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Course 8Book 8A: Smooth ManifoldsChapter 5
Lie Groups and Group Actions
Rotations, quaternions and the groups that carry Thurston’s geometries.
Read with Lee, Introduction to Smooth Manifolds (2nd edition), chapter 7 (Lie groups: definitions, examples, Lie group homomorphisms), chapter 8's section on Lie algebras, chapter 20 (the exponential map; skim) and chapter 21 (quotient manifolds: the quotient manifold theorem and homogeneous spaces).
A Lie group is a group that is also a smooth manifold, with smooth multiplication and inversion: a space of symmetries in which one can move continuously. The rotations of space, the rigid motions a robot arm or a spacecraft can make, the unit quaternions, the invertible matrices: all are Lie groups. They matter to the Ricci flow in two ways. First, the most symmetric metrics are those on Lie groups that are invariant under the group's own translations, and five of Thurston's eight model geometries arise this way; for these metrics the Ricci flow, a PDE, collapses to a system of ODEs (11A.8 Homogeneous Flows). Second, Lie groups act on manifolds, and quotients by such actions, such as , are among the manifolds the flow must recognise (7A.6 Covering Spaces).
The central fact about a Lie group is that its structure near the identity determines a great deal: the tangent space at the identity, with an operation called the bracket, is the Lie algebra, and the exponential map carries it onto (a neighbourhood of the identity in) the group. For matrix groups, the exponential is the matrix exponential of 2B.6 Power Series, Exponentials and Bump Functions.
By the end of this chapter you will be able to:
- define Lie groups and recognise the standard examples, including , , and the Heisenberg group;
- define left-invariant vector fields and the Lie algebra, and compute the bracket for matrix groups;
- use the exponential map, including Rodrigues' formula for rotations;
- explain why every Lie group is parallelisable, so is not a Lie group;
- describe smooth group actions, quotient manifolds and homogeneous spaces.
Rigid motions of a robot
The position and orientation of a rigid body in space, its pose, is a rotation together with a translation : the map . Composing two motions composes these maps, so poses form a group, the special Euclidean group , a six-dimensional Lie group. Robots, drones and camera systems must estimate their pose from noisy sensors, and doing the estimation directly on the group, rather than in coordinates such as Euler angles, avoids the singularities and inconsistencies those coordinates introduce. Modern simultaneous localisation and mapping (SLAM) and visual odometry systems work this way: they represent small corrections as elements of the Lie algebra, six numbers (a rotation vector and a velocity), and apply them with the exponential map. Joan Solà, Jeremie Deray and Dinesh Atchuthan's widely used tutorial "A micro Lie theory for state estimation in robotics" (2018) collects the formulas for the groups that occur.
The reason this works is the one this chapter develops: near the identity, a Lie group looks like its Lie algebra, a vector space where averaging and least squares make sense, and the exponential map translates between the two without the gimbal lock of Euler angles (7A.6 Covering Spaces).
Lie groups
A Lie group is a group that is also a smooth manifold, such that multiplication and inversion are smooth.
Examples.
- under addition; the circle under multiplication; the torus .
- , open in the space of matrices (8A.1 Smooth Structures); matrix multiplication is polynomial in the entries, and inversion is rational (Cramer's rule).
- Closed subgroups of that are submanifolds: , , (8A.4 Submanifolds), and the complex groups , . In fact every closed subgroup of a Lie group is a Lie group (Cartan's closed subgroup theorem).
- , the unit quaternions, which is the 3-sphere (7A.6 Covering Spaces). So is a Lie group, and so are and ; these are the only spheres that are.
- , as above, realised as the matrices .
- The Heisenberg group of matrices , diffeomorphic to but not commutative; and the group of with the product . Both carry model geometries of Thurston (10A.5 Thurston’s Eight Geometries).
Left-invariant vector fields and the Lie algebra
Each gives a diffeomorphism , left translation. A vector field on is left-invariant if for all , : it looks the same at every point, transported by the group. A left-invariant field is determined by its value at the identity , , and every vector in extends to one. So left-invariant vector fields form a vector space isomorphic to .
Vector fields have a bracket, , which is again a vector field (8A.6 Flows and the Lie Derivative), and the bracket of left-invariant fields is left-invariant.
The Lie algebra of is with the bracket of the corresponding left-invariant vector fields. It is a vector space with a bilinear, antisymmetric bracket satisfying the Jacobi identity .
For a matrix group , the Lie algebra is a space of matrices and the bracket is the commutator (Lee, chapter 8). From 8A.4 Submanifolds:
| group | Lie algebra | dimension |
|---|---|---|
| all matrices | ||
| trace zero | ||
| , | skew-symmetric | |
| skew-Hermitian, trace zero |
For , a skew matrix is determined by a vector , , and the commutator becomes the cross product: (Exercise 5.4). Rotations about different axes don't commute, and the cross product measures how.
Lie groups are parallelisable. Choose a basis of ; the left-invariant fields they define are linearly independent at every point, so they trivialise . In particular a Lie group has nowhere-vanishing vector fields, so is not a Lie group (hairy ball, 7A.7 Smooth Topology), while and are.
The exponential map
For , the integral curve of the left-invariant field through is a one-parameter subgroup: a smooth homomorphism with . It exists for all time (left-invariant fields are complete, 8A.6 Flows and the Lie Derivative). The exponential map is
For matrix groups it is the matrix exponential (2B.6 Power Series, Exponentials and Bump Functions), and . Its differential at is the identity, so is a diffeomorphism from a neighbourhood of in onto a neighbourhood of in (2B.9 The Inverse and Implicit Function Theorems): exponential coordinates.
Rotations. For with and unit axis , Rodrigues' formula gives
the rotation by angle about (Exercise 5.5). Every rotation is of this form, so is surjective. Restricted to the closed ball it is onto and injective except that and give the same rotation when . So is the closed ball of radius with antipodal points of its boundary identified (Figure 5.1): another picture of (7A.6 Covering Spaces). A loop of rotations about a fixed axis, from to , runs along a diameter from the centre to the boundary, jumps to the antipodal point and comes back: the non-contractible loop of the belt trick.
Not every Lie group has a surjective exponential: in the matrix is not an exponential (Exercise 5.6). Compact connected groups always do.
Group actions and quotients
A Lie group acts smoothly on a manifold if there is a smooth map , , with and . The action is free if no fixes any point, and proper if the map is proper (7A.2 Compactness and Compactification); actions of compact groups are always proper.
If a Lie group acts smoothly, freely and properly on , then is a smooth manifold of dimension , and the projection is a smooth submersion.
For a discrete group acting freely and properly (a covering space action, 7A.6 Covering Spaces), is a smooth manifold of the same dimension, and the projection is a local diffeomorphism: this is how lens spaces, , flat tori and the Poincaré homology sphere become smooth manifolds.
Homogeneous spaces. If acts transitively on , then , where is the subgroup fixing a point. The sphere is : rotations act transitively, and the rotations fixing the north pole are rotations about the vertical axis. Hyperbolic space and every model geometry of Thurston is a homogeneous space (10A.5 Thurston’s Eight Geometries). On a homogeneous space a -invariant metric is determined by an inner product on one tangent space, so the Ricci flow among invariant metrics is an ODE.
A left-invariant metric on a Lie group is one for which every left translation is an isometry; it is determined by an inner product on , a finite list of numbers. Because the Ricci flow commutes with isometries (8A.6 Flows and the Lie Derivative), it preserves left-invariance, and becomes an ODE for that inner product. On , the left-invariant metrics are the round sphere and its squashed versions (the Berger spheres), and the flow rounds them out; on and it expands some directions and shrinks others, and the long-time behaviour models the collapse of the corresponding pieces in geometrization (9A.5 Computing Curvature, 11A.8 Homogeneous Flows, 12C.4 Geometrization).
History
Sophus Lie developed continuous transformation groups from 1873 onwards to study symmetries of differential equations; Wilhelm Killing and Élie Cartan classified the simple Lie algebras in 1888–94, and Cartan, Hermann Weyl and others developed the global theory of Lie groups in the 1920s and 30s. Olinde Rodrigues published his rotation formula in 1840. Cartan's closed subgroup theorem dates from 1930. The use of Lie groups in robot motion and estimation became widespread from the 1990s on.
A Lie group is a group and a manifold with smooth operations: , tori, , , , , , Nil and Sol. Left-invariant vector fields correspond to the tangent space at the identity, which with the bracket is the Lie algebra; for matrix groups the bracket is the commutator, and for it is the cross product. Lie groups are parallelisable, so is not one. The exponential map sends the Lie algebra to the group; for it is Rodrigues' formula, surjective, and identifies with the ball of radius with antipodal boundary points glued. Free proper actions have manifold quotients, and transitive actions make homogeneous spaces such as . 8A.6 Flows and the Lie Derivative turns from groups of symmetries to flows of vector fields.
Exercises
For let be the skew matrix with . Show that . (Apply both sides to and use the Jacobi identity for the cross product.)
Solution
. The Jacobi identity gives .
For a unit vector , show that . Deduce, by summing the exponential series in even and odd powers, that , and check that it fixes and rotates the plane perpendicular to by .
Solution
, so is minus the projection onto , and . Then and for , and the series give and . On : , so is fixed. On : , so the map is , a rotation by (with the rotation by ).
Show that is not for any real with . (The eigenvalues of are with real or imaginary; those of are . For them to be you need , but then is diagonalisable over with distinct eigenvalues, so .)
For the Heisenberg group, the Lie algebra consists of strictly upper triangular matrices. With , , (matrix units), show and . Interpret: moving in then then back in then back in produces a net motion in , as in parallel parking (8A.6 Flows and the Lie Derivative).
Show that acts transitively on , that the stabiliser of the north pole is isomorphic to , and that the map , , is a submersion whose fibres are circles. (This fibration lifts to the Hopf fibration under , 10A.1 A Zoo of Three-Manifolds.)
Accept the naturality of the Ricci tensor: for a diffeomorphism , (8A.6 Flows and the Lie Derivative, proved in 9A.4 Curvature and What It Means), and uniqueness of Ricci flow on closed manifolds (11A.3 Short-Time Existence and Uniqueness). Let be the Ricci flow on a compact Lie group starting from a left-invariant metric . (a) Show that for each , is also a Ricci flow with the same initial metric. (b) Conclude : the flow stays left-invariant, so it is determined by an inner product on at each time, and the PDE becomes an ODE in unknowns. This is the method of 11A.8 Homogeneous Flows.
Solution
(a) , and . (b) By uniqueness, for all . A left-invariant metric is transported by , so it is determined by the inner product on , a symmetric matrix with entries.
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