System Identification of MIMO

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Leonardo Araujo
Leonardo Araujo il 2 Gen 2014
Risposto: Osama Zekry il 11 Ago 2023
Hi guys I'm working on a project of quadrotor control.
I've done the first principles modelling using SimMechanics, and now I would like to compare the plant model with a model derived from input/output data from the real life.
My question is about how to use System identification when you have more than one input and output, does I need to input random values at all inputs at the same time? Ore try to create models for each output?
Thanks in advance!

Risposte (2)

Sebastian Castro
Sebastian Castro il 28 Mag 2014
Modificato: Sebastian Castro il 1 Mag 2019
You can perform System Identification on a MIMO system, as shown in this example.
If you already have a model in SimMechanics, however, and you just want to match parameters in that model to your data, I'd recommend using the parameter estimation capabilities in Simulink Design Optimization (if this product is available to you). Here is an example of parameter estimation for an inverted pendulum model in SimMechanics .
  3 Commenti
Chandan Sinha
Chandan Sinha il 24 Gen 2023
@Daniel Abara I am in the same boat as you. I am doing system identification of a hexacopter platform. Do let me know how you ended up doing it for your drone. Should we give channel by channel excitation (one at a time) and obtain a transfer function (or related state space/nonlinear) model for each path from input to output?
Branislav
Branislav il 15 Mag 2023
Still no answer to this question? Such an important topic, however basic answers are missing.

Accedi per commentare.


Osama Zekry
Osama Zekry il 11 Ago 2023
Hi Leonardo,
Did you find a solution for this problem? Please, provide me with any advice. Your response is much appreciated.

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