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Replace LinearSystemId factories with nonlinear models #7560

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calcmogul opened this issue Dec 17, 2024 · 0 comments
Open

Replace LinearSystemId factories with nonlinear models #7560

calcmogul opened this issue Dec 17, 2024 · 0 comments
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2027 2027 target component: wpimath Math library type: feature Brand new functionality, features, pages, workflows, endpoints, etc.

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@calcmogul
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With the extra compute power of SystemCore, higher fidelity models are an option.

Instead of providing linear model factories with the nonlinear parts in a sim physics class, we could provide nonlinear models for each system of the form dx/dt = f(x, u).

An LTVController class would linearize those functions for LQR. Numerical integrators can be thrown at them too, though wrapper classes for ergonomic handles may still be desired.

@calcmogul calcmogul added type: feature Brand new functionality, features, pages, workflows, endpoints, etc. 2027 2027 target labels Dec 17, 2024
@auscompgeek auscompgeek added the component: wpimath Math library label Dec 18, 2024
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Labels
2027 2027 target component: wpimath Math library type: feature Brand new functionality, features, pages, workflows, endpoints, etc.
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