Math Problem Statement
(Why √ 2π?) Use polar coordinates to show that Z R Z R e −x 2 e −y 2 dxdy = 2π. Conclude that 1 √ 2π Z R e −x 2 dx = 1.
Solution
Let's solve this step by step using polar coordinates.
Step 1: Set up the double integral
We are given the double integral:
This can be rewritten as:
Step 2: Convert to polar coordinates
In polar coordinates, the variables and are replaced by:
The corresponding area element becomes:
Also, in polar coordinates, . So, the exponential term becomes .
Now the integral becomes:
Step 3: Solve the radial part
First, solve the radial integral:
To solve this, we use the substitution , which gives , or . The integral becomes:
Step 4: Solve the angular part
Now, solve the angular integral:
Step 5: Combine the results
Combining both integrals, we get:
Therefore:
Step 6: Conclude the 1D Gaussian integral
The integral of over the entire real line is related to this result. We have:
Taking the square root of both sides:
Step 7: Normalize the Gaussian integral
Now we conclude that the normalized version of the Gaussian integral is:
This shows that the integral of the Gaussian function with the proper normalization factor is equal to 1, which is fundamental in probability theory and statistics for the normal distribution.
Would you like more details or have any questions about the process?
Here are 5 related questions to explore further:
- How do polar coordinates simplify double integrals?
- Why is the substitution useful in radial integrals?
- Can you derive the Gaussian integral for any general quadratic exponent?
- What role does the factor play in normalizing distributions?
- How does this relate to the standard normal distribution in probability?
Tip: When solving integrals involving exponentials in 2D, polar coordinates are often the simplest approach, especially for radially symmetric functions.
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Math Problem Analysis
Mathematical Concepts
Polar Coordinates
Double Integrals
Gaussian Integral
Formulas
\( x = r \cos \theta \), \( y = r \sin \theta \)
Area element in polar coordinates: \( dx \, dy = r \, dr \, d\theta \)
Gaussian integral: \( \int_{-\infty}^{\infty} e^{-x^2} \, dx = \sqrt{\pi} \)
Theorems
Change of Variables Theorem
Fundamental Theorem of Calculus
Suitable Grade Level
Undergraduate (Calculus II or Multivariable Calculus)
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