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 -- ___________________________________ Michael Stevens Systems Engineering 34128 Kassel, Germany Phone/Fax: +49 561 5218038 Navigation Systems, Estimation and Bayesian Filtering http://bayesclasses.sf.net ___________________________________ |