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Merge branch 'test_ex_singletrack'
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Presentation.pdf

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README.md

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@@ -36,7 +36,7 @@ and it is trained (hyperparameter optimization) by maximizing the log Likelihood
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### Results
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| NMPC controller with unmodelled dynamics | Adaptive NMPC controller (with trained Gaussian Process) |
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| NMPC controller with unmodelled dynamics | Learning-Based NMPC controller (with trained Gaussian Process) |
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| ------------- |-------------|
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| <img src="./simresults/trackAnimVideo-16-Jan-2020-without-GP.gif" alt="drawing" width="400"/> | <img src="./simresults/trackAnimVideo-16-Jan-2020-with-GP-optimized.gif" alt="drawing" width="400"/> |
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Report.pdf

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classes/GP.m

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@@ -354,7 +354,7 @@ function optimizeHyperParams(obj, method)
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function logL = loglikelihood(obj, outdim, M, var_f, var_n)
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%------------------------------------------------------------------
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% calculate the log likelihood: log(p(Y|X,theta)),
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% calculate the negative log likelihood: -log(p(Y|X,theta)),
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% where theta are the hyperparameters and (X,Y) the training data
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%------------------------------------------------------------------
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Y = obj.Y(:,outdim);
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