Wave Equation - loop unrool in MATLAB?

In summary, To simulate a wave mixing scenario, the conversation discusses using matrix manipulation in MATLAB to unroll a loop for calculating the electric field. The code provided demonstrates the use of a 3D matrix to store values for each time interval, distance, and wave in the scenario, and suggests using the syntax "E = real(A(:, 1) .* exp (i.*(A(:, 2).*T - (A(:, 2) ./ c).*A(:, 3).*Z)));".
  • #1
krindik
65
1
Hi,
While trying to simulate wave a mixing scenario I wrote below.
But it seems that matlab's matrix manipulation can easily unrol the marked loop (but i cannot find how). Can somebody help



% speed of light
c = 1;

% matrix containing wave parameters in each row for number of waves
% A = [w1; w2]
% w1 = [Emax Freq IndexOfRefraction]
% eg. below contains values for 2 waves
% wave 1: Emax = 1, Freq = 15, IndexOfRefraction = 0.1

A = [
1 15 0.1 ;
0.9 16 0.1
];


z = linspace(0, 200, 2000);
t = 0:.1:50;
[Z, T] = meshgrid(z, t);
waves = size(A, 1);
dist = length(z);
duration = length(t);
E = zeros(duration, dist, waves);


% Trying to unroll below?
% E = E0*exp( i(wt - w/c*n*z))
% E is a 3D matrix
% rows contain values for each time interval
% cols contain values for each distance (z)
% pages contain values for each wave in A

for j = 1:waves
E(:, :, j) = real( A(j, 1) .* exp (i.*(A(j, 2).*T - (A(j, 2) ./ c).*A(j, 3).*Z)));
end
 
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  • #2
To unroll the loop you can use the following syntax:
E = real(A(:, 1) .* exp (i.*(A(:, 2).*T - (A(:, 2) ./ c).*A(:, 3).*Z)));
 
  • #3


I can see that you are attempting to use the wave equation to simulate a mixing scenario. The loop you have marked can be unrolled by using MATLAB's matrix manipulation functions. In this case, you can use the "repmat" function to replicate the parameters for each wave and then use element-wise multiplication to calculate the values for each time and distance. This will avoid the need for a loop and make your code more efficient. Additionally, you may want to consider using vectorization and pre-allocation to further optimize your code. I hope this helps.
 

Related to Wave Equation - loop unrool in MATLAB?

1. What is the wave equation and why is it important in science?

The wave equation is a mathematical formula that describes the behavior of waves, such as sound waves and electromagnetic waves. It is important in science because it allows us to understand and predict how waves will propagate and interact with their environment.

2. How can I use MATLAB to solve the wave equation and create a loop unroll?

MATLAB is a powerful software tool that allows you to solve complex mathematical equations, such as the wave equation. To create a loop unroll in MATLAB, you can use a for loop or a while loop to iterate through the desired number of iterations and perform the necessary calculations.

3. Can I use MATLAB to visualize the results of the wave equation and loop unroll?

Yes, MATLAB has built-in functions and tools that allow you to create visualizations of your data. You can use the plot function to create graphs and the surf function to create 3D surface plots, among others.

4. Are there any limitations to using MATLAB for solving the wave equation and loop unroll?

While MATLAB is a powerful tool for solving mathematical equations, it does have some limitations. It may not be the best choice for extremely large or complex problems, and it may not be the most efficient option for certain types of computations.

5. Are there any other programming languages or tools that can be used to solve the wave equation and loop unroll?

Yes, there are other programming languages and tools that can be used to solve the wave equation and create a loop unroll. Some popular options include Python, C++, and Java. Each language has its own advantages and disadvantages, so it is important to choose the one that best fits your needs and abilities.

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