Re: [Bayes++] Square-root UKF
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From: Michael S. <ma...@mi...> - 2007-01-11 20:49:51
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On Thursday 11 January 2007 18:20, Matt Hazard wrote:
> One more idea.
>
> Would a full dynamic model of the airframe be necessary in an indirect
> formulation? It seems like you'd only be correcting the inertial navigation
> solution with the aiding sensors - only requiring an error model.
Nothing is made 'necessary' by the indirect formulation. In it simpliest form
it is mathematically (though not numerically) the same as a simple direct
filter. It does however allow you more flexibility in the state
representation and how it is updated.
> A tightly-coupled filter with a nonlinear dynamics model of the airframe
> could use the control surface deflections as inputs in the predict_model,
> and the inertial and aiding sensors as measurements in the observe_model,
> correct?
To use gyro rates and acceleration as observation you need to represent them
in the state vector. This requires a 15 variable state composed of position,
velocity, acceleration, attitude, and attitude rate! Possible on a modern
computers.
> It's a more complicated system, but wouldn't the specification of
> the system dynamics model improve the results?
Hard question to answer on paper! Possibly. It would require a lot of work to
model the sensors and dynamics such that the filter would work with the
observation. Possibly you would not gain anything of much value for
navigation but data that could be used by the controller.
All the best,
Michael
--
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Michael Stevens Systems Engineering
34128 Kassel, Germany
Phone/Fax: +49 561 5218038
Navigation Systems, Estimation and
Bayesian Filtering
http://bayesclasses.sf.net
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