gtsam/gtsam/base/Lie.h

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/* ----------------------------------------------------------------------------
* GTSAM Copyright 2010, Georgia Tech Research Corporation,
* Atlanta, Georgia 30332-0415
* All Rights Reserved
* Authors: Frank Dellaert, et al. (see THANKS for the full author list)
* See LICENSE for the license information
* -------------------------------------------------------------------------- */
/**
* @file Lie.h
* @brief Base class and basic functions for Lie types
* @author Richard Roberts
* @author Alex Cunningham
*/
#pragma once
#include <gtsam/base/Manifold.h>
#include <gtsam/base/Group.h>
namespace gtsam {
/**
* These core global functions can be specialized by new Lie types
* for better performance.
*/
/** Compute l0 s.t. l2=l1*l0 */
template<class T>
inline T between_default(const T& l1, const T& l2) {return l1.inverse().compose(l2);}
/** Log map centered at l0, s.t. exp(l0,log(l0,lp)) = lp */
template<class T>
inline Vector logmap_default(const T& l0, const T& lp) {return T::Logmap(l0.between(lp));}
/** Exponential map centered at l0, s.t. exp(t,d) = t*exp(d) */
template<class T>
inline T expmap_default(const T& t, const Vector& d) {return t.compose(T::Expmap(d));}
/**
* Concept check class for Lie group type
*
* This concept check provides a specialization on the Manifold type,
* in which the Manifolds represented require an algebra and group structure.
* All Lie types must also be a Manifold.
*
* The necessary functions to implement for Lie are defined
* below with additional details as to the interface. The
* concept checking function in class Lie will check whether or not
* the function exists and throw compile-time errors.
*
* The exponential map is a specific retraction for Lie groups,
* which maps the tangent space in canonical coordinates back to
* the underlying manifold. Because we can enforce a group structure,
* a retraction of delta v, with tangent space centered at x1 can be performed
* as x2 = x1.compose(Expmap(v)).
*
* Expmap around identity
* static T Expmap(const Vector& v);
*
* Logmap around identity
* static Vector Logmap(const T& p);
*
* Compute l0 s.t. l2=l1*l0, where (*this) is l1
* A default implementation of between(*this, lp) is available:
* between_default()
* T between(const T& l2) const;
*
* By convention, we use capital letters to designate a static function
*
* @tparam T is a Lie type, like Point2, Pose3, etc.
*/
template <class T>
class LieConcept {
private:
/** concept checking function - implement the functions this demands */
static void concept_check(const T& t) {
/** assignment */
T t2 = t;
/**
* Returns dimensionality of the tangent space
*/
size_t dim_ret = t.dim();
/** expmap around identity */
T expmap_identity_ret = T::Expmap(gtsam::zero(dim_ret));
/** Logmap around identity */
Vector logmap_identity_ret = T::Logmap(t);
/** Compute l0 s.t. l2=l1*l0, where (*this) is l1 */
T between_ret = t.between(t2);
}
};
/**
* Three term approximation of the Baker<65>Campbell<6C>Hausdorff formula
* In non-commutative Lie groups, when composing exp(Z) = exp(X)exp(Y)
* it is not true that Z = X+Y. Instead, Z can be calculated using the BCH
* formula: Z = X + Y + [X,Y]/2 + [X-Y,[X,Y]]/12 - [Y,[X,[X,Y]]]/24
* http://en.wikipedia.org/wiki/Baker<65>Campbell<6C>Hausdorff_formula
*/
/// AGC: bracket() only appears in Rot3 tests, should this be used elsewhere?
template<class T>
T BCH(const T& X, const T& Y) {
static const double _2 = 1. / 2., _12 = 1. / 12., _24 = 1. / 24.;
T X_Y = bracket(X, Y);
return X + Y + _2 * X_Y + _12 * bracket(X - Y, X_Y) - _24 * bracket(Y,
bracket(X, X_Y));
}
/**
* Declaration of wedge (see Murray94book) used to convert
* from n exponential coordinates to n*n element of the Lie algebra
*/
template <class T> Matrix wedge(const Vector& x);
/**
* Exponential map given exponential coordinates
* class T needs a wedge<> function and a constructor from Matrix
* @param x exponential coordinates, vector of size n
* @ return a T
*/
template <class T>
T expm(const Vector& x, int K=7) {
Matrix xhat = wedge<T>(x);
return expm(xhat,K);
}
} // namespace gtsam
/**
* Macros for using the LieConcept
* - An instantiation for use inside unit tests
* - A typedef for use inside generic algorithms
*
* NOTE: intentionally not in the gtsam namespace to allow for classes not in
* the gtsam namespace to be more easily enforced as testable
*/
#define GTSAM_CONCEPT_LIE_INST(T) \
template class gtsam::ManifoldConcept<T>; \
template class gtsam::GroupConcept<T>; \
template class gtsam::LieConcept<T>;
#define GTSAM_CONCEPT_LIE_TYPE(T) \
typedef gtsam::ManifoldConcept<T> _gtsam_ManifoldConcept_##T; \
typedef gtsam::GroupConcept<T> _gtsam_GroupConcept_##T; \
typedef gtsam::LieConcept<T> _gtsam_LieConcept_##T;