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Double pendulum on a cart - Identification results #3

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BystrickyK opened this issue Mar 8, 2021 · 1 comment
Open

Double pendulum on a cart - Identification results #3

BystrickyK opened this issue Mar 8, 2021 · 1 comment
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documentation Improvements or additions to documentation

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@BystrickyK
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BystrickyK commented Mar 8, 2021

Implicit dynamics assuming all parameters are 1 ( to make equations shorter):
image

@BystrickyK BystrickyK added the documentation Improvements or additions to documentation label Mar 11, 2021
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BystrickyK commented Mar 11, 2021

Correlation matrix of the function library:
1615438410_6552799_corr

Matrix of activation distances between identified equations (without labels, since there's too many equations and Matplotlib doesn't let me generate images with sides bigger than 2^16 pixels):
1615438434_1363015_activation_dist

The identified equations, also without labels for the same reason:
1615438439_3838933_implicit_sols
These are clustered in the activation space to find models with a consistent (frequently appearing) structure.

If the equations are filtered for equations that have at least one element on the lower triangular part of the activation distance matrix = 0, we get rid of most of them. This is analogous to clustering and keeping clusters with at least two points.
Activation distance matrix filtered for equations that appear at least twice:
1615438441_4604166_activation_dist
And the solution matrix:
1615438459_5071318_implicit_sols

After clustering and keeping only clusters with 5 or more points, then sorting them so they're together when visualized:

Activation distance matrix:
1615438479_5337195_activation_dist

Solution matrix:
1615438485_8683863_implicit_sols

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