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    Addressing leakage and mode suppression in angular power spectrum estimation for gravitational-wave backgrounds using pulsar timing arrays

    Deepali Agarwal* and Joseph D. Romano†

    Yacine Ali-Haïmoud‡

    Tristan L. Smith§

    • Department of Physics and Astronomy, University of Texas Rio Grande Valley, One West University Boulevard, Brownsville, Texas 78520, USA

    • Center for Cosmology and Particle Physics, Department of Physics, New York University, New York, New York 10003, USA

    • Department of Physics and Astronomy, Swarthmore College, 500 College Avenue, Swarthmore, Pennsylvania 19081, USA

    • *Contact author: deepali.agarwal@utrgv.edu
    • †Contact author: joseph.romano@utrgv.edu
    • ‡Contact author: yah2@nyu.edu
    • §Contact author: tsmith2@swarthmore.edu

    Phys. Rev. D 114, 063048 – Published 24 September, 2026

    DOI: https://doi.org/10.1103/cm48-4k18

    Abstract

    Mapping gravitational-wave background (GWB) anisotropy with pulsar timing arrays (PTAs) is affected by harmonic space mode suppression and mode coupling arising from an array’s nonuniform sky response. Due to computational limitations, one must truncate spherical harmonic expansions at a finite multipole for recovery, ℓmaxrec, often chosen to equal ℓmaxNpair≡int[Npair−1], where Npair≡Npsr(Npsr−1)/2 is the number of distinct pulsar pairs in an array comprised of Npsr pulsars. This choice is motivated by the counting argument that cross-correlations provide at most Npair independent pieces of information for a single frequency bin. Here, we explicitly obtain the multipole value (denoted ℓmaxres) that approximates the maximum informative angular scale of an array of pulsars. This value is defined by the requirement that a spherical harmonic expansion out to ℓmaxres approximately span the space of “observable skies” extracted by the array, which is encoded in the Npair eigenmaps of the Fisher information matrix. The value of ℓmaxres depends on specifics of the PTA configuration. We also explicitly show that GWB power contained in multipoles ℓ≳ℓmaxres do not significantly affect analyses that use expansions out to ℓmaxres, due to the mode suppression (i.e., low-pass filtering) induced by the PTA response to the GWB. However, truncating spherical harmonic expansions at ℓmaxrec<ℓmaxres leads to leakage of small-scale angular power from multipoles ℓmaxrec<ℓ≤ℓmaxres. Nonetheless, even if we use ℓmaxres for recovery, the standard frequentist estimator of the angular power spectrum components Cℓ is still biased due to modes that are not observable by the array. Although we can partially debias the standard estimator—improving its agreement with an injected angular power spectrum—this reduction in bias comes at the expense of an increase in variance, with especially large variances arising for poorly constrained modes, ℓ≫ℓeff. In summary, the results of our analyses strongly advocate for: (i) using ℓmaxres for PTA analyses involving spherical harmonic expansions, and (ii) using the debiased standard estimator for Cℓ recovery, but only out to multipoles ℓ<ℓeff(≪ℓmaxres) corresponding to sufficiently constrained modes.

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