622 lines
21 KiB
C++
622 lines
21 KiB
C++
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/// @file
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/// Special orthogonal group SO(2) - rotation in 2d.
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#ifndef SOPHUS_SO2_HPP
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#define SOPHUS_SO2_HPP
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#include <complex>
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#include <type_traits>
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// Include only the selective set of Eigen headers that we need.
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// This helps when using Sophus with unusual compilers, like nvcc.
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#include <Eigen/LU>
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#include "rotation_matrix.hpp"
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#include "types.hpp"
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namespace Sophus {
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template <class Scalar_, int Options = 0>
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class SO2;
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using SO2d = SO2<double>;
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using SO2f = SO2<float>;
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} // namespace Sophus
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namespace Eigen {
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namespace internal {
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template <class Scalar_, int Options_>
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struct traits<Sophus::SO2<Scalar_, Options_>> {
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static constexpr int Options = Options_;
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using Scalar = Scalar_;
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using ComplexType = Sophus::Vector2<Scalar, Options>;
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};
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template <class Scalar_, int Options_>
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struct traits<Map<Sophus::SO2<Scalar_>, Options_>>
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: traits<Sophus::SO2<Scalar_, Options_>> {
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static constexpr int Options = Options_;
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using Scalar = Scalar_;
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using ComplexType = Map<Sophus::Vector2<Scalar>, Options>;
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};
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template <class Scalar_, int Options_>
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struct traits<Map<Sophus::SO2<Scalar_> const, Options_>>
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: traits<Sophus::SO2<Scalar_, Options_> const> {
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static constexpr int Options = Options_;
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using Scalar = Scalar_;
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using ComplexType = Map<Sophus::Vector2<Scalar> const, Options>;
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};
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} // namespace internal
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} // namespace Eigen
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namespace Sophus {
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/// SO2 base type - implements SO2 class but is storage agnostic.
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///
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/// SO(2) is the group of rotations in 2d. As a matrix group, it is the set of
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/// matrices which are orthogonal such that ``R * R' = I`` (with ``R'`` being
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/// the transpose of ``R``) and have a positive determinant. In particular, the
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/// determinant is 1. Let ``theta`` be the rotation angle, the rotation matrix
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/// can be written in close form:
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///
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/// | cos(theta) -sin(theta) |
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/// | sin(theta) cos(theta) |
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///
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/// As a matter of fact, the first column of those matrices is isomorph to the
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/// set of unit complex numbers U(1). Thus, internally, SO2 is represented as
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/// complex number with length 1.
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///
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/// SO(2) is a compact and commutative group. First it is compact since the set
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/// of rotation matrices is a closed and bounded set. Second it is commutative
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/// since ``R(alpha) * R(beta) = R(beta) * R(alpha)``, simply because ``alpha +
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/// beta = beta + alpha`` with ``alpha`` and ``beta`` being rotation angles
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/// (about the same axis).
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///
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/// Class invariant: The 2-norm of ``unit_complex`` must be close to 1.
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/// Technically speaking, it must hold that:
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///
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/// ``|unit_complex().squaredNorm() - 1| <= Constants::epsilon()``.
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template <class Derived>
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class SO2Base {
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public:
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static constexpr int Options = Eigen::internal::traits<Derived>::Options;
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using Scalar = typename Eigen::internal::traits<Derived>::Scalar;
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using ComplexT = typename Eigen::internal::traits<Derived>::ComplexType;
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using ComplexTemporaryType = Sophus::Vector2<Scalar, Options>;
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/// Degrees of freedom of manifold, number of dimensions in tangent space (one
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/// since we only have in-plane rotations).
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static int constexpr DoF = 1;
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/// Number of internal parameters used (complex numbers are a tuples).
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static int constexpr num_parameters = 2;
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/// Group transformations are 2x2 matrices.
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static int constexpr N = 2;
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using Transformation = Matrix<Scalar, N, N>;
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using Point = Vector2<Scalar>;
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using HomogeneousPoint = Vector3<Scalar>;
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using Line = ParametrizedLine2<Scalar>;
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using Tangent = Scalar;
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using Adjoint = Scalar;
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/// For binary operations the return type is determined with the
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/// ScalarBinaryOpTraits feature of Eigen. This allows mixing concrete and Map
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/// types, as well as other compatible scalar types such as Ceres::Jet and
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/// double scalars with SO2 operations.
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template <typename OtherDerived>
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using ReturnScalar = typename Eigen::ScalarBinaryOpTraits<
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Scalar, typename OtherDerived::Scalar>::ReturnType;
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template <typename OtherDerived>
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using SO2Product = SO2<ReturnScalar<OtherDerived>>;
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template <typename PointDerived>
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using PointProduct = Vector2<ReturnScalar<PointDerived>>;
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template <typename HPointDerived>
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using HomogeneousPointProduct = Vector3<ReturnScalar<HPointDerived>>;
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/// Adjoint transformation
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///
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/// This function return the adjoint transformation ``Ad`` of the group
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/// element ``A`` such that for all ``x`` it holds that
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/// ``hat(Ad_A * x) = A * hat(x) A^{-1}``. See hat-operator below.
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///
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/// It simply ``1``, since ``SO(2)`` is a commutative group.
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///
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SOPHUS_FUNC Adjoint Adj() const { return Scalar(1); }
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/// Returns copy of instance casted to NewScalarType.
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///
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template <class NewScalarType>
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SOPHUS_FUNC SO2<NewScalarType> cast() const {
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return SO2<NewScalarType>(unit_complex().template cast<NewScalarType>());
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}
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/// This provides unsafe read/write access to internal data. SO(2) is
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/// represented by a unit complex number (two parameters). When using direct
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/// write access, the user needs to take care of that the complex number stays
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/// normalized.
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///
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SOPHUS_FUNC Scalar* data() { return unit_complex_nonconst().data(); }
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/// Const version of data() above.
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///
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SOPHUS_FUNC Scalar const* data() const { return unit_complex().data(); }
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/// Returns group inverse.
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///
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SOPHUS_FUNC SO2<Scalar> inverse() const {
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return SO2<Scalar>(unit_complex().x(), -unit_complex().y());
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}
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/// Logarithmic map
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///
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/// Computes the logarithm, the inverse of the group exponential which maps
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/// element of the group (rotation matrices) to elements of the tangent space
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/// (rotation angles).
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///
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/// To be specific, this function computes ``vee(logmat(.))`` with
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/// ``logmat(.)`` being the matrix logarithm and ``vee(.)`` the vee-operator
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/// of SO(2).
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///
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SOPHUS_FUNC Scalar log() const {
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using std::atan2;
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return atan2(unit_complex().y(), unit_complex().x());
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}
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/// It re-normalizes ``unit_complex`` to unit length.
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///
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/// Note: Because of the class invariant, there is typically no need to call
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/// this function directly.
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///
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SOPHUS_FUNC void normalize() {
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using std::sqrt;
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Scalar length = sqrt(unit_complex().x() * unit_complex().x() +
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unit_complex().y() * unit_complex().y());
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SOPHUS_ENSURE(length >= Constants<Scalar>::epsilon(),
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"Complex number should not be close to zero!");
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unit_complex_nonconst().x() /= length;
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unit_complex_nonconst().y() /= length;
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}
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/// Returns 2x2 matrix representation of the instance.
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///
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/// For SO(2), the matrix representation is an orthogonal matrix ``R`` with
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/// ``det(R)=1``, thus the so-called "rotation matrix".
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///
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SOPHUS_FUNC Transformation matrix() const {
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Scalar const& real = unit_complex().x();
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Scalar const& imag = unit_complex().y();
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Transformation R;
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// clang-format off
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R <<
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real, -imag,
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imag, real;
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// clang-format on
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return R;
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}
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/// Assignment-like operator from OtherDerived.
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///
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template <class OtherDerived>
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SOPHUS_FUNC SO2Base<Derived>& operator=(SO2Base<OtherDerived> const& other) {
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unit_complex_nonconst() = other.unit_complex();
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return *this;
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}
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/// Group multiplication, which is rotation concatenation.
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///
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template <typename OtherDerived>
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SOPHUS_FUNC SO2Product<OtherDerived> operator*(
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SO2Base<OtherDerived> const& other) const {
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using ResultT = ReturnScalar<OtherDerived>;
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Scalar const lhs_real = unit_complex().x();
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Scalar const lhs_imag = unit_complex().y();
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typename OtherDerived::Scalar const& rhs_real = other.unit_complex().x();
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typename OtherDerived::Scalar const& rhs_imag = other.unit_complex().y();
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// complex multiplication
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ResultT const result_real = lhs_real * rhs_real - lhs_imag * rhs_imag;
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ResultT const result_imag = lhs_real * rhs_imag + lhs_imag * rhs_real;
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ResultT const squared_norm =
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result_real * result_real + result_imag * result_imag;
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// We can assume that the squared-norm is close to 1 since we deal with a
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// unit complex number. Due to numerical precision issues, there might
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// be a small drift after pose concatenation. Hence, we need to renormalizes
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// the complex number here.
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// Since squared-norm is close to 1, we do not need to calculate the costly
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// square-root, but can use an approximation around 1 (see
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// http://stackoverflow.com/a/12934750 for details).
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if (squared_norm != ResultT(1.0)) {
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ResultT const scale = ResultT(2.0) / (ResultT(1.0) + squared_norm);
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return SO2Product<OtherDerived>(result_real * scale, result_imag * scale);
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}
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return SO2Product<OtherDerived>(result_real, result_imag);
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}
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/// Group action on 2-points.
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///
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/// This function rotates a 2 dimensional point ``p`` by the SO2 element
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/// ``bar_R_foo`` (= rotation matrix): ``p_bar = bar_R_foo * p_foo``.
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///
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template <typename PointDerived,
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typename = typename std::enable_if<
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IsFixedSizeVector<PointDerived, 2>::value>::type>
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SOPHUS_FUNC PointProduct<PointDerived> operator*(
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Eigen::MatrixBase<PointDerived> const& p) const {
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Scalar const& real = unit_complex().x();
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Scalar const& imag = unit_complex().y();
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return PointProduct<PointDerived>(real * p[0] - imag * p[1],
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imag * p[0] + real * p[1]);
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}
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/// Group action on homogeneous 2-points.
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///
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/// This function rotates a homogeneous 2 dimensional point ``p`` by the SO2
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/// element ``bar_R_foo`` (= rotation matrix): ``p_bar = bar_R_foo * p_foo``.
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///
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template <typename HPointDerived,
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typename = typename std::enable_if<
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IsFixedSizeVector<HPointDerived, 3>::value>::type>
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SOPHUS_FUNC HomogeneousPointProduct<HPointDerived> operator*(
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Eigen::MatrixBase<HPointDerived> const& p) const {
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Scalar const& real = unit_complex().x();
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Scalar const& imag = unit_complex().y();
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return HomogeneousPointProduct<HPointDerived>(
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real * p[0] - imag * p[1], imag * p[0] + real * p[1], p[2]);
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}
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/// Group action on lines.
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///
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/// This function rotates a parametrized line ``l(t) = o + t * d`` by the SO2
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/// element:
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///
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/// Both direction ``d`` and origin ``o`` are rotated as a 2 dimensional point
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///
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SOPHUS_FUNC Line operator*(Line const& l) const {
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return Line((*this) * l.origin(), (*this) * l.direction());
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}
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/// In-place group multiplication. This method is only valid if the return
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/// type of the multiplication is compatible with this SO2's Scalar type.
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///
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template <typename OtherDerived,
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typename = typename std::enable_if<
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std::is_same<Scalar, ReturnScalar<OtherDerived>>::value>::type>
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SOPHUS_FUNC SO2Base<Derived> operator*=(SO2Base<OtherDerived> const& other) {
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*static_cast<Derived*>(this) = *this * other;
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return *this;
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}
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/// Returns derivative of this * SO2::exp(x) wrt. x at x=0.
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///
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SOPHUS_FUNC Matrix<Scalar, num_parameters, DoF> Dx_this_mul_exp_x_at_0()
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const {
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return Matrix<Scalar, num_parameters, DoF>(-unit_complex()[1],
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unit_complex()[0]);
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}
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/// Returns internal parameters of SO(2).
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///
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/// It returns (c[0], c[1]), with c being the unit complex number.
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///
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SOPHUS_FUNC Sophus::Vector<Scalar, num_parameters> params() const {
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return unit_complex();
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}
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/// Takes in complex number / tuple and normalizes it.
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///
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/// Precondition: The complex number must not be close to zero.
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///
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SOPHUS_FUNC void setComplex(Point const& complex) {
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unit_complex_nonconst() = complex;
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normalize();
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}
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/// Accessor of unit quaternion.
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///
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SOPHUS_FUNC
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ComplexT const& unit_complex() const {
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return static_cast<Derived const*>(this)->unit_complex();
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}
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private:
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/// Mutator of unit_complex is private to ensure class invariant. That is
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/// the complex number must stay close to unit length.
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///
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SOPHUS_FUNC
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ComplexT& unit_complex_nonconst() {
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return static_cast<Derived*>(this)->unit_complex_nonconst();
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}
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};
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/// SO2 using default storage; derived from SO2Base.
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template <class Scalar_, int Options>
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class SO2 : public SO2Base<SO2<Scalar_, Options>> {
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public:
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using Base = SO2Base<SO2<Scalar_, Options>>;
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static int constexpr DoF = Base::DoF;
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static int constexpr num_parameters = Base::num_parameters;
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using Scalar = Scalar_;
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using Transformation = typename Base::Transformation;
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using Point = typename Base::Point;
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using HomogeneousPoint = typename Base::HomogeneousPoint;
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using Tangent = typename Base::Tangent;
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using Adjoint = typename Base::Adjoint;
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using ComplexMember = Vector2<Scalar, Options>;
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/// ``Base`` is friend so unit_complex_nonconst can be accessed from ``Base``.
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friend class SO2Base<SO2<Scalar, Options>>;
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using Base::operator=;
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EIGEN_MAKE_ALIGNED_OPERATOR_NEW
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/// Default constructor initializes unit complex number to identity rotation.
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///
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SOPHUS_FUNC SO2() : unit_complex_(Scalar(1), Scalar(0)) {}
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/// Copy constructor
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///
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SOPHUS_FUNC SO2(SO2 const& other) = default;
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/// Copy-like constructor from OtherDerived.
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///
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template <class OtherDerived>
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SOPHUS_FUNC SO2(SO2Base<OtherDerived> const& other)
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: unit_complex_(other.unit_complex()) {}
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/// Constructor from rotation matrix
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///
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/// Precondition: rotation matrix need to be orthogonal with determinant of 1.
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///
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SOPHUS_FUNC explicit SO2(Transformation const& R)
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: unit_complex_(Scalar(0.5) * (R(0, 0) + R(1, 1)),
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Scalar(0.5) * (R(1, 0) - R(0, 1))) {
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SOPHUS_ENSURE(isOrthogonal(R), "R is not orthogonal:\n %", R);
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SOPHUS_ENSURE(R.determinant() > Scalar(0), "det(R) is not positive: %",
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R.determinant());
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}
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/// Constructor from pair of real and imaginary number.
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///
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/// Precondition: The pair must not be close to zero.
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///
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SOPHUS_FUNC SO2(Scalar const& real, Scalar const& imag)
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: unit_complex_(real, imag) {
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Base::normalize();
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}
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/// Constructor from 2-vector.
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///
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/// Precondition: The vector must not be close to zero.
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///
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template <class D>
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SOPHUS_FUNC explicit SO2(Eigen::MatrixBase<D> const& complex)
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: unit_complex_(complex) {
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static_assert(std::is_same<typename D::Scalar, Scalar>::value,
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"must be same Scalar type");
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Base::normalize();
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}
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/// Constructor from an rotation angle.
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///
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SOPHUS_FUNC explicit SO2(Scalar theta) {
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unit_complex_nonconst() = SO2<Scalar>::exp(theta).unit_complex();
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}
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/// Accessor of unit complex number
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///
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SOPHUS_FUNC ComplexMember const& unit_complex() const {
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return unit_complex_;
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}
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|
||
|
/// Group exponential
|
||
|
///
|
||
|
/// This functions takes in an element of tangent space (= rotation angle
|
||
|
/// ``theta``) and returns the corresponding element of the group SO(2).
|
||
|
///
|
||
|
/// To be more specific, this function computes ``expmat(hat(omega))``
|
||
|
/// with ``expmat(.)`` being the matrix exponential and ``hat(.)`` being the
|
||
|
/// hat()-operator of SO(2).
|
||
|
///
|
||
|
SOPHUS_FUNC static SO2<Scalar> exp(Tangent const& theta) {
|
||
|
using std::cos;
|
||
|
using std::sin;
|
||
|
return SO2<Scalar>(cos(theta), sin(theta));
|
||
|
}
|
||
|
|
||
|
/// Returns derivative of exp(x) wrt. x.
|
||
|
///
|
||
|
SOPHUS_FUNC static Sophus::Matrix<Scalar, num_parameters, DoF> Dx_exp_x(
|
||
|
Tangent const& theta) {
|
||
|
using std::cos;
|
||
|
using std::sin;
|
||
|
return Sophus::Matrix<Scalar, num_parameters, DoF>(-sin(theta), cos(theta));
|
||
|
}
|
||
|
|
||
|
/// Returns derivative of exp(x) wrt. x_i at x=0.
|
||
|
///
|
||
|
SOPHUS_FUNC static Sophus::Matrix<Scalar, num_parameters, DoF>
|
||
|
Dx_exp_x_at_0() {
|
||
|
return Sophus::Matrix<Scalar, num_parameters, DoF>(Scalar(0), Scalar(1));
|
||
|
}
|
||
|
|
||
|
/// Returns derivative of exp(x).matrix() wrt. ``x_i at x=0``.
|
||
|
///
|
||
|
SOPHUS_FUNC static Transformation Dxi_exp_x_matrix_at_0(int) {
|
||
|
return generator();
|
||
|
}
|
||
|
|
||
|
/// Returns the infinitesimal generators of SO(2).
|
||
|
///
|
||
|
/// The infinitesimal generators of SO(2) is:
|
||
|
///
|
||
|
/// | 0 1 |
|
||
|
/// | -1 0 |
|
||
|
///
|
||
|
SOPHUS_FUNC static Transformation generator() { return hat(Scalar(1)); }
|
||
|
|
||
|
/// hat-operator
|
||
|
///
|
||
|
/// It takes in the scalar representation ``theta`` (= rotation angle) and
|
||
|
/// returns the corresponding matrix representation of Lie algebra element.
|
||
|
///
|
||
|
/// Formally, the hat()-operator of SO(2) is defined as
|
||
|
///
|
||
|
/// ``hat(.): R^2 -> R^{2x2}, hat(theta) = theta * G``
|
||
|
///
|
||
|
/// with ``G`` being the infinitesimal generator of SO(2).
|
||
|
///
|
||
|
/// The corresponding inverse is the vee()-operator, see below.
|
||
|
///
|
||
|
SOPHUS_FUNC static Transformation hat(Tangent const& theta) {
|
||
|
Transformation Omega;
|
||
|
// clang-format off
|
||
|
Omega <<
|
||
|
Scalar(0), -theta,
|
||
|
theta, Scalar(0);
|
||
|
// clang-format on
|
||
|
return Omega;
|
||
|
}
|
||
|
|
||
|
/// Returns closed SO2 given arbitrary 2x2 matrix.
|
||
|
///
|
||
|
template <class S = Scalar>
|
||
|
static SOPHUS_FUNC enable_if_t<std::is_floating_point<S>::value, SO2>
|
||
|
fitToSO2(Transformation const& R) {
|
||
|
return SO2(makeRotationMatrix(R));
|
||
|
}
|
||
|
|
||
|
/// Lie bracket
|
||
|
///
|
||
|
/// It returns the Lie bracket of SO(2). Since SO(2) is a commutative group,
|
||
|
/// the Lie bracket is simple ``0``.
|
||
|
///
|
||
|
SOPHUS_FUNC static Tangent lieBracket(Tangent const&, Tangent const&) {
|
||
|
return Scalar(0);
|
||
|
}
|
||
|
|
||
|
/// Draw uniform sample from SO(2) manifold.
|
||
|
///
|
||
|
template <class UniformRandomBitGenerator>
|
||
|
static SO2 sampleUniform(UniformRandomBitGenerator& generator) {
|
||
|
static_assert(IsUniformRandomBitGenerator<UniformRandomBitGenerator>::value,
|
||
|
"generator must meet the UniformRandomBitGenerator concept");
|
||
|
std::uniform_real_distribution<Scalar> uniform(-Constants<Scalar>::pi(),
|
||
|
Constants<Scalar>::pi());
|
||
|
return SO2(uniform(generator));
|
||
|
}
|
||
|
|
||
|
/// vee-operator
|
||
|
///
|
||
|
/// It takes the 2x2-matrix representation ``Omega`` and maps it to the
|
||
|
/// corresponding scalar representation of Lie algebra.
|
||
|
///
|
||
|
/// This is the inverse of the hat()-operator, see above.
|
||
|
///
|
||
|
/// Precondition: ``Omega`` must have the following structure:
|
||
|
///
|
||
|
/// | 0 -a |
|
||
|
/// | a 0 |
|
||
|
///
|
||
|
SOPHUS_FUNC static Tangent vee(Transformation const& Omega) {
|
||
|
using std::abs;
|
||
|
return Omega(1, 0);
|
||
|
}
|
||
|
|
||
|
protected:
|
||
|
/// Mutator of complex number is protected to ensure class invariant.
|
||
|
///
|
||
|
SOPHUS_FUNC ComplexMember& unit_complex_nonconst() { return unit_complex_; }
|
||
|
|
||
|
ComplexMember unit_complex_;
|
||
|
};
|
||
|
|
||
|
} // namespace Sophus
|
||
|
|
||
|
namespace Eigen {
|
||
|
|
||
|
/// Specialization of Eigen::Map for ``SO2``; derived from SO2Base.
|
||
|
///
|
||
|
/// Allows us to wrap SO2 objects around POD array (e.g. external c style
|
||
|
/// complex number / tuple).
|
||
|
template <class Scalar_, int Options>
|
||
|
class Map<Sophus::SO2<Scalar_>, Options>
|
||
|
: public Sophus::SO2Base<Map<Sophus::SO2<Scalar_>, Options>> {
|
||
|
public:
|
||
|
using Base = Sophus::SO2Base<Map<Sophus::SO2<Scalar_>, Options>>;
|
||
|
using Scalar = Scalar_;
|
||
|
|
||
|
using Transformation = typename Base::Transformation;
|
||
|
using Point = typename Base::Point;
|
||
|
using HomogeneousPoint = typename Base::HomogeneousPoint;
|
||
|
using Tangent = typename Base::Tangent;
|
||
|
using Adjoint = typename Base::Adjoint;
|
||
|
|
||
|
/// ``Base`` is friend so unit_complex_nonconst can be accessed from ``Base``.
|
||
|
friend class Sophus::SO2Base<Map<Sophus::SO2<Scalar_>, Options>>;
|
||
|
|
||
|
using Base::operator=;
|
||
|
using Base::operator*=;
|
||
|
using Base::operator*;
|
||
|
|
||
|
SOPHUS_FUNC
|
||
|
Map(Scalar* coeffs) : unit_complex_(coeffs) {}
|
||
|
|
||
|
/// Accessor of unit complex number.
|
||
|
///
|
||
|
SOPHUS_FUNC
|
||
|
Map<Sophus::Vector2<Scalar>, Options> const& unit_complex() const {
|
||
|
return unit_complex_;
|
||
|
}
|
||
|
|
||
|
protected:
|
||
|
/// Mutator of unit_complex is protected to ensure class invariant.
|
||
|
///
|
||
|
SOPHUS_FUNC
|
||
|
Map<Sophus::Vector2<Scalar>, Options>& unit_complex_nonconst() {
|
||
|
return unit_complex_;
|
||
|
}
|
||
|
|
||
|
Map<Matrix<Scalar, 2, 1>, Options> unit_complex_;
|
||
|
};
|
||
|
|
||
|
/// Specialization of Eigen::Map for ``SO2 const``; derived from SO2Base.
|
||
|
///
|
||
|
/// Allows us to wrap SO2 objects around POD array (e.g. external c style
|
||
|
/// complex number / tuple).
|
||
|
template <class Scalar_, int Options>
|
||
|
class Map<Sophus::SO2<Scalar_> const, Options>
|
||
|
: public Sophus::SO2Base<Map<Sophus::SO2<Scalar_> const, Options>> {
|
||
|
public:
|
||
|
using Base = Sophus::SO2Base<Map<Sophus::SO2<Scalar_> const, Options>>;
|
||
|
using Scalar = Scalar_;
|
||
|
using Transformation = typename Base::Transformation;
|
||
|
using Point = typename Base::Point;
|
||
|
using HomogeneousPoint = typename Base::HomogeneousPoint;
|
||
|
using Tangent = typename Base::Tangent;
|
||
|
using Adjoint = typename Base::Adjoint;
|
||
|
|
||
|
using Base::operator*=;
|
||
|
using Base::operator*;
|
||
|
|
||
|
SOPHUS_FUNC Map(Scalar const* coeffs) : unit_complex_(coeffs) {}
|
||
|
|
||
|
/// Accessor of unit complex number.
|
||
|
///
|
||
|
SOPHUS_FUNC Map<Sophus::Vector2<Scalar> const, Options> const& unit_complex()
|
||
|
const {
|
||
|
return unit_complex_;
|
||
|
}
|
||
|
|
||
|
protected:
|
||
|
/// Mutator of unit_complex is protected to ensure class invariant.
|
||
|
///
|
||
|
Map<Matrix<Scalar, 2, 1> const, Options> const unit_complex_;
|
||
|
};
|
||
|
} // namespace Eigen
|
||
|
|
||
|
#endif // SOPHUS_SO2_HPP
|