Hello Aarif,
Here’s how you can use a Kohonen neural network in your MATLAB project. Below is a simple example to create and train a Kohonen network using the selforgmap function in MATLAB:
% Define the input data
inputData = rand(2, 100); % 100 random 2D points
% Create a Self-Organizing Map
net = selforgmap([10 10]); % 10x10 grid of neurons
% Train the network
net = train(net, inputData);
% View the network
view(net);
% Plot the results
plotsompos(net, inputData);
This code initializes a 10x10 Kohonen network, trains it with random 2D data, and then visualizes the network and its organization of the input data.
Additionally, you can refer to the MATLAB documentation for more detailed examples and explanations on Self-Organizing Maps (SOM), which are a type of Kohonen network.
For more advanced usage, consider downloading the Kohonen and CPANN Toolbox from the MathWorks File Exchange.
I believe this will be of use!
