Import Keras Tensorflow Model into Simulink

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Lucas Ferreira-Correia
评论： Jie Li 2021-10-13
I've got a trained model from Python, which I need to run on Simulink for my application.
Is it possible to import trained Tensorflow Keras models and implement them in Simulink?
Cheers,
Lucas

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采纳的回答

sruthi gundeti
sruthi gundeti 2020-9-12
Hi,
You can import your keras network using
https://in.mathworks.com/help/deeplearning/ref/importkerasnetwork.html#d120e51332
net = importKerasNetwork(modelfile)
net = importKerasNetwork(modelfile,Name,Value)
model file can .h5 format ot json format with weights
Then write a entry level function for the imported network
https://in.mathworks.com/help/gpucoder/ref/coder.loaddeeplearningnetwork.html?s_tid=answers_rc2-1_p4_MLT
function out = resnetFun(in)
persistent mynet;
if isempty(mynet)
mynet = coder.loadDeepLearningNetwork('resnet50', 'myresnet');
end
out = predict(mynet,in);
You can integrate MATLAB function into your Simulink model using the MATLAB Function Block.
You can execute your MATLAB code from within the model to read the input data from your sensor and then pass this data into your Simulink block.
Refer to this example on how to use a MATLAB function block in your model.
  2 个评论
Lucas Ferreira-Correia
Lucas Ferreira-Correia 2020-9-30
Thank you for your help! I've imported my regression model and accordingly a placeholder layer is inserted on top of the model. I need a sequence input layer to replace the placeholder, is that possible? From the documentation I only see an image input layer available.
sruthi gundeti
sruthi gundeti 2021-6-7
VxNet=importKerasNetwork('Network.json','WeightFile','Network.h5','OutputLayerType','regression')
This can import a regression network

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更多回答（1 个）

Fernando Angel
Fernando Angel 2021-6-5
Hi,
Is it possible to use this method to generate code for a microcontroller in c / c ++? Thank you.
  2 个评论
Fernando Angel
Fernando Angel 2021-6-5
Thanks, yes, is possible, my keras NN is working perfectly in a STM32!
Jie Li
Jie Li 2021-10-13
Hi, Fernando, Could you post how you put it in the simulink? My code says the importKerasNetwork cannot be used when complie.Thanks

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