genetic algorithm with SQP for epidemic models
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i am interested to solve epidemic models like sir model, seir model using feed forward neural networl with activation function. I want to use genetic algorithm with SQP to optimize the parameters. Any one can help me in this regard please.
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Swastik Sarkar
2024-10-14
The following example from the MathWorks File Exchange can assist in getting started with modeling disease spread using an SEIR model in MATLAB
The overall structure of the code should resemble the following:
% Define Model & Fitness Function
net = feedforwardnet([10, 10]);
fitnessFunction = @(params) evaluateModel(params, net, data);
% Run GA
[bestParams, fval] = ga(fitnessFunction, ...);
options = optimoptions('fmincon', 'Algorithm', 'sqp');
% Run SQP
[refinedParams, fval] = fmincon(fitnessFunction, bestParams, ...);
Hope this helps you.
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