Load ML trained model objects in Simulink data dictionary

Hi,

is there a way to load some ML learning trained regression/classification model objects in Simulink data dictionary, in order to call them in Simulink using the dedicated "Predict" block?

Thank you in advance.

Answer 1

[Aditya]

Hi Davide,

You can refer to the following MATLAB Answers post, as it closely matches your use case:

• https://www.mathworks.com/matlabcentral/answers/870108-loading-classification-model-in-simulink-created-using-matlab-classification-learner-app?s_tid=answers_rc1-1_p1_Topic

The post includes several examples demonstrating how to achieve the desired behavior in MATLAB.

Hope it helps!

[Davide Galli]

Hi Aditya,

thank you for your answer. It is clear to me how to load trained model objects in order to use them in Simulink with the proper blockset. I was asking about the possibility to load them in Simulink data dictionary. Is this explained somewhere in the link attached in your answer? I am not able to find nothing about this.

Answer 2

[Jaimin]

Hi @Davide Galli

You can import trained machine learning models into a Simulink data dictionary and utilize them with the “Predict” block in Simulink. Here is a general workflow to accomplish this:

1. Train your regression or classification model in MATLAB using the appropriate toolbox, such as the Statistics and Machine Learning Toolbox or the Deep Learning Toolbox, and save the trained model object to a“.mat”file using the“save”function.
2. Open your Simulink model, access the Simulink Data Dictionary, and import the “.mat” file with your trained model.
3. Add the "Predict" block from the Simulink library to your model and configure it to use the loaded model by selecting it from the data dictionary.
4. Connect inputs to the “Predict” block according to your model's requirements.

For more information kindly refer following MathWorks Documentation.

save: https://www.mathworks.com/help/matlab/ref/save.html

predict: https://www.mathworks.com/help/deeplearning/ref/predict.html

data dictionary: https://www.mathworks.com/help/simulink/ug/what-is-a-data-dictionary.html

I hope this will be helpful.