scsl/include/scmp/estimation/Madgwick.h

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///
/// \file include/scmp/estimation/Madgwick.h
/// \author K. Isom <kyle@imap.cc>
/// \date 2019-08-06
/// \brief Implementation of a Madgwick estimation.
///
/// See https://courses.cs.washington.edu/courses/cse466/14au/labs/l4/madgwick_internal_report.pdf.
///
/// \section COPYRIGHT
///
/// Copyright 2019 K. Isom <kyle@imap.cc>
///
/// Permission to use, copy, modify, and/or distribute this software for
/// any purpose with or without fee is hereby granted, provided that
/// the above copyright notice and this permission notice appear in all /// copies.
///
/// THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL
/// WARRANTIES WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED
/// WARRANTIES OF MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE
/// AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL
/// DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA
/// OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER
/// TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
/// PERFORMANCE OF THIS SOFTWARE.
///
#ifndef SCMP_FILTER_MADGWICK_H
#define SCMP_FILTER_MADGWICK_H
#include <scmp/geom/Vector.h>
#include <scmp/geom/Quaternion.h>
/// scmp contains the chimmering clarity math and physics code.
namespace scmp {
namespace estimation {
/// \brief Madgwick implements an efficient Orientation estimation for
/// Intertial Measurement Units (IMUs).
///
/// Madgwick is a novel Orientation estimation applicable to IMUs
/// consisting of tri-Axis gyroscopes and accelerometers, and MARG
/// sensor arrays that also include tri-Axis magnetometers. The MARG
/// implementation incorporates magnetic distortionand gyroscope bias
/// drift compensation.
///
/// It is described in the paper [An efficient Orientation estimation for inertial and inertial/magnetic sensor arrays](http://x-io.co.uk/res/doc/madgwick_internal_report.pdf).
///
/// \tparam T A floating point type.
template <typename T>
class Madgwick {
public:
/// \brief The Madgwick estimation is initialised with an identity MakeQuaternion.
Madgwick() : deltaT(0.0), previousSensorFrame(), sensorFrame()
{};
/// \brief The Madgwick estimation is initialised with a sensor frame.
///
/// \param sf A sensor frame; if zero, the sensor frame will be
/// initialised as an identity MakeQuaternion.
Madgwick(scmp::geom::Vector<T, 3> sf) : deltaT(0.0), previousSensorFrame()
{
if (!sf.IsZero()) {
sensorFrame = scmp::geom::MakeQuaternion<T>(sf, 0.0);
}
}
/// \brief Initialise the estimation with a sensor frame MakeQuaternion.
///
/// \param sf A MakeQuaternion representing the current Orientation.
Madgwick(scmp::geom::Quaternion<T> sf) :
deltaT(0.0), previousSensorFrame(), sensorFrame(sf)
{};
/// \brief Return the current orientation as measured by the
/// estimation.
///
/// \return The current sensor frame.
scmp::geom::Quaternion<T>
Orientation() const
{
return this->sensorFrame;
}
/// \brief Return the estimation's rate of angular change from a
/// sensor frame.
///
/// Return the rate of change of the Orientation of the earth
/// frame with respect to the sensor frame.
///
/// \param gyro A three-dimensional vector containing gyro
/// readings as w_x, w_y, w_z.
/// \return A MakeQuaternion representing the rate of angular
/// change.
scmp::geom::Quaternion<T>
AngularRate(const scmp::geom::Vector<T, 3> &gyro) const
{
return (this->sensorFrame * 0.5) * scmp::geom::Quaternion<T>(gyro, 0.0);
}
/// \brief Update the sensor frame to a new frame.
///
/// \param sf The new sensor frame replacing the previous one.
/// \param delta The time delta since the last update.
void
UpdateFrame(const scmp::geom::Quaternion<T> &sf, T delta)
{
this->previousSensorFrame = this->sensorFrame;
this->sensorFrame = sf;
this->deltaT = delta;
}
/// \brief Update the sensor frame to a new frame.
///
/// \warning The estimation's default Δt must be set before
/// calling this.
///
/// \param sf The new sensor frame replacing the previous one.
void
UpdateFrame(const scmp::geom::Quaternion<T> &sf)
{
this->UpdateFrame(sf, this->deltaT);
}
/// \brief Update the sensor frame with a gyroscope reading.
///
/// This method will assert that the Δt value is not zero
/// within a 100μs tolerance. This assert is compiled out with
/// the compile flag NDEBUG, but may be useful to catch
/// possible errors.
///
/// \param gyro A three-dimensional vector containing gyro
/// readings as w_x, w_y, w_z.
/// \param delta The time step between readings. It must not
/// be zero.
void
UpdateAngularOrientation(const scmp::geom::Vector<T, 3> &gyro, T delta)
{
// Ensure the delta isn't zero within a 100 μs
// tolerance.
if (scmp::WithinTolerance<T>(delta, 0.0, 0.00001)) {
return;
}
scmp::geom::Quaternion<T> q = this->AngularRate(gyro) * delta;
this->UpdateFrame(this->sensorFrame + q, delta);
}
/// \brief Update the sensor frame with a gyroscope reading.
///
/// If no Δt is provided, the estimation's default is used.
///
/// \warning The default Δt must be explicitly set using DeltaT
/// before calling this.
///
/// \param gyro A three-dimensional vector containing gyro
/// readings as w_x, w_y, w_z.
void
UpdateAngularOrientation(const scmp::geom::Vector<T, 3> &gyro)
{
this->UpdateAngularOrientation(gyro, this->deltaT);
}
/// \brief Retrieve a vector of the Euler angles in ZYX
/// Orientation.
///
/// \return A vector of Euler angles as <ψ, θ, ϕ>.
scmp::geom::Vector<T, 3>
Euler()
{
return this->sensorFrame.Euler();
}
/// \brief Set the default Δt.
///
/// \note This must be explicitly called before calling any
/// method which uses the estimation's internal Δt.
///
/// \param newDeltaT The time delta to use when no time delta
/// is provided.
void
DeltaT(T newDeltaT)
{
this->deltaT = newDeltaT;
}
/// \brief Retrieve the estimation's current ΔT.
///
/// \return The current value the estimation will default to using
/// if no time delta is provided.
T DeltaT() { return this->deltaT; }
private:
T deltaT;
scmp::geom::Quaternion<T> previousSensorFrame;
scmp::geom::Quaternion<T> sensorFrame;
};
/// \brief Madgwickd is a shorthand alias for a Madgwick<double>.
using Madgwickd = Madgwick<double>;
/// \brief Madgwickf is a shorthand alias for a Madgwick<float>.
using Madgwickf = Madgwick<float>;
} // namespace estimation
} // namespace scmp
#endif // SCMP_FILTER_MADGWICK_H