Liouville's Formula
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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 ...
, Liouville's formula, also known as the Abel–Jacobi–Liouville identity, is an equation that expresses the
determinant In mathematics, the determinant is a Scalar (mathematics), scalar-valued function (mathematics), function of the entries of a square matrix. The determinant of a matrix is commonly denoted , , or . Its value characterizes some properties of the ...
of a square-matrix solution of a first-order system of homogeneous
linear differential equation In mathematics, a linear differential equation is a differential equation that is linear equation, 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) wher ...
s in terms of the sum of the diagonal coefficients of the system. The formula is named after the French
mathematician A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numbers, data, quantity, mathematical structure, structure, space, Mathematica ...
Joseph Liouville Joseph Liouville ( ; ; 24 March 1809 – 8 September 1882) was a French mathematician and engineer. Life and work He was born in Saint-Omer in France on 24 March 1809. His parents were Claude-Joseph Liouville (an army officer) and Thérès ...
.
Jacobi's formula In matrix calculus, Jacobi's formula expresses the derivative of the determinant of a matrix ''A'' in terms of the adjugate of ''A'' and the derivative of ''A''., Part Three, Section 8.3 If is a differentiable map from the real numbers to matr ...
provides another representation of the same mathematical relationship. Liouville's formula is a generalization of
Abel's identity In mathematics, Abel's identity (also called Abel's formula or Abel's differential equation identity) is an equation that expresses the Wronskian of two solutions of a homogeneous second-order linear ordinary differential equation in terms of a c ...
and can be used to prove it. Since Liouville's formula relates the different
linearly independent In the theory of vector spaces, a set of vectors is said to be if there exists no nontrivial linear combination of the vectors that equals the zero vector. If such a linear combination exists, then the vectors are said to be . These concep ...
solutions of the system of differential equations, it can help to find one solution from the other(s), see the example application below.


Statement of Liouville's formula

Consider the -dimensional first-order homogeneous linear differential equation :y'=A(t)y on an interval of the
real line A number line is a graphical representation of a straight line that serves as spatial representation of numbers, usually graduated like a ruler with a particular origin (geometry), origin point representing the number zero and evenly spaced mark ...
, where for denotes a square matrix of dimension with real or
complex Complex commonly refers to: * Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe ** Complex system, a system composed of many components which may interact with each ...
entries. Let denote a matrix-valued solution on , meaning that is the so-called fundamental matrix, a square matrix of dimension with real or complex entries and the
derivative In mathematics, the derivative is a fundamental tool that quantifies the sensitivity to change of a function's output with respect to its input. The derivative of a function of a single variable at a chosen input value, when it exists, is t ...
satisfies :\Phi'(t)=A(t)\Phi(t),\qquad t\in I. Let :\operatorname A(s)=\sum_^n a_(s),\qquad s\in I, denote the
trace Trace may refer to: Arts and entertainment Music * ''Trace'' (Son Volt album), 1995 * ''Trace'' (Died Pretty album), 1993 * Trace (band), a Dutch progressive rock band * ''The Trace'' (album), by Nell Other uses in arts and entertainment * ...
of , the sum of its diagonal entries. If the trace of is a
continuous function In mathematics, a continuous function is a function such that a small variation of the argument induces a small variation of the value of the function. This implies there are no abrupt changes in value, known as '' discontinuities''. More preci ...
, then the determinant of satisfies :\det\Phi(t)=\det\Phi(t_0)\,\exp\left(\int_^t \operatorname A(s) \,\textrms\right) for all and in .


Example application

This example illustrates how Liouville's formula can help to find the general solution of a first-order system of homogeneous linear differential equations. Consider :y'=\underbrace_y on the open interval . Assume that the easy solution :y(x)=\begin1\\x\end,\qquad x\in I, is already found. Let :y(x)=\beginy_1(x)\\y_2(x)\end denote another solution, then :\Phi(x)=\beginy_1(x)&1\\y_2(x)&x\end,\qquad x\in I, is a square-matrix-valued solution of the above differential equation. Since the trace of is zero for all , Liouville's formula implies that the determinant is actually a constant independent of . Writing down the first component of the differential equation for , we obtain using () that :y'_1(x)=y_1(x)-\fracx=\fracx=\fracx,\qquad x\in I. Therefore, by integration, we see that :y_1(x)=c_1\ln x+c_2,\qquad x\in I, involving the
natural logarithm The natural logarithm of a number is its logarithm to the base of a logarithm, base of the e (mathematical constant), mathematical constant , which is an Irrational number, irrational and Transcendental number, transcendental number approxima ...
and the
constant of integration In calculus, the constant of integration, often denoted by C (or c), is a constant term added to an antiderivative of a function f(x) to indicate that the indefinite integral of f(x) (i.e., the set of all antiderivatives of f(x)), on a connecte ...
. Solving equation () for and substituting for gives :y_2(x)=x\,y_1(x)-c_1=\,c_1x\ln x+c_2x-c_1,\qquad x\in I, which is the general solution for . With the special choice and we recover the easy solution we started with, the choice and yields a linearly independent solution. Therefore, :\Phi(x)=\begin\ln x&1\\x\ln x-1&x\end,\qquad x\in I, is a so-called fundamental solution of the system.


Proof of Liouville's formula

We omit the argument for brevity. By the
Leibniz formula for determinants In algebra, the Leibniz formula, named in honor of Gottfried Leibniz, expresses the determinant of a square matrix in terms of permutations of the matrix elements. If A is an n \times n matrix, where a_ is the entry in the i-th row and j-th column ...
, the derivative of the determinant of can be calculated by differentiating one row at a time and taking the sum, i.e. Since the matrix-valued solution satisfies the equation , we have for every entry of the matrix :\Phi'_=\sum_^n a_\Phi_\,,\qquad i,k\in\, or for the entire row :(\Phi'_,\dots,\Phi'_) =\sum_^n a_(\Phi_,\ldots,\Phi_), \qquad i\in\. When we subtract from the -th row the linear combination :\sum_^n a_(\Phi_,\ldots,\Phi_), of all the other rows, then the value of the determinant remains unchanged, hence :\det\begin \Phi_&\Phi_&\cdots&\Phi_\\ \vdots&\vdots&&\vdots\\ \Phi'_&\Phi'_&\cdots&\Phi'_\\ \vdots&\vdots&&\vdots\\ \Phi_&\Phi_&\cdots&\Phi_ \end =\det\begin \Phi_&\Phi_&\cdots&\Phi_\\ \vdots&\vdots&&\vdots\\ a_\Phi_&a_\Phi_&\cdots&a_\Phi_\\ \vdots&\vdots&&\vdots\\ \Phi_&\Phi_&\cdots&\Phi_ \end =a_\det\Phi for every by the linearity of the determinant with respect to every row. Hence by () and the definition of the trace. It remains to show that this representation of the derivative implies Liouville's formula. Fix . Since the trace of is assumed to be continuous function on , it is bounded on every closed and bounded subinterval of and therefore integrable, hence :g(x):=\det\Phi(x) \exp\left(-\int_^x \mathrm\,A(\xi) \,\textrm\xi\right), \qquad x\in I, is a well defined function. Differentiating both sides, using the product rule, the
chain rule In calculus, the chain rule is a formula that expresses the derivative of the Function composition, composition of two differentiable functions and in terms of the derivatives of and . More precisely, if h=f\circ g is the function such that h ...
, the derivative of the exponential function and the
fundamental theorem of calculus The fundamental theorem of calculus is a theorem that links the concept of derivative, differentiating a function (mathematics), function (calculating its slopes, or rate of change at every point on its domain) with the concept of integral, inte ...
, we obtain :g'(x)=\bigl((\det\Phi(x))'-\det\Phi(x)\,\mathrm\,A(x)\bigr)\exp\left(-\int_^x \operatorname\,A(\xi) \,\textrm\xi\right)=0,\qquad x\in I, due to the derivative in (). Therefore, has to be constant on , because otherwise we would obtain a contradiction to the
mean value theorem In mathematics, the mean value theorem (or Lagrange's mean value theorem) states, roughly, that for a given planar arc (geometry), arc between two endpoints, there is at least one point at which the tangent to the arc is parallel to the secant lin ...
(applied separately to the real and imaginary part in the complex-valued case). Since , Liouville's formula follows by solving the definition of for .


References

* * {{Citation , last = Teschl , first = Gerald , authorlink=Gerald Teschl , title = Ordinary Differential Equations and Dynamical Systems , publisher=
American Mathematical Society The American Mathematical Society (AMS) is an association of professional mathematicians dedicated to the interests of mathematical research and scholarship, and serves the national and international community through its publications, meetings, ...
, place = Providence , year = 2012 , url = https://www.mat.univie.ac.at/~gerald/ftp/book-ode/ , mr = 2961944 , zbl = 1263.34002 Mathematical identities Ordinary differential equations Articles containing proofs