Can the Integral of a Complex Gaussian Function Be Expressed in Closed Form?

In summary, you can find a closed form expression for the following definite integral by solving the Bessel differential equation.
  • #1
jashua
43
0
Is there a closed form expression for the following definite integral?

[itex]\int_{-∞}^{∞} exp(\frac{-|z|^2}{2{\sigma}^2}-\alpha |\mu + z|)dz[/itex]

where [itex]z[/itex] is complex, and [itex]\alpha, \sigma, \mu[/itex] are real constants.

I couldn't obtain an expression similar to Gaussian integral, so I couldn't take the integral. So, how can we obtain a closed form expression for such an integral?
 
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  • #2
If z is complex, what is the meaning of the limits of integration- what path are you taking from [itex]-\infty[/itex] to [itex]\infty[/itex]?
 
  • #3
Thank you for your reply, and I'm sorry for the incorrect statement of my question. Let me try to explain as follows:

Let z = x + jy. Then, the limit of x is from -∞ to ∞, and the limit of y is also from -∞ to ∞. In this case, I'm not sure about the limit of z. However, we can now restate the integral as follows:[itex]\int_{-∞}^{∞}\int_{-∞}^{∞} exp(\frac{-(x^2+y^2)}{2{\sigma}^2}-\alpha ((x+\mu)^2 + y^2)^{1/2})dxdy[/itex]
 
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  • #4
jashua said:
Is there a closed form expression for the following definite integral?

[itex]\int_{-∞}^{∞} exp(\frac{-|z|^2}{2{\sigma}^2}-\alpha |\mu + z|)dz[/itex]

where [itex]z[/itex] is complex, and [itex]\alpha, \sigma, \mu[/itex] are real constants.

I couldn't obtain an expression similar to Gaussian integral, so I couldn't take the integral. So, how can we obtain a closed form expression for such an integral?

There is something very wrong here. Integrals with respect to a complex z are defined, but they are 1-dimensional, like "line integrals" in the 2-dimensional plane. Your first message suggested that is what you want, but your later message implies that is NOT the case, but that, instead, you want a double integral over the plane. Which is it? What do you *really* want?
 
  • #5
Actually, the second integral is what I want to ask.

However, if I'm not wrong, the second integral can be expressed as a contour integral in the complex plane, which I have tried to write in my first post. If I'm wrong please correct ( or what should be the path of z? )
 
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  • #6
jashua said:
Actually, the second integral is what I want to ask.

However, if I'm not wrong, the second integral can be expressed as a contour integral in the complex plane, which I have tried to write in my first post. If I'm wrong please correct ( or what should be the path of z? )

I don't think you can do the integral exactly, but you can reduce it to a one-dimensional integration involving a Bessel function, and that can be done numerically. In your function, change variables to
[tex] x = - \mu + r \cos(\theta), \: y = r \sin(\theta). [/tex]
Your integrand f(x,y) becomes
[tex]f = \exp \left(-\frac{r^2 + \mu^2 + 2 \alpha \sigma^2 r}{2 \sigma^2} \right)
e^{b \cos(\theta)}, \;\; b = \mu r \sigma^2. [/tex]
The integral you want is
[tex] \int_0^{\infty} \int_0^{2 \pi} r f \, dr \, d\theta.[/tex]
We can do the ##\theta## integration first, to get
[tex] \text{Answer} =
\int_0^{\infty} r \exp \left(-\frac{r^2 + \mu^2 + 2 \alpha \sigma^2 r}{2 \sigma^2} \right)
\text{BessellI}(0,\mu r/\sigma^2),[/tex]
where ##\text{BesselI}(0,v)## is a modified Bessel function of the first kind. This Bessel function is a solution of the Bessel differential equation
[tex] x^2 y'' + xy' +x^2 y = 0, [/tex] and with intitial terms of its series given by
[tex] y = 1 + \frac{1}{4} x^2 + \frac{1}{64} x^4 + \cdots .[/tex] (Knowing a few terms of this series helps to relate this definition of BesselI(0,v) to possible other definitions you may know or encounter.)
 
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  • #7
Ray, thank you very much for your detailed answer.
 

FAQ: Can the Integral of a Complex Gaussian Function Be Expressed in Closed Form?

What is a definite integral?

A definite integral is a mathematical concept used to find the area under a curve between two specific points on a graph. It is represented by the symbol ∫ and is a fundamental tool in calculus.

What is a gaussian function?

A gaussian function, also known as a normal distribution, is a type of probability distribution that is commonly used to model random variables in statistics. It is characterized by a bell-shaped curve and is symmetric about its mean.

How is a definite integral of a gaussian calculated?

The definite integral of a gaussian function is calculated using a mathematical formula that takes into account the limits of integration and the function itself. It involves finding the antiderivative of the function and then evaluating it at the upper and lower limits of integration.

What is the significance of the definite integral of a gaussian?

The definite integral of a gaussian has many practical applications in various fields, such as physics, engineering, and statistics. It can be used to calculate the probability of a random variable falling within a certain range, or to find the total area under a curve, which can represent quantities such as displacement or acceleration.

What are some real-life examples of the definite integral of a gaussian?

The definite integral of a gaussian can be seen in various real-world phenomena, such as measuring the distribution of heights or weights in a population, predicting stock market fluctuations, and determining the amount of medication in a patient's bloodstream over time.

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