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estimator's Introduction

State-space estimation algorithms

Build Status

The goal of this library is to simplify implementation and use of state-space estimation algorithms, such as Kalman Filters. The interface for constructing models is isolated as much as possible from the specifics of a given algorithm, so swapping out a Kalman Filter for a Bayesian Particle Filter should involve a minimum of effort.

This implementation is designed to support symbolic types, such as from sbv or ivory. As a result you can generate code in another language, such as C, from a model written using this package; or run static analyses on your model.

Also included is a sophisticated sensor fusion example in Numeric.Estimator.Model.SensorFusion, which may be useful in its own right.

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dmcclean avatar glguy avatar jameysharp avatar

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dmcclean rand

estimator's Issues

Estimation of barometric pressure/altitude relationship?

I was curious to see that the StateVector type in Numeric.Estimator.Model.SensorFusion doesn't include estimation of the local relationship between barometric pressure and altitude. (Or, maybe it does, but it's implicit and I overlooked it?)

That state, QNH, is disseminated by voice in piloted flight, but it can quickly be inferred from GPS altitudes and barometer readings. It seems like it would be useful for small UAV flight too, since it would allow you to ride through lengthy GPS signal interruptions without losing absolute altitude information? (Perhaps you could pick a relatively safe horizontal navigation strategy like circling, hovering, or climbing above some mapped equivalent of the minimum vectoring altitude, and you'd have a decent chance of avoiding CFIT even with large horizontal position variances.

estimator fails to build

Downloading estimator-1.0.0...
Configuring estimator-1.0.0...
Building estimator-1.0.0...
Preprocessing library estimator-1.0.0...
[ 1 of 10] Compiling Numeric.Estimator.Model.Symbolic ( src/Numeric/Estimator/Model/Symbolic.hs, dist/build/Numeric/Estimator/Model/Symbolic.o )
[ 2 of 10] Compiling Numeric.Estimator.Quaternion ( src/Numeric/Estimator/Quaternion.hs, dist/build/Numeric/Estimator/Quaternion.o )
[ 3 of 10] Compiling Numeric.Estimator.Model.Pressure ( src/Numeric/Estimator/Model/Pressure.hs, dist/build/Numeric/Estimator/Model/Pressure.o )
[ 4 of 10] Compiling Numeric.Estimator.Model.Coordinate ( src/Numeric/Estimator/Model/Coordinate.hs, dist/build/Numeric/Estimator/Model/Coordinate.o )

src/Numeric/Estimator/Model/Coordinate.hs:37:90:
Can't make a derived instance of ‘Traversable NED’
(even with cunning newtype deriving):
You need DeriveTraversable to derive an instance for this class
In the newtype declaration for ‘NED’

src/Numeric/Estimator/Model/Coordinate.hs:56:90:
Can't make a derived instance of ‘Traversable XYZ’
(even with cunning newtype deriving):
You need DeriveTraversable to derive an instance for this class
In the newtype declaration for ‘XYZ’
Failed to install estimator-1.0.0

$ cabal --version
cabal-install version 1.19.1
using version 1.19.1 of the Cabal library
$ ghc --version
The Glorious Glasgow Haskell Compilation System, version 7.8.3

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