AMath 501
Outline
Basic Vector Manipulations
- Dot products and cross products (area of a parallelogram)
- Relation between norms and dot products
- Scalar triple products (signed volume)
- Geometric understanding of the concepts above
Coordinates & Position Vectors
- Cartesian Coordinates:
- Spherical Coordinates:
- Cylindrical Coordinates:
Curvilinear Coordinates
- Unit vectors:
- Scale factors:
- All scale factors in coordinates are stated above.
Derivatives and Arc Length
- Derivative of position vector
:
- This can be written as:
- Arc length differential
:
- In orthogonal coordinates.
- Arc Length Formula:
Gradient Operator
for a scalar ,
- Geometric explanation: Represents the steepest ascent.
Divergence Operator
- In Cartesian coordinates:
- In general:
where:
- Write down div in spherical/cylindrical coordinates.
- Physical explanation: Represents the net flux out of a volume per unit volume.
Curl Operator
Physical Explanation
- The circulation around a small area per unit area.
Line Integral
- Parameterizing the line integral:
Conservative Field
-
If
, where is a scalar. -
If
is conservative, then:
- The independence of the path:
Ifis conservative, then .
The opposite way is also true.
Surface Integral
- We have to find
and . - In general:
The surfacecan be expressed in terms of and .
- If the surface is written as
, then:
Surface Representation
- If we use
to write the surface as , then:
- Since:
and:
- If
, then:
Surface Area
Divergence Theorem
- Compute the net flux through the surface of a volume by using the volume integral:
- Where:
Stokes' Formula/Theorem
- The circulation around an area
, where is the boundary of . - RHS (Right-Hand Side) is easier to compute.
This expands to:
In 2D:
Definition of Holomorphic Functions / Analytic Functions
A holomorphic function (or analytic function) is a complex function
exists and is the same no matter how
Cauchy-Riemann Relations:
For
Branch Cuts / Points:
Some functions (like
: Has a branch cut along the negative real axis. : Often has a branch cut along the negative real axis to ensure single-valuedness.
Example
- Holomorphic Function:
Here,
and
- Non-Holomorphic Function:
Here,
Cauchy Theorem
If
Key Idea:
The integral of an analytic function over a closed loop is zero if the function is analytic everywhere inside and on the contour.
Example:
Let
since
Cauchy Integral Formula
If
Key Idea:
The value of a holomorphic function inside a contour can be computed using the values of the function on the contour.
Example:
Let
Since
Residue
Intuition: Circulation Around the Singularity
The residue measures how much the function “circulates” around the singularity. If you imagine walking along the contour
In
Key Points About Residues and Singularities
- Residue Explains Local Behavior Near a Singularity
The residue at a singularitydescribes the “circulation” of near that singularity.
For example, in:
and are the two singularities. - Each singularity has its own residue, calculated by isolating the behavior of
near that singularity (locally).
- Residues Are Independent of Distance From the Singularity
Residues depend only on the singularity itself, not on the distance from it. The contourused to calculate the residue can have any radius, as long as it encloses only that singularity (and no others).
This is because the integral
- Residue Measures Local Circulation
Residue tells us how“circulates” locally around the singularity. This is like isolating the behavior of at that point.
- Each residue at
and is independent of the other singularity.
- Why Distance Doesn’t Affect Residue
The residue at a singularity depends only on the coefficient ofin the Laurent series expansion. Since Laurent series expansions focus on the singularity and ignore the behavior elsewhere, the residue is unaffected by the distance from the singularity.
Residue Theorem
Let
Key Idea:
The integral around a closed contour is determined by the sum of residues of the function’s singularities inside the contour.
Single Singular Point at z = 0
In your specific example, the contour
The residue of
So, in this case:
This is why
Steps to Find Residues:
- For a simple pole at
, residue:
- For higher-order poles or Laurent expansions, use:
Example:
Let
Thus:
Calculation
Singularities
A singularity of a complex function is a point
Classification of Singularities
Removable Singularity
- Definition: A singularity
is removable if can be redefined at to make the function holomorphic. - Test: If
exists and is finite, the singularity is removable. - Example:
.
At, is undefined, but:
So,
Pole
- Definition: A singularity
is a pole if as , and can be written as: , where is analytic and , and is a positive integer (the order of the pole).
Types:
- Simple Pole: If
. - Higher-Order Pole: If
.
- Example:
.
Here,is a simple pole since as . Another example: .
Here,is a second-order pole.
Essential Singularity
- Definition: A singularity
is essential if has no Laurent series expansion that terminates (like poles) or can’t be redefined (like removable singularities). Around , the behavior is unpredictable (the function takes on all possible values near ). - Example:
.
At, has an essential singularity because:
which is infinitely oscillatory as
Laurent Expansions
A Laurent series is a representation of a complex function
Here:
: The center of the series. : Coefficients of the series, given by:
where
- Taylor series works only if the function is analytic (holomorphic) everywhere within a region.
- Laurent series works for functions with singularities by expanding into two parts:
- A regular part (positive powers of z ).
- A principal part (negative powers of z ).
Laurent Series Centered at z = 0
If the expansion is centered at
We write the Laurent series as:
where:
are the coefficients for , are the coefficients for .
So this is just notation. Writing it as
The coefficient
So, while the general Laurent series looks like:
in practice, we rewrite it as:
because this form explicitly separates positive and negative powers of
How to Rewrite
To decide whether to rewrite terms, follow these steps:
Step 1: Identify Singularities
Find all the singularities of the function. These divide the complex plane into regions of convergence.
Step 2: Determine the Region of Interest
Ask: What region am I analyzing? For example:
: Inside a circle of radius . : An annular region. : Outside a circle of radius .
Step 3: Check Convergence Behavior
- If
: - Use
directly for expansion (e.g., ).
- Use
- If
: - Rewrite terms to involve
, ensuring (e.g., ).
- Rewrite terms to involve
- If
: - Carefully choose expansions to match the dominant behavior in the annular region.
General Rule for Laurent Series:
- Focus on
:
Identify the variablesuch that . This ensures convergence of the geometric series. - If the original function satisfies
, no rewriting is needed. - Example:
for .
- Example:
- If
, rewrite the function to redefine so . - Example:
for , rewrite using .
- Example:
Example 1:
Laurent Series for
Expand
Using the geometric series expansion
Thus:
The Laurent series is:
This series converges for
Complex Method for Solving Real Integrals
General Procedure
- Transform the Real Integral into a Complex Integral:
Replace the real variablewith the complex variable , and rewrite the real integral:
where
- Close the Contour:
Add a semicircular arc in the complex plane to make the integral over a closed contour. Ensure that the contribution from the arc goes toas the radius tends to infinity:
- Apply the Residue Theorem:
Compute the integral over the closed contourusing the Residue Theorem:
where
- Extract the Real Integral:
The desired integralis related to the contour integral minus any contributions from the semicircular arc or other portions.
Example
Evaluate:
- Step 1: Rewrite as a Complex Integral:
Replacewith :
- Step 2: Close the Contour:
Use a semicircular contour in the upper half-plane with radius. The integral becomes:
As
- Step 3: Apply the Residue Theorem:
The singularities ofare at and . For the upper half-plane, only is inside the contour. The residue at is:
Thus:
- Step 4: Extract the Real Integral:
Since the arc contribution vanishes:
Jordan’s Lemma
Jordan’s Lemma is a result in complex analysis used to evaluate integrals of the form:
where:
(important for convergence), is analytic in the upper half-plane, as in the upper half-plane.
The key idea is that when closing the contour in the upper half-plane, the contribution of the integral over the semicircular arc vanishes as the radius
Application
Jordan’s Lemma is especially useful when evaluating real integrals using contour integration, where the integrand includes oscillatory terms
Steps to Apply Jordan’s Lemma
- Write the real integral in terms of z :
- Extend the integral to the complex plane, turning it into a contour integral:
where
3. Show that the contribution from the semicircular arc vanishes as
4. Apply the Residue Theorem to compute the integral over the closed contour
Example
Evaluate:
- Step 1: Rewrite as a Complex Integral:
Replacewith :
- Step 2: Close the Contour:
Use a semicircular contour in the upper half-plane. The integral becomes:
- Step 3: Apply Jordan’s Lemma:
On the semicircular arc, , and:
The term
- Step 4: Apply the Residue Theorem:
The singularities ofare at and . In the upper half-plane, only is inside the contour. The residue at is:
Using the Residue Theorem:
- Step 5: Extract the Real Integral:
Since the arc contribution vanishes:
Improper Integrals and Principal Value
Improper Integrals
An improper integral is an integral where:
- The limits of integration are infinite, e.g.:
- The integrand has a singularity within the integration range, e.g.:
Such integrals may not converge in the usual sense. However, by using Principal Value (P.V.) techniques and complex analysis tools like the Residue Theorem, we can define and compute them.
Principal Value (P.V.)
The Principal Value of an integral is a method to assign a finite value to certain divergent improper integrals.
- For an integral with a singularity at
(e.g., ):
- For an integral over infinite limits:
Residue Theorem for Improper Integrals
Improper integrals can often be evaluated using the Residue Theorem, especially for integrals of the form:
The idea is to extend the real integral to a closed contour in the complex plane and use the residues of
Example 1
Evaluate:
- This integral diverges because
has a singularity at . - The Principal Value is defined as:
- Compute each integral:
- Add them:
Thus:
Example 2
Evaluate:
We solved this earlier using the residue theorem:
- Extend the integral to the complex plane:
where
- Find the singularities of
:
- Apply the Residue Theorem:
The residue atis:
- Compute the integral:
Thus:
Fourier Transform and Inverse Transform
The Fourier transform is a powerful mathematical tool used to analyze and represent a time-domain signal
where:
is the frequency-domain representation of , is the angular frequency.
Conditions for Existence
For the Fourier transform to exist, the function
This ensures that
Inverse Fourier Transform
The original signal
Properties of the Fourier Transform
- Linearity:
where
- Time Shift:
If, then:
- Frequency Shift:
If, then:
- Parseval’s Theorem:
The energy of the signal in the time domain is equal to the energy in the frequency domain:
Example 1: Fourier Transform of a Gaussian
Let
Using a standard result for Gaussian integrals:
Example 2: Fourier Transform of a Rectangular Pulse
Let:
The Fourier transform is:
Solve the integral:
This result demonstrates how a rectangular time-domain signal transforms into a sinc function in the frequency domain.
One-Sided Fourier Transform
The one-sided Fourier transform is a variation of the Fourier transform where the integration is limited to
The one-sided Fourier transform is defined as:
- Use Case: The one-sided Fourier transform is primarily used to deal with time-limited or causal signals, often found in engineering and physics problems.
Laplace Transform
The Laplace transform generalizes the Fourier transform by replacing
The Laplace transform of
Key Difference:
- The Fourier transform uses
(purely imaginary). - The Laplace transform allows
to have a real part , which accounts for exponential growth or decay.
Convergence
The Laplace transform converges for functions
which allows it to handle a broader class of functions than the Fourier transform.
Connection Between Fourier and Laplace Transforms
If
Example
Compute the Laplace transform of
- Using the definition:
- Solve the integral:
Example: Fourier Transform from Laplace Transform
Given the Laplace transform:
The Fourier transform is obtained by substituting