Field statistics and correlation functions for stochastically growing waves
Abstract
Bursty waves are common in laboratory and space plasmas. This paper simulates the generation of bursty waves using stochastic differential equations, calculating the field statistics and correlation functions with and without thermal effects, linear instability, nonlinear processes, intrinsic spatiotemporal inhomogeneities (clumps), and different sampling techniques. Driven thermal waves are shown to have field statistics that agree very well with an analytic prediction (typically powerlaw above a low field peak near the thermal level, but whose peak can be moved to high fields with appropriate fine tuning of parameters) and are robust against changes in sampling and inclusion of clumping effects. Purely stochastically growing waves, expected to have the log normal statistics observed in multiple applications, only do so under stringent conditions and inclusion of spatiotemporal clumping effects. These conditions have similar forms to ones derived previously using analytic arguments. Deviations from a log normal can be due to sampling and clumping effects, rather than due to the nonlinear and convolution effects inferred previously. Correlation functions are predicted and observed to have an exponential decrease at small lags, with time constant equal to the inverse effective growth rate, provided stochastic effects are relatively small and sufficient averaging is possible. Extraction ofmore »
 Authors:
 School of Physics, University of Sydney, NSW 2006, Sydney (Australia)
 Publication Date:
 OSTI Identifier:
 20974917
 Resource Type:
 Journal Article
 Resource Relation:
 Journal Name: Physics of Plasmas; Journal Volume: 14; Journal Issue: 4; Other Information: DOI: 10.1063/1.2715572; (c) 2007 American Institute of Physics; Country of input: International Atomic Energy Agency (IAEA)
 Country of Publication:
 United States
 Language:
 English
 Subject:
 70 PLASMA PHYSICS AND FUSION TECHNOLOGY; CORRELATION FUNCTIONS; DIFFERENTIAL EQUATIONS; MONTE CARLO METHOD; NONLINEAR PROBLEMS; PLASMA; PLASMA INSTABILITY; PLASMA SIMULATION; STATISTICS; STOCHASTIC PROCESSES; TEMPERATURE DEPENDENCE
Citation Formats
Cairns, Iver H., Konkolewicz, D. L., and Robinson, P. A. Field statistics and correlation functions for stochastically growing waves. United States: N. p., 2007.
Web. doi:10.1063/1.2715572.
Cairns, Iver H., Konkolewicz, D. L., & Robinson, P. A. Field statistics and correlation functions for stochastically growing waves. United States. doi:10.1063/1.2715572.
Cairns, Iver H., Konkolewicz, D. L., and Robinson, P. A. Sun .
"Field statistics and correlation functions for stochastically growing waves". United States.
doi:10.1063/1.2715572.
@article{osti_20974917,
title = {Field statistics and correlation functions for stochastically growing waves},
author = {Cairns, Iver H. and Konkolewicz, D. L. and Robinson, P. A.},
abstractNote = {Bursty waves are common in laboratory and space plasmas. This paper simulates the generation of bursty waves using stochastic differential equations, calculating the field statistics and correlation functions with and without thermal effects, linear instability, nonlinear processes, intrinsic spatiotemporal inhomogeneities (clumps), and different sampling techniques. Driven thermal waves are shown to have field statistics that agree very well with an analytic prediction (typically powerlaw above a low field peak near the thermal level, but whose peak can be moved to high fields with appropriate fine tuning of parameters) and are robust against changes in sampling and inclusion of clumping effects. Purely stochastically growing waves, expected to have the log normal statistics observed in multiple applications, only do so under stringent conditions and inclusion of spatiotemporal clumping effects. These conditions have similar forms to ones derived previously using analytic arguments. Deviations from a log normal can be due to sampling and clumping effects, rather than due to the nonlinear and convolution effects inferred previously. Correlation functions are predicted and observed to have an exponential decrease at small lags, with time constant equal to the inverse effective growth rate, provided stochastic effects are relatively small and sufficient averaging is possible. Extraction of the wave, stochastic, and clump parameters from observed field statistics and correlation functions appears viable. An evolutionary transition must exist between driven thermal waves and stochastically driven waves, since their field statistics have different functional forms, dependencies, and sensitivity to clump effects, but still requires identification.},
doi = {10.1063/1.2715572},
journal = {Physics of Plasmas},
number = 4,
volume = 14,
place = {United States},
year = {Sun Apr 15 00:00:00 EDT 2007},
month = {Sun Apr 15 00:00:00 EDT 2007}
}

The statistically steady distributions P(log E) and P{sub e}(log E{sub e}) of waveform field E and envelope field E{sub e} are studied for timevarying waves with stochastically driven amplitudes. The waves are represented in one dimension (1D) by a single mode or superposition of multiple independent modes, whose amplitudes follow stochastic differential equations. Both distributions at low fields follow power laws: P(log E)propor toE{sup p} and P{sub e}(log E{sub e})propor toE{sub e}{sup q} with distinct exponents p and q. Transitions in both distributions are found between the singlemode and multimode cases, with the distributions in the latter essentially independent ofmore »

Faceting via correlated disorder of a stochastically growing interface or domain boundary
We consider a stochastically growing or evaporating interface in the presence of disorder which is correlated in the direction normal to the interface. The growth or evaporation rate at randomly distributed disorder points is assumed to be different from that of the rest of the interface. This model is of relevance not only to island growth in overlayers, but also to the domain growth in an ultrathin magnetic film after reversal of the magnetization. For a growing onedimensional interface or a moving domain wall in a magnetic film on a crystal surface, this type of correlated disorder simulates the effectmore » 
High Statistics Analysis using Anisotropic Clover Lattices: (I) Single Hadron Correlation Functions
We present the results of highstatistics calculations of correlation functions generated with singlebaryon interpolating operators on an ensemble of dynamical anisotropic gaugefield configurations generated by the Hadron Spectrum Collaboration using a tadpoleimproved clover fermion action and Symanzikimproved gauge action. A total ofmore »