
Anomalous diffusion is a
diffusion
Diffusion is the net movement of anything (for example, atoms, ions, molecules, energy) generally from a region of higher concentration to a region of lower concentration. Diffusion is driven by a gradient in Gibbs free energy or chemical p ...
process with a
non-linear
In mathematics and science, a nonlinear system is a system in which the change of the output is not proportional to the change of the input. Nonlinear problems are of interest to engineers, biologists, physicists, mathematicians, and many other ...
relationship between the
mean squared displacement
In statistical mechanics, the mean squared displacement (MSD, also mean square displacement, average squared displacement, or mean square fluctuation) is a measure of the deviation of the position of a particle with respect to a reference positi ...
(MSD),
, and time. This behavior is in stark contrast to
Brownian motion
Brownian motion, or pedesis (from grc, πήδησις "leaping"), is the random motion of particles suspended in a medium (a liquid or a gas).
This pattern of motion typically consists of random fluctuations in a particle's position insi ...
, the typical diffusion process described by
Einstein
Albert Einstein ( ; ; 14 March 1879 – 18 April 1955) was a German-born theoretical physicist, widely acknowledged to be one of the greatest and most influential physicists of all time. Einstein is best known for developing the theory ...
and
Smoluchowski, where the
MSD is
linear
Linearity is the property of a mathematical relationship ('' function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear ...
in time (namely,
with ''d'' being the number of dimensions and ''D'' the
diffusion coefficient). Examples of anomalous diffusion in nature have been observed in biology in the
cell nucleus,
plasma membrane
The cell membrane (also known as the plasma membrane (PM) or cytoplasmic membrane, and historically referred to as the plasmalemma) is a biological membrane that separates and protects the interior of all cells from the outside environment (t ...
and
cytoplasm
In cell biology, the cytoplasm is all of the material within a eukaryotic cell, enclosed by the cell membrane, except for the cell nucleus. The material inside the nucleus and contained within the nuclear membrane is termed the nucleoplasm. ...
.
Unlike typical diffusion, anomalous diffusion is described by a power law,
where
is the so-called generalized diffusion coefficient and
is the elapsed time. In
Brownian motion
Brownian motion, or pedesis (from grc, πήδησις "leaping"), is the random motion of particles suspended in a medium (a liquid or a gas).
This pattern of motion typically consists of random fluctuations in a particle's position insi ...
, α = 1. If α > 1, the process is superdiffusive. Superdiffusion can be the result of
active cellular transport processes or due to jumps with a
heavy-tail distribution. If α < 1, the particle undergoes subdiffusion.
The role of anomalous diffusion has received attention within the literature to describe many physical scenarios, most prominently within crowded systems, for example
protein
Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins perform a vast array of functions within organisms, including catalysing metabolic reactions, DNA replication, respon ...
diffusion within cells, or diffusion through porous media. Subdiffusion has been proposed as a measure of
macromolecular crowding in the
cytoplasm
In cell biology, the cytoplasm is all of the material within a eukaryotic cell, enclosed by the cell membrane, except for the cell nucleus. The material inside the nucleus and contained within the nuclear membrane is termed the nucleoplasm. ...
. It has been found that equations describing normal diffusion are not capable of characterizing some complex diffusion processes, for instance, diffusion process in inhomogeneous or heterogeneous medium, e.g. porous media.
Fractional diffusion equations were introduced in order to characterize anomalous diffusion phenomena.
Recently, anomalous diffusion was found in several systems including ultra-cold atoms,
harmonic spring-mass systems,
scalar mixing in the
interstellar medium
In astronomy, the interstellar medium is the matter and radiation that exist in the space between the star systems in a galaxy. This matter includes gas in ionic, atomic, and molecular form, as well as dust and cosmic rays. It fills interstella ...
,
telomeres
A telomere (; ) is a region of repetitive nucleotide sequences associated with specialized proteins at the ends of linear chromosomes. Although there are different architectures, telomeres, in a broad sense, are a widespread genetic feature mos ...
in the
nucleus
Nucleus ( : nuclei) is a Latin word for the seed inside a fruit. It most often refers to:
*Atomic nucleus, the very dense central region of an atom
* Cell nucleus, a central organelle of a eukaryotic cell, containing most of the cell's DNA
Nucl ...
of cells,
ion channels
Ion channels are pore-forming membrane proteins that allow ions to pass through the channel pore. Their functions include establishing a resting membrane potential, shaping action potentials and other electrical signals by gating the flow of i ...
in the
plasma membrane
The cell membrane (also known as the plasma membrane (PM) or cytoplasmic membrane, and historically referred to as the plasmalemma) is a biological membrane that separates and protects the interior of all cells from the outside environment (t ...
, colloidal particle in the
cytoplasm
In cell biology, the cytoplasm is all of the material within a eukaryotic cell, enclosed by the cell membrane, except for the cell nucleus. The material inside the nucleus and contained within the nuclear membrane is termed the nucleoplasm. ...
,
moisture transport in cement-based materials, and worm-like
micellar solutions
A micellar solution consists of a dispersion of micelles in a solvent (most usually water). Micelles consist of aggregated amphiphile
An amphiphile (from the Greek αμφις amphis, both, and φιλíα philia, love, friendship), or amphipat ...
.
In 1926, using weather balloons,
Lewis Fry Richardson
Lewis Fry Richardson, FRS (11 October 1881 – 30 September 1953) was an English mathematician, physicist, meteorologist, psychologist, and pacifist who pioneered modern mathematical techniques of weather forecasting, and the application of s ...
demonstrated that the atmosphere exhibits super-diffusion. In a bounded system, the mixing length (which determines the scale of dominant mixing motions) is given by the
Von Kármán constant according to the equation
, where
is the mixing length,
is the Von Kármán constant, and
is the distance to the nearest boundary. Because the scale of motions in the atmosphere is not limited, as in rivers or the subsurface, a plume continues to experience larger mixing motions as it increases in size, which also increases its diffusivity, resulting in super-diffusion.
Types of anomalous diffusion
Of interest within the scientific community, when an anomalous-type diffusion process is discovered, the challenge is to understand the underlying mechanism which causes it. There are a number of frameworks which give rise to anomalous diffusion that are currently in vogue within the
statistical physics
Statistical physics is a branch of physics that evolved from a foundation of statistical mechanics, which uses methods of probability theory and statistics, and particularly the mathematical tools for dealing with large populations and approxi ...
community. These are long range correlations between the signals
continuous-time random walks (CTRW
) and
fractional Brownian motion In probability theory, fractional Brownian motion (fBm), also called a fractal Brownian motion, is a generalization of Brownian motion. Unlike classical Brownian motion, the increments of fBm need not be independent. fBm is a continuous-time Gaus ...
(fBm), and diffusion in disordered media.
Currently the most studied types of anomalous diffusion processes are those involving the following
* Generalizations of
Brownian motion
Brownian motion, or pedesis (from grc, πήδησις "leaping"), is the random motion of particles suspended in a medium (a liquid or a gas).
This pattern of motion typically consists of random fluctuations in a particle's position insi ...
, such as the
fractional Brownian motion In probability theory, fractional Brownian motion (fBm), also called a fractal Brownian motion, is a generalization of Brownian motion. Unlike classical Brownian motion, the increments of fBm need not be independent. fBm is a continuous-time Gaus ...
and scaled Brownian motion
* Diffusion in
fractals
In mathematics, a fractal is a geometric shape containing detailed structure at arbitrarily small scales, usually having a fractal dimension strictly exceeding the topological dimension. Many fractals appear similar at various scales, as ill ...
and
percolation
Percolation (from Latin ''percolare'', "to filter" or "trickle through"), in physics, chemistry and materials science, refers to the movement and filtering of fluids through porous materials.
It is described by Darcy's law.
Broader applicatio ...
in
porous media
*
Continuous time random walks
These processes have growing interest in
cell biophysics Cell biophysics (or cellular biophysics) is a sub-field of biophysics that focuses on physical principles underlying cell function. Sub-areas of current interest include statistical models of intracellular signaling dynamics, intracellular transpo ...
where the mechanism behind anomalous diffusion has direct
physiological
Physiology (; ) is the scientific study of functions and mechanisms in a living system. As a sub-discipline of biology, physiology focuses on how organisms, organ systems, individual organs, cells, and biomolecules carry out the chemica ...
importance. Of particular interest, works by the groups of
Eli Barkai
Eli Barkai is a professor of physics at Bar-Ilan University, located in Ramat-Gan, Israel.
Education
Barkai studied physics in Tel Aviv University, completing his Ph.D. in 1998. He then joined Bob Silbey at MIT for his post-doctoral studies. ...
, Maria Garcia Parajo,
Joseph Klafter
use both this parameter and , birth_date to display the person's date of birth, date of death, and age at death) -->
, death_place =
, death_cause =
, body_discovered =
, resting_place =
, resting_place_coordinates = ...
,
Diego Krapf
Diego Krapf (born November 21, 1973) is an Argentine-Israeli-American physicist known for his work on anomalous diffusion and ergodicity breaking. He currently is a professor in the Department of Electrical and Computer Engineering at Colorado St ...
, and
Ralf Metzler
Ralf Metzler (born 13 October 1968) is a physicist that focuses on nonequilibrium statistical physics and anomalous stochastic processes, with applications to biological and soft matter systems. He currently is chair professor for theoretica ...
have shown that the motion of molecules in live cells often show a type of anomalous diffusion that breaks the
ergodic hypothesis
In physics and thermodynamics, the ergodic hypothesis says that, over long periods of time, the time spent by a system in some region of the phase space of microstates with the same energy is proportional to the volume of this region, i.e., t ...
.
This type of motion require novel formalisms for the underlying
statistical physics
Statistical physics is a branch of physics that evolved from a foundation of statistical mechanics, which uses methods of probability theory and statistics, and particularly the mathematical tools for dealing with large populations and approxi ...
because approaches using
microcanonical ensemble
In statistical mechanics, the microcanonical ensemble is a statistical ensemble that represents the possible states of a mechanical system whose total energy is exactly specified. The system is assumed to be isolated in the sense that it canno ...
and
Wiener–Khinchin theorem
In applied mathematics, the Wiener–Khinchin theorem or Wiener–Khintchine theorem, also known as the Wiener–Khinchin–Einstein theorem or the Khinchin–Kolmogorov theorem, states that the autocorrelation function of a wide-sense-stationary ...
break down.
Hyper-ballistic diffusion
One important class of anomalous diffusion refers to the case when the scaling exponent of the MSD increases with value greater than 2. Such case is called hyper-ballistic diffusion and it has been observed in optical systems.
See also
*
*
*
*Long term correlations
*
*
*
*
References
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*
*
*
*
*
*{{Citation, last=Krapf, first=Diego, chapter=Mechanisms Underlying Anomalous Diffusion in the Plasma Membrane, date=2015, chapter-url=http://linkinghub.elsevier.com/retrieve/pii/S1063582315000034, pages=167–207, publisher=Elsevier, doi=10.1016/bs.ctm.2015.03.002, pmid=26015283, isbn=9780128032954, access-date=2018-08-13, title=Lipid Domains, volume=75, series=Current Topics in Membranes
External links
Boltzmann's transformation, Parabolic law (animation)
Physical chemistry