Riccati Differential Equation
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, a Riccati equation in the narrowest sense is any first-order
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation (DE) dependent on only a single independent variable (mathematics), variable. As with any other DE, its unknown(s) consists of one (or more) Function (mathematic ...
that is
quadratic In mathematics, the term quadratic describes something that pertains to squares, to the operation of squaring, to terms of the second degree, or equations or formulas that involve such terms. ''Quadratus'' is Latin for ''square''. Mathematics ...
in the unknown function. In other words, it is an equation of the form y'(x) = q_0(x) + q_1(x) \, y(x) + q_2(x) \, y^2(x) where q_0(x) \neq 0 and q_2(x) \neq 0. If q_0(x) = 0 the equation reduces to a
Bernoulli equation Bernoulli's principle is a key concept in fluid dynamics that relates pressure, speed and height. For example, for a fluid flowing horizontally Bernoulli's principle states that an increase in the speed occurs simultaneously with a decrease i ...
, while if q_2(x) = 0 the equation becomes a first order
linear ordinary differential equation In mathematics, a linear differential equation is a differential equation that is linear in the unknown function and its derivatives, so it can be written in the form a_0(x)y + a_1(x)y' + a_2(x)y'' \cdots + a_n(x)y^ = b(x) where and are arbi ...
. The equation is named after
Jacopo Riccati Jacopo Francesco Riccati (28 May 1676 – 15 April 1754) was a Venetian mathematician and jurist from Venice. He is best known for having studied the equation that bears his name. Education Riccati was educated first at the Jesuit school for th ...
(1676–1754). More generally, the term Riccati equation is used to refer to matrix equations with an analogous quadratic term, which occur in both
continuous-time In mathematical dynamics, discrete time and continuous time are two alternative frameworks within which variables that evolve over time are modeled. Discrete time Discrete time views values of variables as occurring at distinct, separate "poi ...
and
discrete-time In mathematical dynamics, discrete time and continuous time are two alternative frameworks within which variables that evolve over time are modeled. Discrete time Discrete time views values of variables as occurring at distinct, separate "poi ...
linear-quadratic-Gaussian control. The steady-state (non-dynamic) version of these is referred to as the
algebraic Riccati equation An algebraic Riccati equation is a type of nonlinear equation that arises in the context of infinite-horizon optimal control problems in continuous time or discrete time. A typical algebraic Riccati equation is similar to one of the following: t ...
.


Conversion to a second order linear equation

The non-linear Riccati equation can always be converted to a second order
linear ordinary differential equation In mathematics, a linear differential equation is a differential equation that is linear in the unknown function and its derivatives, so it can be written in the form a_0(x)y + a_1(x)y' + a_2(x)y'' \cdots + a_n(x)y^ = b(x) where and are arbi ...
(ODE): If y' = q_0(x) + q_1(x)y + q_2(x)y^2 then, wherever is non-zero and differentiable, v = yq_2 satisfies a Riccati equation of the form v' = v^2 + R(x)v + S(x), where S = q_2q_0 and R = q_1 + \tfrac, because \begin v' &= (yq_2)' \\ pt &= y'q_2 +yq_2' \\ &= \left(q_0+q_1 y + q_2 y^2\right) q_2 + v \frac \\ &= q_0q_2 + \left(q_1+\frac\right) v + v^2 \end Substituting v = -\tfrac, it follows that satisfies the linear second-order ODE u'' - R(x)u' + S(x)u = 0 since \begin v' &= -\left( \frac \right)' = -\left( \frac \right) + \left( \frac \right)^2 \\ pt &= -\left( \frac \right) + v^2 \end so that \begin \frac &= v^2 - v' \\ &= -S - Rv \\ &= -S + R\frac \end and hence u'' - Ru' + Su = 0. Then substituting the two solutions of this linear second order equation into the transformation y = -\frac = -q_2^ \left log(u) \right suffices to have global knowledge of the general solution of the Riccati equation by the formula: y = -q_2^ \left log(c_1 u_1 + c_2 u_2) \right.


Complex analysis

In
complex analysis Complex analysis, traditionally known as the theory of functions of a complex variable, is the branch of mathematical analysis that investigates functions of complex numbers. It is helpful in many branches of mathematics, including algebraic ...
, the Riccati equation occurs as the first-order nonlinear ODE in the
complex plane In mathematics, the complex plane is the plane (geometry), plane formed by the complex numbers, with a Cartesian coordinate system such that the horizontal -axis, called the real axis, is formed by the real numbers, and the vertical -axis, call ...
of the form \frac = F(w,z) = \frac, where P and Q are
polynomial In mathematics, a polynomial is a Expression (mathematics), mathematical expression consisting of indeterminate (variable), indeterminates (also called variable (mathematics), variables) and coefficients, that involves only the operations of addit ...
s in w and locally
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 ...
s of z \in \mathbb, i.e., F is a complex rational function. The only equation of this form that is of Painlevé type, is the Riccati equation \frac = A_0 (z) + A_1 (z) w + A_2(z) w^2, where A_i (z) are (possibly matrix) functions of z.


Application to the Schwarzian equation

An important application of the Riccati equation is to the 3rd order Schwarzian differential equation S(w) := \left(\frac\right)' - \frac\left(\frac\right)^2 = f which occurs in the theory of conformal mapping and univalent functions. In this case the ODEs are in the complex domain and differentiation is with respect to a complex variable. (The
Schwarzian derivative In mathematics, the Schwarzian derivative is an operator similar to the derivative which is invariant under Möbius transformations. Thus, it occurs in the theory of the complex projective line, and in particular, in the theory of modular forms an ...
has the remarkable property that it is invariant under Möbius transformations, i.e. S\bigl(\tfrac\bigr) = S(w) whenever ad-bc is non-zero.) The function y = \tfrac satisfies the Riccati equation y' = \fracy^2 + f. By the above y = -2 \tfrac where is a solution of the linear ODE u'' + \fracfu = 0. Since \tfrac = -2\tfrac, integration gives w' = \tfrac for some constant . On the other hand any other independent solution of the linear ODE has constant non-zero Wronskian U'u - Uu' which can be taken to be after scaling. Thus w' = \frac = \left(\frac\right)' so that the Schwarzian equation has solution w = \tfrac.


Obtaining solutions by quadrature

The correspondence between Riccati equations and second-order linear ODEs has other consequences. For example, if one solution of a 2nd order ODE is known, then it is known that another solution can be obtained by quadrature, i.e., a simple integration. The same holds true for the Riccati equation. In fact, if one particular solution can be found, the general solution is obtained as y = y_1 + u Substituting y_1 + u in the Riccati equation yields y_1' + u' = q_0 + q_1 \cdot (y_1 + u) + q_2 \cdot (y_1 + u)^2, and since y_1' = q_0 + q_1 \, y_1 + q_2 \, y_1^2, it follows that u' = q_1 \, u + 2 \, q_2 \, y_1 \, u + q_2 \, u^2 or u' - (q_1 + 2 \, q_2 \, y_1) \, u = q_2 \, u^2, which is a
Bernoulli equation Bernoulli's principle is a key concept in fluid dynamics that relates pressure, speed and height. For example, for a fluid flowing horizontally Bernoulli's principle states that an increase in the speed occurs simultaneously with a decrease i ...
. The substitution that is needed to solve this Bernoulli equation is z =\frac Substituting y = y_1 + \frac directly into the Riccati equation yields the linear equation z' + (q_1 + 2 \, q_2 \, y_1) \, z = -q_2 A set of solutions to the Riccati equation is then given by y = y_1 + \frac where is the general solution to the aforementioned linear equation.


See also

* Linear-quadratic regulator *
Algebraic Riccati equation An algebraic Riccati equation is a type of nonlinear equation that arises in the context of infinite-horizon optimal control problems in continuous time or discrete time. A typical algebraic Riccati equation is similar to one of the following: t ...
* Linear-quadratic-Gaussian control


References


Further reading

* * * * *


External links

* {{springer, title=Riccati equation, id=p/r081770
Riccati Equation
at EqWorld: The World of Mathematical Equations.

at
Mathworld ''MathWorld'' is an online mathematics reference work, created and largely written by Eric W. Weisstein. It is sponsored by and licensed to Wolfram Research, Inc. and was partially funded by the National Science Foundation's National Science ...

MATLAB function
for solving continuous-time algebraic Riccati equation. *
SciPy SciPy (pronounced "sigh pie") is a free and open-source Python library used for scientific computing and technical computing. SciPy contains modules for optimization, linear algebra, integration, interpolation, special functions, fast Fourier ...
has functions for solving th
continuous algebraic Riccati equation
and th

Eponymous equations of physics Ordinary differential equations