso-called bar detector. Such a detector exploit the sharp resonance ofthe cylinder to get its sensitivity which is normally confined to a narrowbandwidth (one or a few Hz) around the resonant frequency.

    Despite their great potential sensitivity the primary drawback of res-onant bars is that they are by definition resonant. They are sensitivemainly to the signal with a frequency corresponding to the bar mechan-ical ringing frequency of the order of 1 kHz. A bar would respond tothe hammer blow of the asymmetrical supernova explosion by simplyringing at its own bell tones and would be excited by a twin neutronstar inspiraling only in that brief instant when these two stars crib upthrough the bell tone frequency.

    Bar detectors continue to be developed, and they have until very re-cently had a sensitivity to broadband bursts. However, the best hope forthe first detection of GW lies with large-scale interferometers. Withinten years from now, we may see the launch of a space-based interfer-ometer, LISA, to search for signals at frequencies lower than those thatare not accessible from the ground. To measure the strain produced byGW to a bar or an interferometric detector, one must fight against thedifferent sources of noises.

    An interesting additional twist is given by the fact that gravitationalwaves may be accompanied by gamma ray bursts. The GW detectorswill then work in coincidence not only with themselves and GW bar an-tennae, but also with conventional high-energy physics detectors like theunderground neutrino experiments and the orbital gamma rays burstmonitors.

  • Chapter 2 Gravitational Wave Detectors 25

    2.2 Bar detectorsA bar detector, in its simplest form, may be idealized as a system oftwo mass points coupled to a spring. Let the system lies on the x-axisof our TT coordinate frame with the masses at the coordinate positionsx1 and x2. The force free oscillation of the system, in the flat spacetime, may be expressed via

    mx1, 00 = (x1 x2 + l0) (x1 x2) , 0mx2, 00 = (x2 x1 + l0) (x2 x1) , 0

    }, (2.1)

    where l0, , and represent respectively the outstretched length of thespring, spring constant, and damping constant. We can combine theseequations to obtain the usual damped harmonic oscillator equation

    , 00 + 2 , 0 + w20 = 0 (2.2)by introducing

    = x2 x1 l0 , w20 =2m

    , =

    m. (2.3)

    We recall that the TT coordinate frame is not convenient for dis-cussion of the dynamics of such a system because in this frame a freeparticle always (before the arrival and after the passage of the wave)remains at rest. However this fact is useful in assigning a local inertialframe {x} at some TT coordinate. Suppose that the only motions inthe system are those produced by the wave then masses velocities willbe very small so we may apply Newtons equations of motion for themasses

    mxj, 00 = F

    j , (2.4)

    where {Fj} are the components of any non-gravitational forces on themass. Further as the coordinates {xj} differ negligibly to the order ofh from that of its value {xj} in TT coordinate frame, we may writethis equation with a negligible error

    mxj, 00 = Fj . (2.5)

    The only non-gravitational force on each mass is due to the spring.The spring exerts a force proportional to its instantaneous proper exten-sions. If the proper length of the spring is l and the direction of propa-gation of the wave, for simplicity, is assumed to be along the z-axis then

    l (t) = x2(t)x1(t)

    [1 + hTTxx (t)

    ]1/2dx

    [1 +

    12hTTxx (t)

    ](x2 x1) ; (2.6)

  • 26 S. K. Sahay Data Analysis of Gravitational Waves

    refer to (1.30). Hence, the equation of motion of the system after thehitting of the wave is given via

    mx1, 00 = (l0 l) (l0 l) , 0mx2, 00 = (l l0) (l l0) , 0

    . (2.7)Let us define

    = l l0 =[1 +

    12hTTxx

    ](x2 x1) l0 , (2.8)

    leading to

    x2x1 ' ( + l0)(1 1

    2hTTxx

    )= + l0 12 h

    TTxx l0+O

    (|h |2

    ). (2.9)

    Using this equation, we may obtain from Eq. (2.7)

    , 00 + 2 , 0 + w20 =12l0h

    TTxx,00 (2.10)

    correct to the first order in hTTxx .This is the fundamental equation governing the response of the de-

    tector to a GW. It has the simple form of a forced, damped harmonicoscillator.

    Let a GW of frequency described via

    hTTxx = Acost (2.11)

    be hitting the detector. Then the steady solution for may be taken as

    = R cos (t+ )

    R =12

    l02A

    [(w0 )2 + 422]1/2

    tan =2

    w20 2

    . (2.12)

    The average energy of the detectors oscillation over one period, 2pi :

    E = 18mR2 (w20 +

    2) . (2.13)

    If we wish to detect a specific source whose frequency is known,we should adjust w0 equal to for maximum response (resonance).

  • Chapter 2 Gravitational Wave Detectors 27

    The resonance amplitude and energy of the detector will be

    Rresonant =14l0A

    , (2.14)

    Eresonant =164

    m l202A2

    (

    )2. (2.15)

    The ratio / is related to what is called the quality factor Q.

    Q =

    2, (2.16)

    Eresonant =116

    m l202A2Q2. (2.17)

    The bar detectors are massive cylindrical bars; its elasticity providesthe function of the spring. When waves hit the bar broadside, theyexcite its longitudinal modes of vibration. The first detectors built byWeber were aluminium bars of the mass 1.4103 kg, length l0=1.5 m,resonant frequency w0 = 104 s1 and Q about 105. This means thata strong resonant GW of A = 1020 will excite the bar to an energyof the order of 1020 J. The resonant amplitude given by (2.14) is onlyabout 1015 m, roughly the diameter of an atomic nucleus.

    Figure 2.1: A schematic resonant bar detector.

    Clearly, the detections of such small levels of excitations will behampered by random noise in the oscillator. For example, thermal noisein any oscillator induces random vibration with a mean energy of kT,where k is the Boltzmann constant having value 1.381023 J/K. Atroom temperature (T 300K) the thermal noise amounts to the energy 41021 J. Other sources of noise such as vibrations from passing

  • 28 S. K. Sahay Data Analysis of Gravitational Waves

    Detector Location Taking data since

    NAUTILUS Frascati, Rome 1993

    EXPLORER Cern (Rome group) 1990

    ALLEGRO Louisiana, USA 1991

    AURIGA Padua, Italy 1997

    NIOBE Perth, Australia 1993

    Table 2.1: Location of the resonant bar detectors.

    vehicles and every day seismic disturbances could be considerably largerthan this, so the apparatus has to be carefully isolated.

    A typical bar detector consists of an aluminium cylinder with alength l0 3 m, a resonant frequency of order w0 500 Hz to 1.5 kHz,and a mass 1000 kg whose mechanical oscillations are driven by GW;see Fig. (2.1). A transducer converts mechanical vibrations of the barinto an electrical signal, which is then amplified by an amplifier andrecorded.

    Currently there are a number of bar detectors in operation; see Ta-ble (2.1). Some of these operate at room temperature and some others atcryogenic temperature. Some detectors (NAUTILUS and EXPLORER)may be cooled down to ultra cryogenic temperature. They can detectsignal amplitudes h 1020 in a band width of 1020 Hz around a cen-tral frequency of 1 kHz. Asymmetric supernovae in our Galaxy are thebest candidates for these detectors. For example, a supernova collapse inour galaxy at a distance of 10 kpc emits GW of the amplitude h 1017.At present this sensitivity has been achieved by some of the bar detec-tor. They may also see continuous radiation emitted by a neutron starif the frequency happens to lie in their sensitivity band.

    2.3 Ground-based laser interferometric detectorsThe effect of GW is to produce a transverse shear strain and this factmakes the Michelson interferometer an obvious candidate for such adetector. The Michelson interferometers must have kilometric arms,constituted by high fineness Fabry Perot cavities to trap the lightfor long period and to increase the sensitivity. Laser standing powermeasured in KW will be stored within the cavities. Beam losses atthe level of 106 per passages are required. The mirrors must be 20

  • Chapter 2 Gravitational Wave Detectors 29

    Detector

    Location

    Length(m

    )CornerLocation

    Arm1

    Arm2

    Glasgow

    Glasgow

    ,GBR

    10

    55.87 N

    4.28 W

    77.00

    167.00

    CIT

    Pasadena,CA,USA

    40

    34.17 N

    118.13 W

    180.00

    270.00

    MPQ

    Garching,GER

    30

    48.24 N

    11.68 W

    329.00

    239.00

    ISAS-100

    Tokyo,JPN

    100

    35.57 N

    139.47 W

    42.00

    135.00

    TAMA-20

    Tokyo,JPN

    20

    35.68 N

    139.54 W

    45.00

    315.00

    Glasgow

    Glasgow

    ,GBR

    10

    55.87 N

    4.28 W

    62.00

    152.00

    TAMA-300

    Tokyo,JPN

    300

    35.68 N

    139.54 W

    90.00

    180.00

    GEO-600

    Hannover,GER

    600

    52.25 N

    9.81 W

    25.94

    291.61

    VIRGO

    Pisa,ITA

    3000

    43.63 N

    10.5 W

    71.50

    341.50

    LIGO

    Hanford,WA,USA

    4000

    46.45 N

    119.41 W

    36.80

    126.80

    LIGO

    Livingston,LA,USA

    4000

    30.56 N

    90.77 W

    108.00

    198.00

    Table2.2:Thesite

    andorientationoftheground-basedinterferometricgravitationalwavedetectors.

  • 30 S. K. Sahay Data Analysis of Gravitational Waves

    or 30 cm in diameter just to hold diffraction losses, and coating withparts per million reflection losses have been developed. Vacuum tubeswhose diameter is in the order of a meter are necessary just to containthe diffraction limited laser beams and vacuum exceeding 10 torr isrequired to prevent the introduction of spurious signal by refractionindex fluctuations. The list of the ground-based laser interferometricdetector sites and orientations is given in Table (2.2).

    The first generation of laser interferometric detectors is in opera-tion. The Japanese TAMA-300 having sensitivity 1020 is collectingdata since 1999. The British-German 600 m interferometer (GEO) inHannover, Germany, the French-Italian 3 km detector (VIRGO) nearPisa, Italy and the American two 4 km antennas (LIGO), one in Liv-ingston and the other in Hanford in the USA had achieved the sensitiv-ity 1021 are also analyzing data for the signature of GW signal. Thelarger of these detectors, LIGO and VIRGO, are likely to be upgraded insensitivity by an order of magnitude with a better low-frequency perfor-mance. These ground based interferometers will eventually be sensitiveto sources in the frequency range from 10 Hz to several kHz.

    When a GW, having a frequency high compared to the 1 Hz pen-dulum frequency, passes through a detector of the arm length l0 thenone arm of the detector gets stretched in one direction whereas the otherarm gets compressed. If the total change in the arm-length is l, theresponse R(t) of the detector which is defined as ll0 may be given via

    R(t) =l

    l0= F+h+(t) + Fh(t) , (2.18)

    where h+, h are two polarizations of the signal and F+, F are thebeam pattern functions arising due to the transformation equations re-lating to the wave frame and the detector frame; refer to Eq. (1.31). Letthe detector frame (x, y, z) and the wave frame (X,Y, Z) are related viaa transformation matrix A, i.e.

    i = AiRR , k = Akj

    j , (2.19)

    where the capital Roman letters refer to the wave frame quantities, andthe lower case of the Romans for the detector frame quantities. Itcan be shown that the response of the detector may be expressed as

    l

    l0= sin 2[(AxXAyY AxYAyY )h++ (AxXAyY +AxYAyX)h] , (2.20)

    where 2 is the angle between the arms of the detector, normally keptequal to 90 (Schutz and Tinto, 1987).

  • Chapter 2 Gravitational Wave Detectors 31

    Figure 2.2: A schematic of an Earth-based laser interferometric gravitationalwave detector.

    A laser interferometric detector consists of four test masses/mirrorsthat hang from vibration isolated supports as shown in Fig. (2.2). Themirrors facing each other on each arm form a Fabry-Perot cavity. Abeam splitter splits a carefully prepared laser beam in two ones, and di-rects the resulting beams down these two arms. Each beams penetratesthrough the mass, and through the dielectric coating (the mirror). Thelength of the arms of the Fabry-Perot cavity is adjusted to be nearlyan integral number of half wave-length of light. The cavitys end mir-ror has much higher reflectivity than its corner mirror, so the trappedlight leaks back out through the corner mirror, and then hits the beamsplitter where it recombines with light from the other arm. Most of therecombined light goes back toward the laser (where it can be returnedto the interferometer by a power recycled mirror labelled PRM, buta tiny portion goes toward the photo-diode).

    When a GW hits the detector and moves the masses, thereby chang-ing the lengths of the arms of these two cavities, it shifts each cavitysresonant frequency slightly relative to the laser frequency, and the phaseof the light that exists from the cavity toward the beam splitter. Cor-respondingly, the relative phase of these two beams returning to thesplitter is altered by an amount 4 l, and this relative phase shift

  • 32 S. K. Sahay Data Analysis of Gravitational Waves

    Figure 2.3: A schematic diagram of the laser interferometric space antenna.

    causes a change in the intensity of the recombined light at photo-diode,4Ipd 4 l R(t). Thus, the change of photo-diode outputcurrent is directly proportional to the GW strain.

    Scientists are now studying the technologies that may be needed for afurther improvement of the sensitivity of the detectors. This may involvecooling mirrors, using ultra-massive mirrors of special materials, usingpurely non-transmissive optics, and even circumventing the quantumlimit in interferometers, as has been studied for the bars. The goalof next-generation detectors would be limited just by gravity-gradientnoise and quantum effects.

    2.4 Laser interferometric space antennaGravity-gradient noise on the Earth is much larger than the amplitudeof any expected waves from astronomical sources at frequencies belowabout 1 Hz, but this noise falls off a 1/r3 as one moves away fromthe Earth. A detector in space would not notice the Earths noisyenvironment. The Laser interferometric space antenna (LISA) project,efforts underway by both European Space Agency (ESA) and NASAwith a view toward a collaborative mission around 20172018, wouldopen up the frequency window between 0.1 mHz and 0.1 Hz.

  • Chapter 2 Gravitational Wave Detectors 33

    A concept of the project is shown in Fig. (2.3). Three spacecraft areplaced in a solar orbit at 1 A.U., about 20 degrees behind the Earthin it orbit. The spacecrafts are located at the corners of an equilateraltriangle with 5106 km long sides. Two arms of the triangle comprisea Michelson interferometer with vertices at the corners. The third armpermits another interferometric observable to be measured, which candetermine a second polarization. The interferometers use one micronlight as the terrestrial detectors but need only a single pass in the armsto gain the desired sensitivity. The end points of the interferometers arereferenced to proof masses which are free-floating within and shieldedby the spacecraft. The spacecrafts are incorporated in a feedback loopwith precision thrust control to follow the proof masses.

    The main environmental disturbances to LISA are the forces fromthe Sun: fluctuations in the solar radiation pressure and the pressuredue to the solar wind. To minimize these, LISA incorporates a drag-freetechnology. Interferometry is referenced to an internal proof mass thatfalls freely, not attached to the spacecraft. The job of the spacecraft is toshield this mass from external disturbances. It does this by sensing theposition of the mass and firing its own jets to keep itself (the spacecraft)stationary relative to the proof mass. To do this, it needs thrustersof very small thrust that have accurate control. The availability ofsuch thrusters, of the accelerometers needed to sense disturbances tothe spacecraft, and of the lasers capable of continuously emitting 1 Winfrared light for years, have enabled the LISA mission.

    LISA is supposed to see many exciting sources for example the co-alescence of giant black holes in the centre of galaxies. LISA will seesuch events with extraordinary sensitivity, recording typical signal-to-noise-ratios of 1000 or more for events at redshift 1.

  • Chapter 3

    SOURCES OF GRAVITATIONAL WAVES

    3.1 IntroductionAstronomical observations have led to the belief that luminous mat-ter constitutes a small fraction of the total matter content of the Uni-verse. More than 90% of the mass in the Universe is electro-magneticallysilent. The presence of dark matter is inferred from the gravitationalinfluence it causes on luminous matter. It is possible that some frac-tion of this dark matter is a strong emitter of GW. There are manyreviews on GW sources (Thorne, 1987; Blair, 1991; Schutz, 1989, 1993,1999; Sathyaprakash, 1999). The discussion on the GW sources in thisChapter is introductory and for details one may refer to these reviews.The anticipated GW sources can be classified into (i) transients, (ii)continuous, and (iii) stochastic.

    3.2 Supernovae explosionsThe type II Supernovae explosions, which are believed to occur as a re-sult of the core collapse of an evolved massive (> 9M) star and whichare associated with violent mass ejection with velocities of order 0.03with formation of a compact remnant a neutron star or a black hole may emit significant amount of GW depending upon how asymmet-ric the collapse is. The emission occurs essentially during the rotationalcore collapse, bounce and oscillations, rotation-induced bars and con-vective instabilities set up in the core of the new born neutron star.

    Rapid rotation flattens of the collapsing core induces a strong quad-rupole moment; thus generating GW. Study of a wide range of rotationalcore collapse models suggests that the largest signals are produced bymodels which are (i) initially slow rotating and have a stiff equation ofstate, or (ii) initially rapid rotating and have a soft equation of state.In the first case bounce occurs at densities above the nuclear matterdensity, with a fast deceleration of the collapsing core resulting in theemission of GW signals. In the second case, the quadrupole momentis strong due to the rapid rotation which facilitates the emission ofGW. However, in either case the signals are not strong enough to beinteresting sources for the first generation detectors.

  • Chapter 3 Sources of Gravitational Waves 35

    When the cores rotation is speedy enough , it may cause the coreto flatten before it reaches the nuclear density leading to an instabilitytransforming the flattened core into a bar-like configuration spinningabout its transverse axis. Some of these instabilities could also fragmentthe core into two or more pieces which then rotate about each other.Both are efficient ways of the losing energy in the form of GW.

    Instabilities in the core of the newly born neutron star, which lastfor about a second after the collapse, are likely to produce GW due toanisotropic mass distribution and motion.

    3.3 Inspiraling compact binariesThe binary systems whose either member is a compact star e.g. a neu-tron star (NS) and a black hole (BH) are the most promising transientsources of GW during the phase of their coalescence. The well known bi-nary pulsar PSR 1913+16 is such a system but it will coalesce in a timescale of 109 years from now not a right candidate. However, thereare binaries in our galaxy with coalescence time scale much shorter thanthis one. Further, statistical analysis of binary pulsars estimates threeNS-NS coalescence per year out to a distance of 200 Mpc (Phinney, 1991;Narayanan et al. 1991). The initial LIGO/VIRGO interferometers havea fair chances to see the inspiral events. Compact inspiraling binariesemit quasi-periodic GW with a frequency that sweeps upward toward amaximum frequency. The maximum frequency may be of the order of 1KHz for neutron stars. In the lower frequency regime the wave form iseasily computed from the quadrupole formalism. At higher frequenciespost-Newtonian corrections would be required (Thorne, 1987; Krolak,1989). In view of the strong potentialities of such sources the variousaspects related to the emission of GW has been dealt extensively in fulldetails, and one may refer to Sathyprakash (1999).

    3.4 Continuous gravitational waveContinuous gravitational wave (CGW) sources are of our prime inter-est because such sources can be observed again and again and hencesingle interferometer is sufficient to confirm its detection. However, onecant expect a continuous source to be strong. For emission of GWfrom pulsars, there should be some asymmetry in it. There are severalmechanisms which may lead to deformations of the star, or to precessionof its rotation axis. The characteristic amplitude of GW from pulsarsscales as

    h If20

    r, (3.1)

  • 36 S. K. Sahay Data Analysis of Gravitational Waves

    where I is the moment of inertia of the pulsar, f0 is the GW frequency, is a measure of deviation from axissymmetry, and r is the distancebetween the detector and the pulsar.

    As remarked earlier, pulsars are born in supernovae explosions. Theouter layers of the star crystallizes as the newborn star pulsar cools byneutrino emission. Estimates, based on the expected breaking strain ofthe crystal lattice, suggest that anisotropic stresses, which build up asthe pulsar looses rotational energy, could lead to 6 105; the exactvalue depends on the breaking strain of the neutron star crust as wellas the neutron stars geological history, and could be several ordersof magnitude smaller. Nonetheless, this upper limit makes pulsars apotentially interesting source for kilometer scale interferometers.

    Large magnetic fields trapped inside the super fluid interior of apulsar may also induce deformation of the star. This mechanism hasbeen explored recently, indicating that the effect is extremely small forstandard neutron star models ( 6 109).

    Another plausible mechanism for CGW is the Chandrasekhar-Friedman-Schutz (CFS) instability, which is driven by GW back re-action. It is possible that newly-formed neutron stars may undergothis instability spontaneously as they cool soon after formation. Thefrequency of the emitted wave is determined by the frequency of theunstable normal mode, which may be less than the spin frequency.

    Accretion is another way to excite neutron stars. There is also theZimmermann-Szedinits mechanism where the principal axes of the mo-ment of inertia are driven away from the rotational axes by accretionfrom a companion star. Accretion can in principle produce a relativelystrong wave since the amplitude is related to the accretion rate ratherthan to structural effects in the star.

    3.5 Stochastic wavesCatastrophic processes in the early history of Universe, as well as the as-trophysical sources distributed all over the cosmos, generate stochasticbackground of GW. A given stochastic background will be characteristicof the sources that are responsible for it and it may be possible to dis-criminate different backgrounds provided their spectral characteristicsare sufficiently different.

    Primordial background: It is believed that similar to cosmic mi-crowave background (CMBR) a GW background was also produced atthe same time as a result of quantum fluctuations in the early Universe(Grischuk, 1997). Primordial background radiation would freely travel

  • Chapter 3 Sources of Gravitational Waves 37

    to us from almost the very moment of the creation because GW couplesvery weakly with matter. Hence, its detection would help us in the get-ting a picture of the first moments after the big bang. The COBE datahave set limits on the strength of the GW background. The strengthare far too weak to be detected by any running ground-based detectors.However, advanced LIGO detectors may observe the background gen-erated by the collisions of a cosmic string network (for details one mayrefer to Allen, 1997).

    Phase transitions in the early Universe, inspired by fundamentalparticle physics theories, and cosmological strings and domain wallsare also sources of a stochastic background. These processes are ex-pected to generate a background which has a different spectrum andstrength than the primordial one. Future ground-based detectors willachieve good enough sensitivity to measure this background GW andsuch measurements will prove to be a good test bed for these cosmolog-ical models.

    Supernovae background: Even though an individual supernova maynot be detectable out to a great distance, the background produced byall supernovae within the Hubble radius might indeed be detected (Blairand Ju, 1996). The coincidence between an advanced interferometer anda resonant bar within 50 km of the interferometer will enable the detec-tion of this background. These studies may shed light on the history ofstar formation rate, a subject of vigorous debate amongst astrophysi-cists.

    Galactic binary background: Binaries with orbital periods P 104102 s will be observable in space-based detectors. A large num-ber of them are present in our galaxy but they will not be identifiableseparately because they are at a large distances and consequently havea feeble amplitude. However they would contribute to background GW.In addition to binaries of compact stars, there are also other binariesconsisting of white dwarfs, cataclysmic variables, etc., which will alsocontribute to the background radiation produced by compact binaries.The net effect is that these sources will appear as a background noise inspace interferometers. By studying the nature of this background onecan learn a lot about binary population in our Galaxy.

    Galactic pulsar background: CGW from pulsars could also producea background of GW radiation which will limit the sensitivity of theground-based laser interferometers (Giazotto, Gourgoulhon, and Bonaz-zola, 1997). There are about 109 neutron stars in our Galaxy of which

  • 38 S. K. Sahay Data Analysis of Gravitational Waves

    about 2105 will contribute to the background radiation. This back-ground radiation will be prominent and observable in the LIGO/VIRGOdetectors, in the frequency range of 510 Hz, at an rms amplitude ofhrms 21026, where the rms is computed over 105 sources. At fre-quency of 10 Hz, the wavelength of GW will be around 30,000 km.Hence, it would be possible to cross-correlate data from two distant de-tectors, such as two LIGOs, or LIGO and VIRGO, and discriminate thebackground against other sources of noise.

  • Chapter 4

    DATA ANALYSIS CONCEPT

    4.1 IntroductionThe GW data analysis strategy is different in many ways from conven-tional astronomical data analysis. This is due to the following:

    GW antennae are essentially omni-directional with their responsebetter than 50% of the average over 75% of the sky. Hence ourdata analysis systems will have to carry out all-sky searches forthe sources;

    Interferometers are typically broad-band covering 3 to 4 orders ofmagnitude in the frequency. While this is obviously to our ad-vantage, as it helps to track sources whose frequency may changerapidly, it calls for searches to be carried over a wide-band offrequencies;

    In contrast to electromagnetic (EM) radiation, most astrophysicalGWs are tracked in the phase, and the signal-to-noise ratio (SNR)is built up by coherent superposition of many wave cycles emittedby a source. Consequently, the SNR is proportional to the ampli-tude and only falls off, with the distance to the source, r, as 1/r.Therefore, the number of sources of a limiting SNR increases as r3

    for a homogeneous distribution of the sources in a flat Universe,as opposed to EM sources that increase only as r3/2;

    GW antennae acquire data continuously for many years at therate of several mega-bytes per second. It is expected that about ahundredth of this data will have to pass through our search analy-sis systems. Unless on-line processing can be done we cannot hopeto make our searches. This places huge demands on the speed ofour data analysis hardware. A careful study of our search algo-rithms with a view to making them as optimal (maximum SNR)and efficient (least search times) as one possibly can is required.

    4.2 Gravitational wave antenna sensitivityThe performance of a GW detector is characterized by the one sidedpower spectral density (PSD) of its noise background. The analytical fits

  • 40 S. K. Sahay Data Analysis of Gravitational Waves

    to noise power spectral densities Sn(f) of ground based interferometersare given in Table (4.2), where S0 and fn0 represent respectively thevalue of the minimum noise and the corresponding frequency. At thelower-frequency cutoff fl and the high-frequency cutoff fu, Sn(f) canbe treated as infinite. One can construct the noise PSD as follows.

    A GW detector output represents a dimensionless data train, sayx(t). In the absence of any GW signal the detector output is just aninstance of noise n(t), that is, x(t) = n(t). The noise auto-correlationfunction c is defined as

    c(t1, t2) n(t1)n(t2), (4.1)where represents the average over an ensemble of the noise realiza-tions. In general, c depends on both t1 and t2. However, if the detectoroutput is a stationary noise process, i.e. its performance is, statisticallyspeaking, independent from time, c depends only on t2 t1. Weshall, furthermore, assume that c() = c(). For data from real de-tectors the above average can be replaced by a time average under theassumption of ergodicity:

    c() =1T

    T/2T/2

    n(t)n(t ) dt . (4.2)

    The assumption of stationarity is not strictly valid in the case of realGW detectors; however, if their performance does not vary greatly overtime scales much larger than typical observation time scales, stationaritycould be used as a working rule. While this may be good enough inthe case of binary inspiral and coalescence searches, it is a matter ofconcern for the observation of continuous and stochastic GW. Undersuch an assumption the one-sided noise PSD, defined only at positivefrequencies, is the Fourier Transform (FT) of the noise auto-correlationfunction:

    Sn(f) 12

    c()e2piif d, f > 0 ,

    0 , f < 0 , (4.3)where a factor of 1

    2is included by convention because it has been as-

    sumed that c() is an even function. This equation implies that Sn(f)is real. It is straightforward to show that

    n(f) n(f ) = Sn(f) (f f ) , (4.4)where n(f) represents the Fourier transform of n(t) and denotes com-plex conjugation. This identity implies that Sn(f) is positive definite.

  • Chapter 4 Data Analysis Concept 41

    Detector

    Fittonoisepowerspectraldensity

    S0(Hz)1

    f n0(Hz)

    f l(Hz)

    f u(Hz)

    LIGOI

    S0 3

    " fn0

    f

    4 +2

    f f n0

    2#8.01046

    175

    40

    1300

    LIGOII

    S0

    11

    ( 2f n

    0

    f

    9/2 +9 2

    " 1+ f f n

    0

    2#)7.91048

    110

    25

    900

    LIGOIII

    S0 5

    ( fn0

    f

    4 +2

    " 1+ f fn

    0

    2#)2.31048

    75

    12

    625

    VIRGO

    S0 4

    " 290 f s f

    5 +2

    f n0

    f

    +1+

    f f n0

    2#1.11045

    475

    16

    2750

    GEO600

    S0 5

    " 4f n

    0

    f

    3/2 2+3

    f f n0

    2#6.61045

    210

    40

    1450

    TAMA

    S0

    32

    ( fn0

    f

    5 +13

    f n0

    f

    +9

    " 1+ f f n

    0

    2#)2.41044

    400

    75

    3400

    Table4.1:Analyticalfitsto

    noisepow

    erspectraldensities

    Sn(f)oftheground-basedinterferometers.

  • 42 S. K. Sahay Data Analysis of Gravitational Waves

    The autocorrelation function c() at = 0 can be expressed as anintegral over Sn(f). Indeed, it is easy to see that

    n2(t) = 2 0

    Sn(f)df . (4.5)

    The above equation justifies the name power spectral density givento Sn(f). It is obvious that Sn(f) has a dimension of time but it isconventional to use, instead, a dimension of Hz1 since it is a quantitydefined in the frequency domain. The square-root of Sn(f) is the noiseamplitude,

    Sn(f), and has a dimension of per root Hz. It is often

    useful to define the dimensionless quantity h2n(f) fSn(f) called theeffective noise. In GW interferometer literature one also comes acrossthe displacement noise or strain noise defined as hl0(f) l0hn(f), andthe corresponding noise spectrum Sl0(f) l20Sn(f), where l0 is the armlength of the interferometer. The displacement noise gives the smalleststrain l/l0 in the arms of an interferometer which can be measured ata given frequency.

    4.2.1 Sensitivity vs source amplitudesOne compares the GW amplitudes of astronomical sources with theinstrumental sensitivity and assesses what sort of sources will be ob-servable in the following way. First, as comparisons are almost alwaysmade in the frequency-domain, it is important to note that the Fouriercomponent h(f) of a deterministic signal h(t) has a dimension of Hz1

    and the quantity f | h(f)| is dimensionless. It is the last quantity thatshould be compared with hn(f) to deduce the strength of a source rel-ative to the detector noise. Second, it is quite common also to comparethe amplitude spectrum per logarithmic bin of a source,

    f | h(f)|, with

    the amplitude spectrum of the noise,Sn(f), both of which have di-

    mensions of per root Hz. For monochromatic sources, one comparesthe effective noise in a long integration period with the expected in-stantaneous amplitudes in the following way: a monotonic wave of afrequency f0 observed for a time T0 is simply a narrow line in a fre-quency bin of width f 1/T0 around f0. The noise in this bin isSn(f)f = Sn(f)/T0. Thus the SNR after a period of observation T0 is

    S

    N=

    h0Sn(f0)/T0

    . (4.6)

    One, therefore, computes this dimensionless noise spectrum fora given duration of observation, Sn(f)/T0, to assess the detectabilityof a continuous GW. Surely, if the observation time is T0 then the total

  • Chapter 4 Data Analysis Concept 43

    energy (that is, the integrated power spectrum) of both signal and noisemust increase in proportion to T 20 . Then how does the SNR for a con-tinuous wave improve with the duration of observation? The point isthat while the signal energy is all concentrated in one bin, the noiseis distributed over the entire frequency band. As T0 increases, the fre-quency resolution improves as 1/T0 and the number of the frequencybins increases in proportion to T0. Consequently, the noise intensity perfrequency bin increases only as T0. Now, the signal intensity is concen-trated in just one bin since the signal is assumed to be monochromatic.Therefore, the power SNR increases as T0, or, the amplitude SNR in-creases as

    T0.

    4.3 Noises in the Earth-based interferometric detectorsAs mentioned in the earlier section the performance of GW detectoris characterized by the one-sided PSD. The sensitivity of ground-baseddetectors is limited at frequencies less than a Hertz by the time-varyinglocal gravitational field caused by a variety of different noise sources, e.g.low frequency seismic vibrations, density variation in the atmospheredue to winds, etc. Thus, for data analysis purposes, the noise PSD isassumed to be essentially infinite below a certain lower cutoff fs. Theeffective noise hn(f) expected in these detectors is equal to

    fSn(f).

    Type of noises that one have to fight to detect the signals are:Ground vibration: External mechanical vibrations are a problem forbar detectors, too, but are more serious for interferometers, not leastbecause interferometers bounce light back and forth between the mir-rors, and so each reflection introduces further vibrational noise. Sus-pension/isolation systems are based on pendula. A pendulum is a goodmechanical filter for frequencies above its natural frequency. By hangingthe mirrors on pendula of perhaps 0.5 m length, one achieves filteringbelow a few Hz. Since the spectrum of ground noise falls at higherfrequencies, this provides suitable isolation. But these systems can bevery sophisticated; the GEO600 detector has a three-stage pendulumand other vibration isolation components. Among all the ground basedlaser interferometer detectors, VIRGO has the best isolation system.Thermal noise: Vibrations of the mirrors and of the suspending pen-dulum can mask gravitational waves. As with vibrational noise, this isincreased by the bouncing of the light between the mirrors. Unlike bars,interferometers process measurements only at the frequencies which arefar from the resonant frequency, where the amplitude of vibration issmaller. Thus, the pendulum suspensions have thermal noises at a few

  • 44 S. K. Sahay Data Analysis of Gravitational Waves

    Hz, but measurements were performed at above 20 or 30 Hz in the firstdetectors. Internal vibrations of the mirrors have natural frequenciesof several kilohertz. By ensuring that both kinds of oscillations havevery high Q, one can confine most of the vibration energy to a smallbandwidth around the resonant frequency, so that at the measurementfrequencies the vibration amplitudes are small. This allows interferom-eters to operate at room temperature. But mechanical Qs of 107 orhigher are required, and this is technically demanding.

    Shot noise: The photons that are used to do interferometry are quan-tized, so they arrive at random and make random fluctuations in thelight intensity that can look like a gravitational wave signal. The morephotons one uses, the smoother will be the interference signal. As arandom process, the error improves with the square-root of the numberN of photons. Using infrared light with a wavelength 1m, one canexpect to measure to an accuracy of

    4Lshot 2piN.

    To perform measurement at a frequency f , one has to make at least2f measurements per second i.e. one can accumulate photons for a time12f . With light power P and GW amplitude h one gets N= P

    (hc/)(2f)

    photons. In order that 4Lshot be below 1016 m, one needs strong lightpower far beyond the output of any continuous laser.

    Light-recycling techniques overcome this problem by using light ef-ficiently. An interferometer actually has two places where light leaves.One is where the interference is measured. The other goes back towardsthe input laser. Normally one arranges that no light goes to the inter-ference sensor, so that only when a gravitational wave passes makes asignal registered there. This means that all the light normally returnsto the mirror, apart from small losses at the mirrors. Since mirrors areof good quality, only one part in 103 or less of the light is lost during a1 ms storage time. By placing a power-recycling mirror in front of thelaser, one can reflect this wasted light back in, allowing power to buildup in the arms until the laser merely resupplies the mirror losses. Thiscan dramatically reduce the power requirement for the laser.

    Quantum effects: Shot noise is a quantum noise, but in additionthere are effects like bar detectors face: zero-point vibrations of mirrorsurfaces and so on. These are small compared to present operatinglimits of detectors, but they may become important in 5 years or so.Practical schemes to reduce this noise have already been demonstrated

  • Chapter 4 Data Analysis Concept 45

    in principle, but they need to be improved considerably. They canbe reduced by making the mirror masses large, since the amplitude ofvibration scales inversely as the square-root of the mass.

    Gravity gradient noise: One noise which cannot be screened out isthat arises due to changes in the local Newtonian gravitational field onthe time scale of the measurements. A gravitational wave detector willrespond to tidal forces from local sources just as well as to gravitationalwaves. Environmental noise comes not only from man-made sources,but even more importantly from natural ones: seismic waves are accom-panied by changes in the gravitational field, and changes in air pressureare accompanied by changes in air density. The spectrum falls steeplywith increasing frequency. Hence, the running interferometers does nothave problem, but it may limit the performance of detectors a decadefrom now. And it is the primary reason that detecting gravitationalwaves in the low-frequency band around 1 mHz must be done in space.

    4.4 Matched Filtering and optimal signal-to-noise ratioMatched Filtering is a data analysis technique that efficiently searchesfor a signal of known shape buried in the noisy data (Helstrom, 1968).The technique consists in correlating the noisy output of each inter-ferometer data with a set of theoretical waveform templates. If themaximum of the correlation exceeds a preset threshold, a detection isannounced. However, even if a signal is present in the data, the ac-companying noise can mask its presence by preventing such crossing ofthe threshold in some cases. Thus a signal can be detected with onlya certain probability called the detection probability. Also there willbe a non-zero probability called the false alarm probability, of a falsedetection due to noise alone. A formalism to choose the optimal set oftemplates using a criterion was first given by Sathyaprakash and Dhu-randhar (1991), and Dhurandhar and Sathyaprakash (1994) known asthe S-D formalism.

    These search templates will be discrete subset of a continuous, multiparameter family, each of which approximate a possible signal. Givena signal h(t) buried in a noise n(t), the task is to find an optimal tem-plate q(t) that would produce, on the average, the best possible SNR.The enhancement in the signal-to-noise ratio not only increases the num-ber of detectable events but, more importantly, it also allows a more ac-curate determination of signal parameters the error in the estimationof parameter being inversely proportional to the signal-to-noise ratio.

    If the functional form of the template is identical to that of the sig-

  • 46 S. K. Sahay Data Analysis of Gravitational Waves

    nal, the mean signal-to-noise ratio in the presence of a signal is highestof the possible for any linear data processing technique, which is whymatched filtering is also known as optimal filtering (Helstrom, 1968).A matched filter , in the frequency domain, is a best-guess template ofthe expected signal waveform divided by the interferometers spectralnoise density.

    In order to take full advantage of matched filtering it is essentialthat the phase of the waveform shall be known to a very high degree ofaccuracy to accumulate the SNR (Cutler et al., 1993). This is referred toas coherent integration of the signal, where the SNR grows

    T0. This is

    in contrast to incoherent methods, such as stacking and tracking (Bradyet al., 1998, 2000), where one disregards the phase information and theSNR does not accumulate as quickly. Tracking involves tracking oflines in the time-frequency plane built from the FT of short (around 40minutes long) stretches of data. The other stacking involves dividing thedata into shorter (around a day long) stretches, searching each stretchfor signals, and enhancing the detectability by incoherently summingthe FT of data stretches.

    There are several questions that must be answered in order to deter-mine the feasibility of a matched filtering search strategy and, if feasible,to implement it. Which parameters significantly affect the wave form?How should the spacing of the template parameters (lattice points) bechosen? Is there a parametrization that is in some sense preferred bythe template waveforms? How many templates are needed to cover agiven region of interest in the parameter space and how much computingpower and memory will it cost to process the data through them? In thecase of a modulated pulsar signal we must also ask what approximationto the true wave form is good enough?

    Ambiguity function, well known in the statistical theory of signaldetection (Helstrom, 1968), is a very powerful tool in signal analysis. Ithelps to access the number of templates required to span the parameterspace of the signal. However, Apostolatos (1995) defined a term calledFitting Factor (FF ) which quantitatively describes the closeness of thetrue signals to the template manifold in terms of the reduction in SNRdue to cross correlation of a signal outside the manifold with all thetemplates lying inside the manifold.

    4.4.1 Fitting factorOne of the standard measurements for deciding what class of wave formis good enough is the Fitting Factor and has already been used by

  • Chapter 4 Data Analysis Concept 47

    various authors as a measure of adequateness of a template family,but previous discussions have not shown explicitly how this intuitivelywell-formed function is connected with detectability.

    Previously FF has sometimes been called the correlation, a num-ber that is often used in so many different ways. The name comes fromthe fact that, by maximizing the quantity FF, the parameters of thetemplates can be adjusted to best fit of the true waveform.

    Consider a detector receiving almost monochromatic GW signalsfrom a pulsar. The signal will be Doppler modulated due to the motionof the Earth and stars, represented by the function S(t). The outputX(t) of the detector will be

    X(t) = S(t) + n(t) . (4.7)

    If the search template is the exact waveform h(t), we achieve thehighest possible signal-to-noise ratio given as(

    S

    N

    )max

    = S(f)|S(f)2. (4.8)

    where the inner product of two waveforms h1|h2 is defined as

    h1|h2 = 2 0

    h1(f) h2(f) + h1(f) h2(f)

    Sn(f)df

    = 4 0

    h1(f) h2(f)Sn(f)

    df . (4.9)

    The SNR ratio will be reduced below (S/N)max whenever the tem-plate is not the exact waveform but some other approximate one. Inthe case where the search is performed with some family of templatesST (f ; ~) for a signal vector ~ (the signal is considered as a vector in theparametric space), then the SNR is given by(

    S

    N

    )=

    max

    ~X(f)|ST (f ; ~)rmsn|ST (f ; ~)

    . (4.10)

    For an ensemble of realizations of the detector noise, the expec-tation values n|ST (f ; ~) and n|ST (f ; ~)n|ST (f ; ~) are zero, andST (f ; ~)|ST (f ; ~), respectively. Thus the ensemble-averaged signal-to-noise ratio turns out to be

    Sathyaprakash and Dhurandhar (1991), Dhurandhar and Sathyaprakash (1994).

  • 48 S. K. Sahay Data Analysis of Gravitational Waves

    (S

    N

    )=

    max

    ~S(f)|ST (f ; ~)ST (f ; ~)|ST (f ; ~)

    =

    max~ S(f)|ST (f ; ~)ST (f ; ~)|ST (f ; ~)S(f)|S(f)

    ( SN

    )max

    . (4.11)

    The name Fitting Factor is given to the reduction in signal-to-noiseratio that results because of using the chosen template family, ratherthan the true signal h, in the search:

    FF (~) =max

    ~S(f)|ST (f ; ~)ST (f ; ~)|ST (f ; ~)

    =max

    ~S(f)|ST (f ; ~)

    ST (f ; ~)|ST (f ; ~)S(f)|S(f). (4.12)

    Therefore, if the family of search template used at the detectionstage does not contain the true signal waveform, the reduction in thesignal-to-noise ratio will be given by(