Application of Laplace filters to the analysis of lattice time correlators
arXiv:2508.11541 · doi:10.1103/3v93-9s9t
Abstract
The analysis of lattice simulation correlation function data is notoriously hindered by the ill-conditioning of the Euclidean time covariance matrix. Additionally, the isolation of a single physical state in such functions is generally affected by systematic contamination from unwanted states. In this paper, we present a new methodology based on regulated Laplace filters and demonstrate that it can be used to address both issues using state-of-the-art simulation data. Regulated Laplace filters are invertible high-pass filters that suppress local correlations in the data, and we show that they can reduce the condition number of covariance matrices by several orders of magnitude. Furthermore, Laplace filters can annihilate functions that decay exponentially with time, which can be used to alter the spectrum of a lattice correlation function. We show that this property can be exploited to significantly reduce excited-state contamination in the determination of matrix elements. The same property can also be used to constrain the spectral content of a correlation function and has the potential to form the basis of new methods to extract physical information from lattice data.
References in corpus (12)
- Ab initio calculation of the neutron-proton mass difference
- Nonlinear shrinkage estimation of large-dimensional covariance matrices
- On the generalized eigenvalue method for energies and matrix elements in lattice field theory
- Bayesian model averaging for analysis of lattice field theory results
- The anomalous magnetic moment of the muon in the Standard Model: an update
- -state contamination in lattice calculations of the nucleon axial form factors
- Improved lattice fermion action for heavy quarks
- Exclusive semileptonic decays on the lattice
- On fits to correlated and auto-correlated data
- Optimising creation operators for charmonium spectroscopy on the lattice
- -state contamination in lattice calculations of the nucleon electromagnetic form factors
- On the equivalence of Prony and Lanczos methods for Euclidean correlation functions