NN-MPC
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Prajwal THAKUR
Jan 14, 2021, 3:58:35 PM1/14/21
to apmonitor
I'm new to GEKKO and I hope someone could help me a little in right direction.
So, I want to create NN-MPC model,
ie my prediction model will be in a
form of Neural network .
I have found that there is way to
Create NN in gekko, ie by brain module.
However Is there any example of using NN with MPC in gekko?
If not then is it possible?
Thank you!
So, I want to create NN-MPC model,
ie my prediction model will be in a
form of Neural network .
I have found that there is way to
Create NN in gekko, ie by brain module.
However Is there any example of using NN with MPC in gekko?
If not then is it possible?
Thank you!
John Hedengren
Jan 14, 2021, 4:11:13 PM1/14/21
to APM Google Groups
Here is an example with a Neural Network and MPC:
TCLab G - Nonlinear MPC (apmonitor.com)
http://apmonitor.com/do/index.php/Main/TCLabG You can also program an LSTM to emulate PID (or MPC) control as shown here:
https://towardsdatascience.com/emulating-a-pid-controller-with-long-short-term-memory-part-1-bb5b87165b08 That way, you don't need to solve the MPC application each cycle, only use the LSTM prediction that is trained based on prior MPC moves.
-John Hedengren
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