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- for .
This formula is the general form of the Leibniz integral rule and can be derived using the
fundamental theorem of calculus. The fundamental theorem of calculus is just a particular case of the above formula, for , a constant, and .
If both upper and lower limits are taken as constants, then the formula takes the shape of an operator equation:
- ,
where is the partial derivative with respect to and is the integral operator with respect to over a fixed interval. That is, it is related to the symmetry of second derivatives, but involving integrals as well as derivatives. This case is also known as the Leibniz integral rule.
The following three basic theorems on the interchange of limits are essentially equivalent:
- the interchange of a derivative and an integral (differentiation under the integral sign; i.e., Leibniz integral rule)
- the change of order of partial derivatives
- the change of order of integration (integration under the integral sign; i.e., Fubini's theorem)
Higher Dimensions
The Leibniz integral rule can be extended to multidimensional integrals. In two and three dimensions, this rule is better known from the field of fluid dynamics as the Reynolds transport theorem:
- ,
where is a scalar function, and denote a connected region of and its boundary, respectively, is the Eulerian velocity at the boundary (see Lagrangian and Eulerian coordinates) and is unit outwards normal.The general statement of the Leibniz integral rule requires concepts from differential geometry, specifically differential forms, exterior derivatives, wedge products and interior products. With those tools, the Leibniz integral rule in -dimensions is:
- ,
where is a time-varying domain of integration, is a -form, is the vector field of the velocity, , denotes the interior product, is the exterior derivative of with respect to the space variables only and is the time-derivative of .
Derivation of the principle of differentiation under the integral sign
A definite integral is a function of its upper limit and its lower limit .
If is a continuous function of or , then, from the definition of the definite integral, ,
- and
- .
Suppose and are constant, and that involves a parameter which is constant in the integration but may vary to form different integrals. Then, by the definition of a function,
- .
In general, this may be differentiated by differentiating under the integral sign; i.e.,
To prove this and, at the same time, to determine conditions under which the formula is true, we proceed as follows:
From ,
- .
From the fact that , we have
- .
If is a continuous function of and when and lies between two values and , then may be taken to be so small that
Therefore, from |f(x,alpha+Deltaalpha)-f(x,alpha)| and Delta phi=int_a^b[f(x,alpha+Deltaalpha)-f(x,alpha)]dx,,we get
|Deltaphi|
and the fact that ,phi(alpha), is, therefore, a continuous function.From Deltaphi=phi(alpha+Deltaalpha)-phi(alpha)=int_a^b[f(x,alpha+ Deltaalpha)-f(x,alpha)]dx,, dividing by Delta alpha,, we get
- frac{Delta phi}{Delta alpha}=int_a^bfrac{f(x,alpha+Deltaalpha)-f(x,alpha)}{Delta alpha}dx,.
If frac{partial}{partialalpha},f(x,alpha), exists and is continuous, then
- frac{Deltaphi}{Delta alpha}=int_a^bfrac {f(x,alpha + Delta alpha) - f(x,alpha)}{Delta alpha} dx = int_a^b frac{partial}{partial alpha},f(x,alpha),dx + int_a^b epsilon, dx,.
Now, ,bigg|int_a^b epsilon, dx,bigg|,<,eta,(b-a), if eta, is larger than any value of epsilon, in the interval [a,b],.
As frac{partial}{partialalpha},f(x,alpha), is continuous, the value of eta, can be made as small as we please by taking epsilon, sufficiently small.
Hence, taking the limit as Deltaalphararr0, in frac{Delta phi}{Delta alpha}=int_a^bfrac{partial}{partialalpha},f(x,alpha),dx+int_a^bepsilon, dx,, we have
- frac{dphi}{dalpha}=int_a^bfrac{partial}{partialalpha},f(x,alpha),dx.
This is the formula we set out to prove.
Now, suppose int_a^b f(x,alpha)dx=phi(alpha),, where a, and b, are functions of alpha, which take increments Delta a, and Delta b,, respectively, when alpha, is increased by Deltaalpha,. Then,
- Deltaphi=phi(alpha+Deltaalpha)-phi(alpha)=int_{a+Delta a}^{b+Delta b}f(x,alpha+Deltaalpha)dx,-int_a^b f(x,alpha)dx,
- =int_{a+Delta a}^af(x,alpha+Deltaalpha)dx+int_a^bf(x,alpha+Deltaalpha)dx+int_b^{b+Delta b}f(x,alpha+Deltaalpha)dx,-int_a^b f(x,alpha)dx,
- =-int_a^{a+Delta a},f(x,alpha+Deltaalpha)dx+int_a^b[f(x,alpha+Deltaalpha)-f(x,alpha)]dx+int_b^{b+Delta b},f(x,alpha+Deltaalpha)dx,.
A form of the mean value theorem, int_a^bf(x)dx=(b-a)f(xi),, where a, can be applied to the first and last integrals of the formula for Deltaphi, above, resulting in- Deltaphi=-Delta a,f(xi_1,alpha+Deltaalpha)+int_a^b[f(x,alpha+Deltaalpha)-f(x,alpha)]dx+Delta b,f(xi_2,alpha+Deltaalpha),.
Dividing by Deltaalpha,, letting Deltaalphararr0,, noticing xi_1rarr a, and xi_2rarr b, and using the result frac{dphi}{dalpha} = int_a^bfrac{partial}{partial alpha},f(x,alpha),dx yields
- frac{dphi}{dalpha} = int_a^bfrac{partial}{partial alpha},f(x,alpha),dx+f(b,alpha)frac{partial b}{partial alpha}-f(a,alpha)frac{partial a}{partial alpha},.
This is the general form of the Leibniz integral rule.
Examples
Example 1
- phi(alpha)=int_0^1frac{alpha}{x^2+alpha^2}dx.
If alpha=0,, phi(alpha)=0,.
If alphane0,, phi(alpha)=arctanleft(frac{1}{alpha}right),.
The function frac{alpha}{x^2+alpha^2}, is not continuous at the point (x,alpha)=(0,0), and the function phi(alpha), has a discontinuity at alpha=0,, as phi(alpha), approaches +frac{pi}{2}, as alphato 0^{+}, and approaches -frac{pi}{2}, as alphato 0^{-},.
If we now differentiate phi(alpha)=int_0^1frac{alpha}{x^2+alpha^2}dx, with respect to alpha, under the integral sign, we get
- frac{d}{dalpha},phi(alpha)=int_0^1frac{x^2-alpha^2}{(x^2+alpha^2)^2}dx=-,frac{x}{x^2+alpha^2},bigg|_0^1=-frac{1}{1+alpha^2},,
which is, of course, true for all values of alpha, except alpha=0,.
Example 2
The principle of differentiating under the integral sign may sometimes be used to evaluate a definite integral.
Thus, we consider integrating
,phi(alpha)=int_0^pi,ln(1-2alphacos(x)+alpha^2);dx,
(for ,|,alpha,|,>,1,).
Now, frac{d}{dalpha},phi(alpha),=int_0^pi frac{-2cos(x)+2alpha}{1-2alpha cos(x)+alpha^2}dx,
- =frac{1}{alpha}int_0^pi,left(1-frac{1-alpha^2}{1-2alpha cos(x)+alpha^2},right),dx,
- =frac{pi}{alpha}-frac{2}{alpha}left{,arctanleft(frac{1+alpha}{1-alpha}cdottanleft(frac{x}{2}right)right),right},bigg|_0^pi
As x, varies from 0, to pi,, left(frac{1+alpha}{1-alpha}cdottanleft(frac{x}{2}right)right), varies through positive values from 0, to infty, when -1 and left(frac{1+alpha}{1-alpha}cdottanleft(frac{x}{2}right)right), varies through negative values from 0, to -infty, when alpha<-1, or alpha>1,.Hence,
- arctanleft(frac{1+alpha}{1-alpha}cdottanleft(frac{x}{2}right)right),bigg|_0^pi=frac{pi}{2}, when -1 and
- arctanleft(frac{1+alpha}{1-alpha}cdottanleft(frac{x}{2}right)right),bigg|_0^pi=-frac{pi}{2}, when alpha<-1, or alpha>1,.
Therefore,
- frac{d}{dalpha},phi(alpha),=0, when -1 and
- frac{d}{dalpha},phi(alpha),=frac{2pi}{alpha}, when alpha<-1, or alpha>1,.
Upon integrating both sides with respect to alpha,, we get phi(alpha)=C_1, when -1 and phi(alpha)=2pi ln|alphaC_2, when alpha<-1, or alpha>1,.C_1, may be determined by setting alpha=0, in
- phi(alpha)=int_0^pi ln(1-2alpha cos(x)+alpha^2)dx,.
Thus, C_1=0,. Hence, phi(alpha)=0, when -1.To determine C_2, in the same manner, we should need to substitute in phi(alpha)=int_0^pi ln(1-2alpha cos(x)+alpha^2)dx, a value of alpha, greater numerically than 1. This is somewhat inconvenient. Instead, we substitute alpha=frac{1}{beta},, where -1. Then,
| phi(alpha)=int_0^pileft(ln(1-2beta cos(x)+beta^2)-2ln>beta|right)dx,
|
| =0-2piln>beta|,
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| =2piln>alpha|,
|
Therefore, C_2=0, (and phi(alpha)=2piln|alpha|, when alpha<-1, or alpha>1,).
The definition of phi(alpha), is now complete:
- phi(alpha)=0, when -1 and
- phi(alpha)=2pi ln|alpha|, when alpha<-1, or alpha>1,.
The foregoing discussion, of-course, does not apply when alpha=pm1,, since the conditions for differentiability are not met.
Example 3
Here, we consider the integration of
- textbf I;=;int_0^{frac{pi}{2}},frac{1}{left(a,cos^2,x+b,sin^2,xright)^2};dx,,
where both a,,b,>,0, by differentiating under the integral sign.Let us first find textbf J;=;int_0^{frac{pi}{2}},frac{1}{a,cos^2,x+b,sin^2,x};dx,.
Dividing both the numerator and the denominator by cos^2,x yields
- textbf J;=;int_0^{frac{pi}{2}},frac{sec^2,x}{a,+b,tan^2,x};dx
- ,=,frac{1}{b},int_0^{frac{pi}{2}},frac{1}{left(sqrt{,frac{a}{b},}right)^2+tan^2,x};d(tan,x),
- ,=,frac{1}{sqrt{,a,b,}},left(tan^{-1}left(sqrt{,frac{b}{a},},tan,xright)right),bigg|_0^{frac{pi}{2}};=;frac{pi}{2,sqrt{,a,b,}}.
The limits of integration being independent of a,,, textbf J;=;int_0^{frac{pi}{2}},frac{1}{a,cos^2,x+b,sin^2,x};dx, gives us
- frac{partial,textbf J}{partial,a};=;-,int_0^{frac{pi}{2}},frac{cos^2,x;dx}{left(a,cos^2,x+b,sin^2,xright)^2},
whereas textbf J;=;frac{pi}{2,sqrt{,a,b,}} gives us
- frac{partial,textbf J}{partial,a};=;-frac{pi}{4,sqrt{,a^3,b,}},.
Equating these two relations then yields
- ,int_0^{frac{pi}{2}},frac{cos^2,x;dx}{left(a,cos^2,x+b,sin^2,xright)^2};=;frac{pi}{4,sqrt{,a^3,b,}},.
In a similar fashion, pursuing frac{partial,textbf J}{partial,b}, yields
- ,int_0^{frac{pi}{2}},frac{sin^2,x;dx}{left(a,cos^2,x+b,sin^2,xright)^2};=;frac{pi}{4,sqrt{,a,b^3,}},.
Adding the two results then produces
- textbf I;=;int_0^{frac{pi}{2}},frac{1}{left(a,cos^2,x+b,sin^2,xright)^2};dx;=;frac{pi}{4,sqrt{,a,b,}}left(frac{1}{a}+frac{1}{b}right),,
which is the value of the integral textbf I,.
Note that if we define
- textbf I_n;=;int_0^{frac{pi}{2}},frac{1}{left(a,cos^2,x+b,sin^2,xright)^n};dx,,
it can easily be shown that
- ,frac{partial,textbf I_{n-1}}{partial,a},+,frac{partial,textbf I_{n-1}}{partial,b},+,(n-1)cdottextbf I_n;=;0,.
Given textbf I_1,,, this partial-derivative-based recursive relation (i.e., integral reduction formula) can then be utilized to compute all of the values of textbf I_n, for n,>,1 (textbf I_2,, textbf I_3,, textbf I_4, etc.).
Example 4
Here, we consider the integral
- textbf I(alpha);=;int_0^{frac{pi}{2}},frac{ln,(1+cosalpha,cos,x)}{cos,x};dx,,
for ,0,<,alpha,<,pi,.
Differentiating under the integral with respect to ,alpha,, we have
- ,frac{d}{dalpha},textbf I(alpha);=;int_0^{frac{pi}{2}},frac{partial}{partialalpha},left(frac{ln,(1,+,cosalpha,cos,x)}{cos,x}right),dx,
- ;=;-,int_0^{frac{pi}{2}},frac{sinalpha}{1+cosalpha,cos,x},dx,
- ;=;-,int_0^{frac{pi}{2}},frac{sinalpha}{left(cos^2,frac{x}{2}+sin^2,frac{x}{2}right),+,cosalpha,left(cos^2,frac{x}{2}-sin^2,frac{x}{2}right)},dx,
- ;=;-,frac{sinalpha}{1-cosalpha},int_0^{frac{pi}{2}},frac{1}{cos^2,frac{x}{2}},frac{1}{left[,left(frac{1+cosalpha}{1-cosalpha}right),+,tan^2,frac{x}{2},right]},dx,
- ;=;-,frac{2,sinalpha}{1-cosalpha},int_0^{frac{pi}{2}},frac{frac{1}{2},sec^2,frac{x}{2}}{left[,left(frac{2,cos^2,frac{alpha}{2}}{2,sin^2,frac{alpha}{2}}right),+,tan^2,frac{x}{2},right]},dx,
- ;=;-,frac{2left(2,sin,frac{alpha}{2},cos,frac{alpha}{2}right)}{2,sin^2,frac{alpha}{2}},int_0^{frac{pi}{2}},frac{1}{left[,left(frac{cos,frac{alpha}{2}}{sin,frac{alpha}{2}}right)^2,+,tan^2,frac{x}{2},right]},dleft(tan,frac{x}{2}right),
- ;=;-,2,cot,frac{alpha}{2},int_0^{frac{pi}{2}},frac{1}{left[,cot^2,frac{alpha}{2},+,tan^2,frac{x}{2},right]},dleft(tan,frac{x}{2}right),
- ;=;-,2,left(tan^{-1},left(tan,frac{alpha}{2},tan,frac{x}{2},right)right),bigg|_0^{frac{pi}{2}},
- ;=;-,alpha,
Now, when ,alpha;=;frac{pi}{2},, we have, from textbf I(alpha);=;int_0^{frac{pi}{2}},frac{ln,(1+cosalpha,cos,x)}{cos,x};dx,, textbf Ileft(frac{pi}{2}right);=;0,.
Hence, ,textbf I(alpha);=;int_{frac{pi}{2}}^{alpha},-,alpha,dalpha,
- ;=;-,frac{1}{2},alpha^2,bigg|_{frac{pi}{2}}^{alpha},
- ;=;frac{pi^2}{8},-,frac{alpha^2}{2},,
which is the value of the integral textbf I(alpha);.
Example 5
Here, we consider the integral ,int_0^{2pi},e^{costheta};cos,(sintheta);dtheta,.
We introduce a new variable ,phi,, and rewrite the integral as
,f(phi);=;int_0^{2pi};e^{phicostheta};cos(phisintheta);dtheta,.
Note that for ,phi;=1,, ,f(phi);=f(1)=int_0^{2pi},e^{costheta};cos,(sintheta);dtheta,.
Thus, we proceed ,frac {df}{dphi} = int_0^{2pi};frac
{partial}{partialphi}left(e^{phicostheta};cos(phisintheta)right);dtheta,
- ,= int_0^{2pi};e^{phicostheta};left(costhetacos(phisintheta); - ;sinthetasin(phisintheta)right);dtheta,
- ,= int_0^{2pi};frac {1}{phi};frac {partial}{partialtheta}left(e^{phicostheta};sin(phisintheta)right);dtheta,
- ,= frac {1}{phi};int_0^{2pi};dleft(e^{phicostheta};sin(phisintheta)right),
- ,= frac {1}{phi};left(e^{phicostheta};sin(phisintheta)right);bigg|_0^{2pi},
- ,= 0,
From the equation for ,f(phi),, we can see ,f(0) = 2pi,. So, integrating both sides of ,frac {df}{dphi},=0, with respect to ,phi, between the limits ,0, and ,1,, yields
- ,int_{f(0)}^{f(1)};df = int_{0}^1;0;dphi; = ;0,
- ,Rightarrow;f(1) - f(0) = 0,
- ,Rightarrow;f(1) - 2pi = 0,
- ,Rightarrow;f(1) = 2pi,.
which is the value of the integral ,int_0^{2pi},e^{costheta};cos,(sintheta);dtheta,.
Other problems
There are innumerable other integrals that can be solved quickly using the technique of differentiation under the integral sign. For examples, to solve
,int_0^infty;frac{sin,x}{x};dx,, pick int_0^infty;e^{-alpha,x};frac{sin,x}{x};dx,,
,int_0^infty;e^{-left(x^2+frac{1}{x^2}right)};dx,, pick int_0^infty;e^{-left(x^2+frac{alpha^2}{x^2}right)};dx,,
,int_0^{frac{pi}{2}};frac{x}{tan,x};dx,, pick int_0^{frac{pi}{2}};frac{tan^{-1}(alpha,tan,x)}{tan,x};dx,,
,int_0^{infty};frac{ln,(1+x^2)}{1+x^2};dx,, pick int_0^{infty};frac{ln,(1+alpha^2,x^2)}{1+x^2};dx,
and for
,int_0^1;frac{x-1}{ln,x};dx,, pick int_0^1;frac{x^alpha-1}{ln,x};dx,.
Popular culture
- Differentiation under the integral sign is mentioned in the late physicist Richard Feynman's best-selling memoir Surely You're Joking, Mr. Feynman! (in the chapter "A Different Box of Tools"), where he mentions learning it from an old text, Advanced Calculus (1926), by Frederick S. Woods (who was a professor of mathematics in the Massachusetts Institute of Technology) while in high school. The technique was not often taught when Feynman later received his formal education in calculus and, knowing it, Feynman was able to use the technique to solve some otherwise difficult integration problems upon his arrival at graduate school at Princeton University. The direct citation from Surely You're Joking, Mr. Feynman! regarding the method of differentiation under the integral sign is as follows:
One thing I never did learn was contour integration. I had learned to do integrals by various methods shown in a book that my high school physics teacher Mr. Bader had given me.
One day he told me to stay after class. "Feynman," he said, "you talk too much and you make too much noise. I know why. You're bored. So I'm going to give you a book. You go up there in the back, in the corner, and study this book, and when you know everything that's in this book, you can talk again."
So every physics class, I paid no attention to what was going on with Pascal's Law, or whatever they were doing. I was up in the back with this book: Advanced Calculus, by Woods. Bader knew I had studied Calculus for the Practical Man a little bit, so he gave me the real works-it was for a junior or senior course in college. It had Fourier series, Bessel functions, determinants, elliptic functions-all kinds of wonderful stuff that I didn't know anything about.
That book also showed how to differentiate parameters under the integral sign-it's a certain operation. It turns out that's not taught very much in the universities; they don't emphasize it. But I caught on how to use that method, and I used that one damn tool again and again. So because I was self-taught using that book, I had peculiar methods of doing integrals.
The result was, when guys at MIT or Princeton had trouble doing a certain integral, it was because they couldn't do it with the standard methods they had learned in school. If it was contour integration, they would have found it; if it was a simple series expansion, they would have found it. Then I come along and try differentiating under the integral sign, and often it worked. So I got a great reputation for doing integrals, only because my box of tools was different from everybody else's, and they had tried all their tools on it before giving the problem to me.
See also
References
- Flanders, Harley (1973). "Differentiation under the integral sign". American Mathematical Monthly 80 (6): 615–627. JSTOR link
- "Advanced Calculus", Frederick S. Woods, Ginn and Company, 1926.
- "Advanced Calculus", David V. Widder, Dover Publications Inc., New Ed edition (Jul 1990).