8 research outputs found
Disconnected Diagrams in Lattice Qcd
In this work, we present state-of-the-art numerical methods and their applications for computing a particular class of observables using lattice quantum chromodynamics (Lattice QCD), a discretized version of the fundamental theory of quarks and gluons. These observables require calculating so called disconnected diagrams and are important for understanding many aspects of hadron structure, such as the strange content of the proton. We begin by introducing the reader to the key concepts of Lattice QCD and rigorously define the meaning of disconnected diagrams through an example of the Wick contractions of the nucleon. Subsequently, the calculation of observables requiring disconnected diagrams is posed as the computationally challenging problem of finding the trace of the inverse of an incredibly large, sparse matrix. This is followed by a brief primer of numerical sparse matrix techniques that overviews broadly used methods in Lattice QCD and builds the background for the novel algorithm presented in this work. We then introduce singular value deflation as a method to improve convergence of trace estimation and analyze its effects on matrices from a variety of fields, including chemical transport modeling, magnetohydrodynamics, and QCD. Finally, we apply this method to compute observables such as the strange axial charge of the proton and strange sigma terms in light nuclei. The work in this thesis is innovative for four reasons. First, we analyze the effects of deflation with a model that makes qualitative predictions about its effectiveness, taking only the singular value spectrum as input, and compare deflated variance with different types of trace estimator noise. Second, the synergy between probing methods and deflation is investigated both experimentally and theoretically. Third, we use the synergistic combination of deflation and a graph coloring algorithm known as hierarchical probing to conduct a lattice calculation of light disconnected matrix elements of the nucleon at two different values of the lattice spacing. Finally, we employ these algorithms to do a high-precision study of strange sigma terms in light nuclei; to our knowledge this is the first calculation of its kind from Lattice QCD
Scale setting the M\"obius Domain Wall Fermion on gradient-flowed HISQ action using the omega baryon mass and the gradient-flow scales and
We report on a sub-percent scale determination using the omega baryon mass
and gradient-flow methods. The calculations are performed on 22 ensembles of
highly improved, rooted staggered sea-quark configurations
generated by the MILC and CalLat Collaborations. The valence quark action used
is M\"obius Domain-Wall fermions solved on these configurations after a
gradient-flow smearing is applied with a flowtime of in lattice
units. The ensembles span four lattice spacings in the range fm, six pion masses in the range MeV and multiple lattice volumes. On each ensemble, the gradient-flow
scales and and the omega baryon mass are
computed. The dimensionless product of these quantities is then extrapolated to
the continuum and infinite volume limits and interpolated to the physical
light, strange and charm quark mass point in the isospin limit, resulting in
the determination of fm and fm with
all sources of statistical and systematic uncertainty accounted for. The
dominant uncertainty in this result is the stochastic uncertainty, providing a
clear path for a few-per-mille uncertainty, as recently obtained by the
Budapest-Marseille-Wuppertal Collaboration.Comment: v3: Published version; v2: Added determination of t_0 as well as w_0;
v1: 13 pages plus appendices. The correlation function data, mass results and
analysis code accompanying this publication can be found at this github
repository: https://github.com/callat-qcd/project_scale_setting_mdwf_his
Detailed analysis of excited state systematics in a lattice QCD calculation of
Excited state contamination remains one of the most challenging sources of
systematic uncertainty to control in lattice QCD calculations of nucleon matrix
elements and form factors. Most lattice QCD collaborations advocate for the use
of high-statistics calculations at large time separations ( fm) to combat the signal-to-noise degradation. In this work we
demonstrate that, for the nucleon axial charge, , the alternative strategy
of utilizing a large number of relatively low-statistics calculations at short
to medium time separations ( fm), combined
with a multi-state analysis, provides a more robust and economical method of
quantifying and controlling the excited state systematic uncertainty, including
correlated late-time fluctuations that may bias the ground state. We show that
two classes of excited states largely cancel in the ratio of the three-point to
two-point functions, leaving the third class, the transition matrix elements,
as the dominant source of contamination. On an MeV ensemble,
we observe the expected exponential suppression of excited state contamination
in the Feynman-Hellmann correlation function relative to the standard
three-point function; the excited states of the regular three-point function
reduce to the 1% level for fm while, for the Feynman-Hellmann
correlation function, they are suppressed to 1% at fm.
Independent analyses of the three-point and Feynman-Hellmann correlators yield
consistent results for the ground state. However, a combined analysis allows
for a more detailed and robust understanding of the excited state
contamination, improving the demonstration that the ground state parameters are
stable against variations in the excited state model, the number of excited
states, and the truncation of early-time or late-time numerical data.Comment: v1: 13 pages plus appendices. The correlation function data and
analysis code accompanying this publication can be accessed at this github
repository: https://github.com/callat-qcd/project_fh_vs_3p