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The Fundamental Theorem of Calculus

Suppose f (x) is a function of one variable. The fundamental theorem of calculus states:
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
where df /dx = F(x).

Geometrical Interpretation

Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

According to equation df = (df /dx) dx is the infinitesimal change in f when one goes from (x) to (x + dx). The fundamental theorem says that if you chop the interval from a to b into many tiny pieces, dx, and add up the increments df from each little piece, the result is equal to the total change in f  is  f (b) – f (a).  In other words, there are two ways to determine the total change in the function: either subtract the values at the ends or go step-by-step, adding up all the tiny increments as you go. You’ll get the same answer either way.

The Fundamental Theorem for Gradients

Suppose we have a scalar function of three variables V(x, y, z). Starting at point a, we moves a small distance Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics Then
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Now we move a little further, by an additional small displacementFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsthe incremental change in V will be Fundamental Theorems & Dirac Delta Function | Mathematical Methods - PhysicsIn this manner, proceeding by infinitesimal steps, we make the journey to point b. At each step we compute the gradient of V (at that point) and dot it into the displacement Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics …this gives us the change in V. Evidently the total change in V in going from a to b along the path selected is
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
This is called the fundamental theorem for gradients; like the “ordinary” fundamental theorem, it says that the integral (here a line integral) of a derivative (here the gradient) is given by the value of the function at the boundaries (a and b).
Geometrical Interpretation
Suppose you wanted to determine the height of the Eiffel Tower. You could climb the stairs, using a ruler to measure the rise at each step, and adding them all up or you could place altimeters at the top and the bottom, and subtract the two readings; you should get the same answer either way (that's the fundamental theorem).
Corollary 1:Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsis independent of path taken from a to b.
Corollary 2:Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicssince the beginning and end points are identical, and hence
V(b) – V(a) = 0.

Example 22: Let V = xy2, and take point a to be the origin (0, 0, 0) and b the point (2, 1, 0). Check the fundamental theorem for gradients.

Although the integral is independent of path, we must pick a specific path in order to evaluate it. Let's go out along the x axis (step i) and then up (step ii). As always,
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(i)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(ii) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Evidently the total line integral is 2.  This consistent with the fundamental theorem: T(b) – T(a) =2 – 0 = 2.
Calculate the same integral along path (iii) (the straight line from a to b):
(iii)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - PhysicsThus the integral is independent of path.


The Fundamental Theorem for Divergences

The fundamental theorem for divergences states that:
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
This theorem has at least three special names: Gauss’s theorem, Green’s theorem, or, simply, the divergence theorem. Like the other “fundamental theorems,” it says that the integral of a derivative (in this case the divergence) over a region (in this case a volume) is equal to the value of the function at the boundary (in this case the surface that bounds the volume). Notice that the boundary term is itself an integral (specifically, a surface integral). This is reasonable: the “boundary” of a line is just two end points, but the boundary of a volume is a (closed) surface.

Geometrical Interpretation
If Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics represents the flow of an incompressible fluid, then “the flux of Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics(the right side of equation) is the total amount of fluid passing out through the surface, per unit time and the left side of equation shows an equal amount of liquid will be forced out through the boundaries of the region.

Example 23: Check the divergence theorem using the function Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics and the unit cube situated at the origin.
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

In this case
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics 
and
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Evidently, Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
To evaluate the surface integral we must consider separately the six sides of the cube:
(i)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(ii) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(iii)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(iv)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(v)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(vi)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
So the total flux is:
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


Example 24:  A vector field Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsis given in spherical coordinates. Evaluate both sides of Divergence Theorem for the volume enclosed between
(i) r = 1 and r = 2, and
(ii)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

Divergence theorem states thatFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Since Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(i)
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics 
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
So L.H.S. = R.H.S. = 75π
Divergence theorem proved.
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(ii) L.H.S. of Divergence Theorem
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
R.H.S. of Divergence Theorem
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
L.H.S. = R.H.S. = 588.91. Divergence theorem proved.


The Fundamental Theorem for Curls

The fundamental theorem for curls, which goes by the special name of Stokes’ theorem, states that
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
As always, the integral of a derivative (here, the curl) over a region (here, a patch of surface) is equal to the value of the function at the boundary (here, the perimeter of the patch). As in the case of the divergence theorem, the boundary term is itself an integralspecifically, a closed line integral.

Geometrical Interpretation

The integral of the curl over some surface (or, more precisely, the flux of the curl through that surface) represents the “total amount of swirl,” and we can determine that swirl just as well by going around the edge and finding how much the flow is following the boundary (as shown in figure).
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Corollary 1:Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsdepends only on the boundary line, not on the particular surface used.
Corollary 2: Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsfor any closed surface, since the boundary line, like the mouth of a balloon, shrinks down to a point, and hence the right side of equation vanishes.

Example 25: Suppose Fundamental Theorems & Dirac Delta Function | Mathematical Methods - PhysicsCheck Stokes’ theorem for the square surface shown in figure.
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

Here
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics 
(In saying thatFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicspoints in the x direction, we are chosen to a counterclockwise line integral. We could as well writeFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsbut then we have to go clockwise.) Since x = 0 for this surface,
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Now, what about the line integral? We must break this up into four segments:
(i)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(ii) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(iii)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(iv)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
So
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


Example 26: GivenFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics in cylindrical coordinates. For the contour shown in figure, verify the Stokes’ Theorem.
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

Stokes’ Theorem Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
In cylindrical coordinates, Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Ar = 2r cos∅ , A∅ = r, Az = 0
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

L.H.S. = R.H.S. = Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


Example 27: Given a vector field Fundamental Theorems & Dirac Delta Function | Mathematical Methods - PhysicsVerify stokes,’ theorem over the path shown in figure.

Stokes’ theoremFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(Equation of quarter circle x2 + y2 = 9; 0 < x, y < 3 )
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


The Dirac Delta Function

The Divergence ofFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


Consider the vector function
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics 
At every location, Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsis directed radially outward. When we calculate the divergence we get precisely zero:


Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
The plot thickens if you apply the divergence theorem to this function. Suppose we integrate over a sphere of radius R, centered at the origin; the surface integral is
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
But the volume integral,Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsis zero. Does this mean that the divergence theorem is false?
The source of the problem is the point r = 0, where Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics blows up. It is quite true thatFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics=0 everywhere except the origin, but right at the origin the situation is more complicated.
Notice that the surface integral is independent of R; if the divergence theorem is right (and it is), we should get Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsfor any sphere centered at the origin, no matter how small. Evidently the entire contribution must be coming from the point r = 0!
Thus,Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicshas the bizarre property that it vanishes everywhere except at one point, and yet its integral (over any volume containing that point) is 4π . No ordinary function behaves like that. (On the other hand, a physical example does come to mind: the density (mass per unit volume) of a point particle. It's zero except at the exact location of the particle, and yet its integral is finite namely, the mass of the particle.) What we have stumbled on is a mathematical object known to physicists as the Dirac delta function. 

The One- Dimensional Dirac Delta Function

The one dimensional Dirac delta function, δ(x) , can be pictured as an infinitely high, infinitesimally narrow "spike," with area 1 (as shown in figure).
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
That is to say:
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
andFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
If f (x) is some “ordinary” function then the product f(x)δ(x) is zero everywhere except at x = 0 . It follows that
f(x)δ(x)= f(0)δ(x)

Of course, we can shift the spike from x = 0 to some other point, x = a :
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics 
alsoFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
and Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

Example 28: Show that
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics 
where k is any (nonzero constant). (In particularFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

For an arbitrary test function f(x), consider the integral Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Changing variables, we let y = kx , so that x = y /kx, and Fundamental Theorems & Dirac Delta Function | Mathematical Methods - PhysicsIf k is positive, the integration still runs from -∞ to + ∞  but if k is negative, then x = ∞ implies y = -∞ , and vice versa, so the order of limit is reversed. Restoring the "proper" order costs a minus sign. Thus
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(The lower signs apply when k is negative, and we account for this neatly by putting absolute value bars around the final k, as indicated.) Under the integral sign, then, δk(x) serves the same purpose asFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


Example 29: Evaluate the integral Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

Answer would be 0, because the spike would then be outside the domain of integration.


Example 30: Evaluate the integralFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

The delta function picks out the value of x3 at the point x = 2 so the integral is 2= 8 .


Example 31: Show that
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Similarly Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


Example 32: Let θ (x) be the step function:
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Show that 
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


The Three-Dimensional Delta Function

It is an easy matter to generalize the delta function to three dimensions:
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics

(As always,Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics is the position vector, extending from the origin to the point (x, y, z)). This three-dimensional delta function is zero everywhere except at (0, 0, 0), where it blows up. Its volume integral is 1
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
and
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Since the divergence of Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics is zero everywhere except at the origin, and yet its integral over any volume containing the origin is a constant ( 4π). These are precisely the defining conditions for the Dirac delta function; evidently
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


Example 33: Evaluate the integral Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicswhere v is a sphere of radius R centered  at the origin.

Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics


The Theory of Vector Fields

If the curl of a vector field Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsvanishes (everywhere), then Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicscan be written as the gradient of a scalar potential (V): Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
(The minus sign is purely conventional.)
Theorem 1: Curl-less (or "irrotational") fields. The following conditions are equivalent (that is, Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics satisfies one if and only if it satisfies all the others):
(a) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicseverywhere.
(b) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsis independent of path, for any given end points.
(c) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsfor any closed loop.

(d) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics is the gradient of some scalar,Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
The scalar potential is not unique-any constant can be added to V with impunity, since this will not affect its gradient.
If the divergence of a vector field Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsvanishes (everywhere), thenFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics can be expressed as the curl of a vector potentialFundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
That’s the main conclusion of the following theorem:
Theorem 2: Divergence-less (or “solenoidal”) fields. The following conditions are equivalent:
(a)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicseverywhere.
(b)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics is independent of surface, for any given boundary line.
(c)Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsfor any closed surface.

(d) Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicsis the curl of some vector,Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics
The vector potential is not unique-the gradient of any scalar function can be added to Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physicswithout affecting the curl, since the curl of a gradient is zero.

The document Fundamental Theorems & Dirac Delta Function | Mathematical Methods - Physics is a part of the Physics Course Mathematical Methods.
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FAQs on Fundamental Theorems & Dirac Delta Function - Mathematical Methods - Physics

1. What is the Dirac Delta function?
Ans. The Dirac Delta function, denoted by δ(x), is a mathematical function used to describe certain properties of physical systems. It is defined as an infinitely tall and infinitesimally narrow function, with an area under the curve equal to 1. The function is zero everywhere except at x = 0, where it becomes infinitely large. It is often used to represent impulse-like phenomena in physics and engineering.
2. What are the applications of the Dirac Delta function?
Ans. The Dirac Delta function has various applications in physics and engineering. Some of its key applications include: - Signal processing: The Dirac Delta function is used to model idealized impulses in signal processing, such as in the analysis of electrical circuits or the response of systems to sudden inputs. - Fourier analysis: The Dirac Delta function is crucial in Fourier analysis, where it serves as a basis for decomposing signals into their frequency components. - Quantum mechanics: In quantum mechanics, the Dirac Delta function is used to represent point-like particles and to define the position and momentum operators. - Electromagnetism: The Dirac Delta function is employed in electromagnetism to describe electric and magnetic fields generated by point charges or point currents. - Partial differential equations: The Dirac Delta function is used as a distributional solution in partial differential equations, allowing the modeling of singularities or concentrated sources.
3. How is the Dirac Delta function defined mathematically?
Ans. The Dirac Delta function is defined mathematically as follows: - δ(x) = 0 for x ≠ 0 - ∫δ(x) dx = 1 - ∫f(x)δ(x) dx = f(0) The first condition states that the function is zero everywhere except at x = 0. The second condition ensures that the area under the curve of the Dirac Delta function is equal to 1. The third condition represents the sifting property, where the Dirac Delta function acts as an idealized filter, selecting the value of the function f(x) at x = 0.
4. What are the properties of the Dirac Delta function?
Ans. The Dirac Delta function possesses several important properties, including: - Scaling property: δ(ax) = 1/|a| δ(x), where a is a scaling factor. - Translation property: δ(x - a) = δ(a - x), where a is a constant. - Differentiation property: d/dx δ(x) = -d/dx δ(-x) - Convolution property: ∫f(x)δ(x - a) dx = f(a), where f(x) is a continuous function. These properties allow for the manipulation and integration of the Dirac Delta function in various mathematical operations.
5. Is the Dirac Delta function a real function?
Ans. The Dirac Delta function is not a real function in the traditional sense, as it cannot be defined pointwise. Instead, it is a distribution or generalized function that can be understood through its properties and behavior in integration with other functions. The Dirac Delta function is often used as a mathematical tool to simplify calculations and describe physical phenomena accurately.
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