Direct power spectral density estimation from structure functions without Fourier transforms
arXiv:2602.02865 · doi:10.1063/5.0310561
Abstract
Second-order structure functions and power spectral densities are popular tools in the study of statistical properties across scales, particularly for the analysis of turbulent flows. Although intimately related, analyses primarily use one or the other. We introduce a framework for estimating the power spectrum using the second-order structure function without applying Fourier transforms -- enabling one to take advantage of the real-space structure function calculations. We validate and showcase this method, comparing it to classical Fourier power spectrum estimates determined from analytical calculations, fractional Brownian motion, turbulence simulations, and space-physics and astrophysical observations of turbulence. We show that this method is able to robustly obtain the expected power law behaviour where we use turbulence ranges as test-cases.
Replaced arxiv version with better formatting on 13 Feb 26. Published in Physics of Fluids. 64 pages, 3 tables, 16 figures
References in corpus (55)
- The Photodetector Array Camera and Spectrometer (PACS) on the Herschel Space Observatory
- Understanding the Lomb-Scargle Periodogram
- Interstellar Turbulence I: Observations and Processes
- Common-Resolution Convolution Kernels for Space- and Ground-Based Telescopes
- Anisotropic scaling of magnetohydrodynamic turbulence
- The multi-scale nature of the solar wind
- Turbulent Heating in Galaxy Clusters Brightest in X-rays
- Correcting for the alias effect when measuring the power spectrum using FFT
- Recent progress in astrophysical plasma turbulence from solar wind observations
- A Bayesian view on Faraday rotation maps - Seeing the magnetic power spectra in galaxy clusters
- X-Ray surface brightness and gas density fluctuations in the Coma cluster
- Dust and Gas in the Magellanic Clouds from the HERITAGE Herschel Key Project. I. Dust Properties and Insights into the Origin of the Submm Excess Emission
- The turbulent cascade in five dimensions
- On the use of structure functions to study blazar variability: caveats and problems
- The sonic scale revealed by the world's largest supersonic turbulence simulation
- Studying Turbulence using Doppler-broadened lines: Velocity Coordinate Spectrum
- Thermal SZ fluctuations in the ICM: probing turbulence and thermodynamics in Coma cluster with
- Spectral scaling laws in MHD turbulence simulations and in the solar wind
- The Turbulence Spectrum of Molecular Clouds in the Galactic Ring Survey: A Density-Dependent PCA Calibration
- Constraining Gas Motions in the Intra-Cluster Medium
- A closer look at the "characteristic" width of molecular cloud filaments
- Direct Detection of Black Hole-Driven Turbulence in the Centers of Galaxy Clusters
- Plasma beta dependence of the ion-scale spectral break of solar wind turbulence: high-resolution 2D hybrid simulations
- Suppressed effective viscosity in the bulk intergalactic plasma
- A Mexican Hat with holes: calculating low resolution power spectra from data with gaps
- Second order structure function in fully developed turbulence
- Structure analysis of interstellar clouds: I. Improving the Delta-variance method
- Scaling Laws of Passive-Scalar Diffusion in the Interstellar Medium
- Studying Turbulence from Doppler-broadened Absorption Lines: Statistics of Logarithms of Intensity
- The Spitzer Local Volume Legacy (LVL) Global Optical Photometry
- Magnetic turbulence spectra and intermittency in the heliosheath and in the local interstellar medium
- Turbulence Spectra from Spectral Lines: Tests of the Velocity Channel Analysis and Velocity Coordinate Spectrum Techniques
- Intermittency in the Expanding Solar Wind: Observations from Parker Solar Probe (0.16au), Helios 1 (0.3-1au), and Voyager 1 (1-10au)
- Mapping the Gas Turbulence in the Coma Cluster: Predictions for Astro-H
- The distribution of density in supersonic turbulence
- Turbulence in the outer heliosphere
- The Large Magellanic Cloud stellar content with SMASH: I. Assessing the stability of the Magellanic spiral arms
- TurbuStat: Turbulence Statistics in Python
- The Quest for the Missing Dust: II -- Two Orders of Magnitude of Evolution in the Dust-to-Gas Ratio Resolved Within Local Group Galaxies
- Interstellar cloud structure: The statistics of centroid velocities
- Kinetic range spectral features of cross-helicity using MMS
- Voyager 2 solar plasma and magnetic field spectral analysis for intermediate data sparsity
- Towards mapping turbulence in the intra-cluster medium -- II. Measurement uncertainties in the estimation of structure functions
- Spatial Power Spectra of Dust across the Local Group: No Constraint on Disc Scale Height
- A new method for spatially resolving the turbulence driving mixture in the ISM with application to the Small Magellanic Cloud
- Towards mapping turbulence in the intra-cluster medium -- I. Sample variance in spatially-resolved X-ray line diagnostics
- Short timescale variables in the Gaia era: detection and characterization by structure function analysis
- Inferences from surface brightness fluctuations of Zwicky 3146 via the Sunyaev-Zeldovich effect and X-ray observations
- Measuring the hot ICM velocity structure function using XMM-Newton observations
- Autocorrelation function of velocity increments time series in fully developed turbulence
- Temporal large-scale intermittency and its impact on the statistics of turbulence
- Taylor's Frozen-in Hypothesis for Magnetohydrodynamic turbulence and Solar Wind
- Characterising lognormal fractional-Brownian-motion density fields with a Convolutional Neural Network
- A Semi-Parametric Approach to Fitting Gas Pressure Profiles of Galaxy Clusters
- De-Biasing Structure Function Estimates From Sparse Time Series of the Solar Wind: A Data-Driven Approach