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An active Brownian particle (ABP) is a model of self-propelled motion in a
dissipative In thermodynamics, dissipation is the result of an irreversible process that takes place in homogeneous thermodynamic systems. In a dissipative process, energy (internal, bulk flow kinetic, or system potential) transforms from an initial form to ...
environment. It is a
nonequilibrium Non-equilibrium thermodynamics is a branch of thermodynamics that deals with physical systems that are not in thermodynamic equilibrium but can be described in terms of macroscopic quantities (non-equilibrium state variables) that represent an ext ...
generalization of a Brownian particle. The self-propulsion results from a force that acts on the particle's center of mass and points in the direction of an intrinsic body axis (the particle orientation). It is common to treat particles as spheres, though other shapes (such as rods) have also been studied. Both the center of mass and the direction of the propulsive force are subjected to
white noise In signal processing, white noise is a random signal having equal intensity at different frequencies, giving it a constant power spectral density. The term is used, with this or similar meanings, in many scientific and technical disciplines, ...
, which contributes a
diffusive Molecular diffusion, often simply called diffusion, is the thermal motion of all (liquid or gas) particles at temperatures above absolute zero. The rate of this movement is a function of temperature, viscosity of the fluid and the size (mass) of ...
component to the overall dynamics. In its simplest version, the dynamics is
overdamped Damping is an influence within or upon an oscillatory system that has the effect of reducing or preventing its oscillation. In physical systems, damping is produced by processes that dissipate the energy stored in the oscillation. Examples in ...
and the propulsive force has constant magnitude, so that the magnitude of the velocity is likewise constant (speed-up to
terminal velocity Terminal velocity is the maximum velocity (speed) attainable by an object as it falls through a fluid ( air is the most common example). It occurs when the sum of the drag force (''Fd'') and the buoyancy is equal to the downward force of gravit ...
is instantaneous). The term ''active Brownian particle'' usually refers to this simple model and its straightforward extensions, though some authors have used it for more general self-propelled particle models.


Equations of motion

Mathematically, an active Brownian particle is described by its center of mass coordinates \mathbf and a
unit vector In mathematics, a unit vector in a normed vector space is a vector (often a spatial vector) of length 1. A unit vector is often denoted by a lowercase letter with a circumflex, or "hat", as in \hat (pronounced "v-hat"). The term ''direction ve ...
\hat giving the orientation. In two dimensions, the orientation vector can be parameterized by the
2D polar angle In mathematics, the polar coordinate system is a two-dimensional coordinate system in which each point on a plane is determined by a distance from a reference point and an angle from a reference direction. The reference point (analogous to the ...
\theta, so that \hat = (\cos \theta, \sin \theta). The equations of motion in this case are the following
stochastic differential equations A stochastic differential equation (SDE) is a differential equation in which one or more of the terms is a stochastic process, resulting in a solution which is also a stochastic process. SDEs are used to model various phenomena such as stock p ...
: : \begin \dot &= v_0 \hat - (m \xi)^ \nabla V(\mathbf) + \sqrt \, \boldsymbol_(t) \\ \dot &= \sqrt \, \eta_(t). \end where : \begin \langle \eta_(t)\rangle &= 0; \qquad \langle \eta_(t) \eta_(t')\rangle = \delta(t - t') \\ \langle \boldsymbol_(t)\rangle &= \boldsymbol; \qquad \langle \boldsymbol_(t) \boldsymbol^_(t') \rangle = \mathbf \delta(t-t') \end with \mathbf the 2×2
identity matrix In linear algebra, the identity matrix of size n is the n\times n square matrix with ones on the main diagonal and zeros elsewhere. Terminology and notation The identity matrix is often denoted by I_n, or simply by I if the size is immaterial ...
. The terms \boldsymbol_(t) and \eta_(t) are translational and rotational
white noise In signal processing, white noise is a random signal having equal intensity at different frequencies, giving it a constant power spectral density. The term is used, with this or similar meanings, in many scientific and technical disciplines, ...
, which is understood as a heuristic representation of the
Wiener process In mathematics, the Wiener process is a real-valued continuous-time stochastic process named in honor of American mathematician Norbert Wiener for his investigations on the mathematical properties of the one-dimensional Brownian motion. It i ...
. Finally, V(\mathbf) is an external
potential Potential generally refers to a currently unrealized ability. The term is used in a wide variety of fields, from physics to the social sciences to indicate things that are in a state where they are able to change in ways ranging from the simple r ...
, m is the mass, \xi is the friction, v_0 is the magnitude of the self-propulsion velocity, and D and D_t are the translational and rotational
diffusion coefficient Diffusivity, mass diffusivity or diffusion coefficient is a proportionality constant between the molar flux due to molecular diffusion and the gradient in the concentration of the species (or the driving force for diffusion). Diffusivity is enco ...
s. The dynamics can also be described in terms of a
probability density function In probability theory, a probability density function (PDF), or density of a continuous random variable, is a function whose value at any given sample (or point) in the sample space (the set of possible values taken by the random variable) c ...
f(\mathbf,\theta, t), which gives the probability, at time t, of finding a particle at position \mathbf and with orientation \theta. By averaging over the stochastic trajectories from the equations of motion, f(\mathbf,\theta, t) can be shown to obey the following
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which imposes relations between the various partial derivatives of a multivariable function. The function is often thought of as an "unknown" to be solved for, similarly to ...
: : \frac + v_0 \hat \cdot \nabla f = (m \xi)^ \nabla \cdot (\nabla V(\mathbf) \, f) + D_r \frac + D_t \nabla^2 f


Behavior

For an isolated particle far from boundaries, the combination of diffusion and self-propulsion produces a stochastic (fluctuating) trajectory that appears ballistic over short length scales and diffusive over large length scales. The transition from ballistic to diffusive motion is defined by a characteristic length \ell = v_0/D_r, called the persistence length. In the presence of boundaries or other particles, more complex behavior is possible. Even in the absence of attractive forces, particles tend to accumulate at boundaries. Obstacles placed within a bath of active Brownian particles can induce long-range density variations and nonzero currents in steady state. Sufficiently concentrated suspensions of active Brownian particles phase separate into a dense and dilute regions. The particles' motility drives a
positive feedback loop Positive feedback (exacerbating feedback, self-reinforcing feedback) is a process that occurs in a feedback loop which exacerbates the effects of a small disturbance. That is, the effects of a perturbation on a system include an increase in the ...
, in which particles collide and hinder each other's motion, leading to further collisions and particle accumulation. At a
coarse-grained Granularity (also called graininess), the condition of existing in granules or grains, refers to the extent to which a material or system is composed of distinguishable pieces. It can either refer to the extent to which a larger entity is sub ...
level, a particle's ''effective'' self-propulsion velocity decreases with increased density, which promotes clustering. In the more general context of self-propelled particle models, this behavior is known as ''motility-induced phase separation''. It is a type of athermal
phase separation Phase separation is the creation of two distinct phases from a single homogeneous mixture. The most common type of phase separation is between two immiscible liquids, such as oil and water. Colloids are formed by phase separation, though n ...
because it occurs even if the particles are spheres with hard-core (purely repulsive) interactions.


Variations

A variant of active Brownian motion involves complete directional reversals in addition to rotational diffusion. This movement pattern is seen in bacteria like ''
Myxococcus xanthus ''Myxococcus xanthus'' is a gram-negative, rod-shaped species of myxobacteria that exhibits various forms of self-organizing behavior in response to environmental cues. Under normal conditions with abundant food, it exists as a predatory, sapro ...
'', ''
Pseudomonas putida ''Pseudomonas putida'' is a Gram-negative, rod-shaped, saprotrophic soil bacterium. Based on 16S rRNA analysis, ''P. putida'' was taxonomically confirmed to be a '' Pseudomonas'' species (''sensu stricto'') and placed, along with several othe ...
,'' ''
Pseudoalteromonas haloplanktis ''Pseudoalteromonas haloplanktis'' is a Gram-negative, psychrophilic marine bacterium Marine prokaryotes are marine bacteria and marine archaea. They are defined by their habitat as prokaryotes that live in marine environments, that is, in ...
'', ''
Shewanella putrefaciens ''Shewanella putrefaciens'' is a Gram-negative pleomorphic bacterium. It has been isolated from marine environments, as well as from anaerobic sandstone in the Morrison Formation in New Mexico. ''S. putrefaciens'' is also a facultative anaerobe ...
'', and ''
Pseudomonas citronellolis ''Pseudomonas citronellolis'' is a Gram-negative, bacillus bacterium that is used to study the mechanisms of pyruvate carboxylase. It was first isolated from forest soil, under pine trees, in northern Virginia, United States. Characteristics ...
.


See also

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Run-and-tumble motion Run-and-tumble motion is a movement pattern exhibited by certain bacteria and other microscopic agents. It consists of an alternating sequence of "runs" and "tumbles": during a run, the agent propels itself in a fixed (or slowly varying) directi ...
*
Janus particle Janus particles are special types of nanoparticles or microparticles whose surfaces have two or more distinct physical properties. This unique surface of Janus particles allows two different types of chemistry to occur on the same particle. The ...
*
Langevin equation In physics, a Langevin equation (named after Paul Langevin) is a stochastic differential equation describing how a system evolves when subjected to a combination of deterministic and fluctuating ("random") forces. The dependent variables in a Lange ...
*
Active matter Active matter is matter composed of large numbers of active "agents", each of which consumes energy in order to move or to exert mechanical forces. Such systems are intrinsically out of thermal equilibrium. Unlike thermal systems relaxing toward ...
*
Nonequilibrium statistical mechanics In physics, statistical mechanics is a mathematical framework that applies statistical methods and probability theory to large assemblies of microscopic entities. It does not assume or postulate any natural laws, but explains the macroscopic be ...


Notes


Sources

* * * * * * * * * * * {{refend Stochastic processes