In
mathematics, especially
potential theory
In mathematics and mathematical physics, potential theory is the study of harmonic functions.
The term "potential theory" was coined in 19th-century physics when it was realized that two fundamental forces of nature known at the time, namely gra ...
, harmonic measure is a concept related to the theory of
harmonic function
In mathematics, mathematical physics and the theory of stochastic processes, a harmonic function is a twice continuously differentiable function f: U \to \mathbb R, where is an open subset of that satisfies Laplace's equation, that is,
...
s that arises from the solution of the classical
Dirichlet problem.

In
probability theory
Probability theory is the branch of mathematics concerned with probability. Although there are several different probability interpretations, probability theory treats the concept in a rigorous mathematical manner by expressing it through a set o ...
, the harmonic measure of a subset of the boundary of a bounded domain in
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidean sp ...
,
is the probability that a
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 ...
started inside a domain hits that subset of the boundary. More generally, harmonic measure of an
Itō diffusion ''X'' describes the distribution of ''X'' as it hits the boundary of ''D''. In the
complex plane
In mathematics, the complex plane is the plane formed by the complex numbers, with a Cartesian coordinate system such that the -axis, called the real axis, is formed by the real numbers, and the -axis, called the imaginary axis, is formed by th ...
, harmonic measure can be used to estimate the
modulus of an
analytic function
In mathematics, an analytic function is a function that is locally given by a convergent power series. There exist both real analytic functions and complex analytic functions. Functions of each type are infinitely differentiable, but complex ...
inside a domain ''D'' given bounds on the modulus on the
boundary of the domain; a special case of this principle is
Hadamard's three-circle theorem. On simply connected planar domains, there is a close connection between harmonic measure and the theory of
conformal map
In mathematics, a conformal map is a function that locally preserves angles, but not necessarily lengths.
More formally, let U and V be open subsets of \mathbb^n. A function f:U\to V is called conformal (or angle-preserving) at a point u_0\in ...
s.
The term ''harmonic measure'' was introduced by
Rolf Nevanlinna in 1928 for planar domains, although Nevanlinna notes the idea appeared implicitly in earlier work by Johansson, F. Riesz, M. Riesz, Carleman, Ostrowski and Julia (original order cited). The connection between harmonic measure and Brownian motion was first identified by Kakutani ten years later in 1944.
Definition
Let ''D'' be a
bounded
Boundedness or bounded may refer to:
Economics
* Bounded rationality, the idea that human rationality in decision-making is bounded by the available information, the cognitive limitations, and the time available to make the decision
* Bounded e ...
,
open domain
Question answering (QA) is a computer science discipline within the fields of information retrieval and natural language processing (NLP), which is concerned with building systems that automatically answer questions posed by humans in a natural la ...
in ''n''-
dimension
In physics and mathematics, the dimension of a mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any point within it. Thus, a line has a dimension of one (1D) because only one coor ...
al
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidean sp ...
R
''n'', ''n'' ≥ 2, and let ∂''D'' denote the boundary of ''D''. Any
continuous function ''f'' : ∂''D'' → R determines a unique
harmonic function
In mathematics, mathematical physics and the theory of stochastic processes, a harmonic function is a twice continuously differentiable function f: U \to \mathbb R, where is an open subset of that satisfies Laplace's equation, that is,
...
''H''
''f'' that solves the
Dirichlet problem
:
If a point ''x'' ∈ ''D'' is fixed, by the
Riesz–Markov–Kakutani representation theorem
In mathematics, the Riesz–Markov–Kakutani representation theorem relates linear functionals on spaces of continuous functions on a locally compact space to measures in measure theory. The theorem is named for who introduced it for continuou ...
and the
maximum principle
In the mathematical fields of partial differential equations and geometric analysis, the maximum principle is any of a collection of results and techniques of fundamental importance in the study of elliptic and parabolic differential equations. ...
''H''
''f''(''x'') determines a
probability measure
In mathematics, a probability measure is a real-valued function defined on a set of events in a probability space that satisfies measure properties such as ''countable additivity''. The difference between a probability measure and the more g ...
''ω''(''x'', ''D'') on ∂''D'' by
:
The measure ''ω''(''x'', ''D'') is called the harmonic measure (of the domain ''D'' with pole at ''x'').
Properties
* For any Borel subset ''E'' of ∂''D'', the harmonic measure ''ω''(''x'', ''D'')(''E'') is equal to the value at ''x'' of the solution to the Dirichlet problem with boundary data equal to the
indicator function
In mathematics, an indicator function or a characteristic function of a subset of a set is a function that maps elements of the subset to one, and all other elements to zero. That is, if is a subset of some set , one has \mathbf_(x)=1 if x ...
of ''E''.
* For fixed ''D'' and ''E'' ⊆ ∂''D'', ''ω''(''x'', ''D'')(''E'') is a harmonic function of ''x'' ∈ ''D'' and
::
::
:Hence, for each ''x'' and ''D'', ''ω''(''x'', ''D'') is a
probability measure
In mathematics, a probability measure is a real-valued function defined on a set of events in a probability space that satisfies measure properties such as ''countable additivity''. The difference between a probability measure and the more g ...
on ∂''D''.
* If ''ω''(''x'', ''D'')(''E'') = 0 at even a single point ''x'' of ''D'', then
is identically zero, in which case ''E'' is said to be a set of harmonic measure zero. This is a consequence of
Harnack's inequality.
Since explicit formulas for harmonic measure are not typically available, we are interested in determining conditions which guarantee a set has harmonic measure zero.
* F. and M. Riesz Theorem: If
is a simply connected planar domain bounded by a
rectifiable curve (i.e. if
), then harmonic measure is mutually absolutely continuous with respect to arc length: for all
,
if and only if
.
* Makarov's theorem: Let
be a simply connected planar domain. If
and
for some
, then
. Moreover, harmonic measure on ''D'' is
mutually singular with respect to ''t''-dimensional Hausdorff measure for all ''t'' > 1.
* Dahlberg's theorem:
If
is a bounded
Lipschitz domain In mathematics, a Lipschitz domain (or domain with Lipschitz boundary) is a domain in Euclidean space whose boundary is "sufficiently regular" in the sense that it can be thought of as locally being the graph of a Lipschitz continuous function. Th ...
, then harmonic measure and (''n'' − 1)-dimensional Hausdorff measure are mutually absolutely continuous: for all
,
if and only if
.
Examples
* If
is the unit disk, then harmonic measure of
with pole at the origin is length measure on the unit circle normalized to be a probability, i.e.
for all
where
denotes the length of
.
* If
is the unit disk and
, then
for all
where
denotes length measure on the unit circle. The
Radon–Nikodym derivative is called the
Poisson kernel.
* More generally, if
and
is the ''n''-dimensional unit ball, then harmonic measure with pole at
is
for all
where
denotes surface measure ((''n'' − 1)-dimensional
Hausdorff measure) on the unit sphere
and
.
*

If
is a simply connected planar domain bounded by a
Jordan curve
In mathematics, a curve (also called a curved line in older texts) is an object similar to a line, but that does not have to be straight.
Intuitively, a curve may be thought of as the trace left by a moving point. This is the definition tha ...
and ''X''
''D'', then
for all
where
is the unique
Riemann map which sends the origin to ''X'', i.e.
. See
Carathéodory's theorem.
* If
is the domain bounded by the
Koch snowflake
The Koch snowflake (also known as the Koch curve, Koch star, or Koch island) is a fractal curve and one of the earliest fractals to have been described. It is based on the Koch curve, which appeared in a 1904 paper titled "On a Continuous Cur ...
, then there exists a subset
of the Koch snowflake such that
has zero length (
) and full harmonic measure
.
The harmonic measure of a diffusion
Consider an R
''n''-valued Itō diffusion ''X'' starting at some point ''x'' in the interior of a domain ''D'', with law P
''x''. Suppose that one wishes to know the distribution of the points at which ''X'' exits ''D''. For example, canonical Brownian motion ''B'' on the
real line
In elementary mathematics, a number line is a picture of a graduated straight line that serves as visual representation of the real numbers. Every point of a number line is assumed to correspond to a real number, and every real number to a po ...
starting at 0 exits the
interval (−1, +1) at −1 with probability ½ and at +1 with probability ½, so ''B''
''τ''(−1, +1) is
uniformly distributed on the set .
In general, if ''G'' is
compactly embedded within R
''n'', then the harmonic measure (or hitting distribution) of ''X'' on the boundary ∂''G'' of ''G'' is the measure ''μ''
''G''''x'' defined by
: