Using the coordinate formula for the Lie bracket of vector fields, the two components are
Thus , which is not the zero vector field.
The integral curves of a vector field solve , , whereas those of solve , . Their local flows are
Both formulas exist for all real parameters, so both are complete vector fields. Direct composition gives
At their first coordinates differ by . Hence these local flows do not commute when are nonzero.
For the Lie bracket of vector fields, start at . An integral curve of a vector field is
It solves , , but diverges as . It cannot extend through that finite time as a curve in . Complete vector fields are therefore not closed under the Lie bracket.
For the sum , its integral curves of a vector field obey , . Substitution of and requires
Choosing gives the integral curve of a vector field
It starts at and escapes to infinity at the finite time . Complete vector fields are not closed under addition either. Both failures use the same pair of complete vector fields.
The local flow of is the smooth map , where is the maximal open domain of initial-point/time pairs, whose curve is the maximal integral curve of a vector field through , with . Smooth dependence in the ordinary differential equation theorem gives joint smoothness and openness of . Each time slice is a diffeomorphism between its domain and image, with inverse .
Here is the group law, including its domain qualification. Fix where the relevant trajectories exist. Both curves
solve the same autonomous ordinary differential equation and have value at . The uniqueness from the first part therefore gives
on their common interval. These are local identities; neither the vector field nor its local flow has been assumed complete.
For the commuting local flows and , differentiate with respect to at zero. The chain rule gives
Thus the pushforward of a vector field by the flow equals . Interchanging the two fields gives the analogous identity for under .
Now let . Pointwise linear independence makes this a rank-two smooth distribution. The identity just proved implies : in coordinates, differentiating at gives , precisely the vanishing Lie bracket of vector fields. The bracket of two local sections is also in , since
and the analogous terms for and remain in the same span. Therefore is an involutive distribution.
The Frobenius theorem says that a smooth constant-rank involutive distribution has local coordinates in which it is spanned by , and has unique maximal connected integral manifolds through its points. These are the leaves of a regular foliation. Let be the maximal leaf through . The global confinement to an immersed leaf gives the answer: is a two-dimensional immersed integral manifold and every smooth -tangent curve starting at stays in .
For the curve assertion, in each Frobenius chart the transverse coordinate functions have zero derivative along such a curve. Hence its segment in that chart stays in one plaque. On any compact subinterval of the curve's parameter interval, a finite chain of overlapping such segments connects the initial plaque to the last; all belong to the same maximal leaf. Exhausting the parameter interval proves the assertion for every time.
The two commuting local flows also give the leaf parametrization directly near :
Its partial derivatives are and , by the pushforward identity. Its differential has rank two. The constant rank theorem makes a sufficiently small image an embedded local plaque with tangent plane . This is a concrete local construction of the integral manifold.
There is a global distinction in the word “submanifold”. If it is required to mean an embedded submanifold, the assertion for all times is not valid in general. On the three-dimensional torus , take
The fields are independent and commute, and their dense immersed cylinder in a three-dimensional torus through zero is
It is an injectively immersed cylinder and is dense in the torus. Indeed, fixing and varying by integers makes dense by an irrational rotation of the circle; is unrestricted. Every point of this leaf is reached by a tangent curve . An embedded surface containing it would, in a submanifold chart near one of its points, be a closed coordinate plane containing a dense subset of the ambient open chart, an impossibility. Thus the global conclusion uses an immersed leaf; the embedded conclusion is local, for curve segments remaining in a suitable chart.
Let be the local flow of the smooth vector field , with and . The flow definition of the Lie derivative of a tensor field is
For a tensor field of type , the mixed tensor pullback transports the tensor at back to : it applies to every contravariant factor and to every covariant factor. Thus every difference quotient belongs to the same tensor space at . This definition gives another tensor field of the same type and uses no choice of affine connection. The tensor Lie derivative is defined wherever the local flow exists, including points where vanishes.
The literal assumptions suffice for the scalar quadratic fidelity problem. One can avoid regularity of level-set boundaries by moving only a clipped part of the minimizer. We prove the stronger jump-amplitude inequality for total variation denoising:
Comparison with the zero function gives finite energy and hence . Here , and both differences use the same oriented BV traces on a hypersurface. Reversing the normal reverses both differences and leaves the inequality unchanged. Outside , the two traces of agree, so the inequality would read at a jump of . It therefore gives the requested no-new-jumps property of total variation denoising in every dimension.
First use residual-preserving clipping of an ROF minimizer. For an integer , put
The coarea formula for BV functions gives scalar total variation splitting under clipping:
Indeed the levels in contribute to , while the levels outside that interval contribute to . This uses the full signed coarea formula. For any , minimality of and the triangle inequality for the total variation seminorm give
Cancel the tail variation. Thus is a bounded ROF denoising minimizer for . The data may still be unbounded. This is an exact reduction preserving ; it does not truncate the data and then pass to a limit of different reconstructions.
We next prove the jump-amplitude inequality for a bounded ROF minimizer, allowing its data to be unbounded. Fix a coordinate , a nonnegative , and let be the local flow of the smooth vector field . The flow is the identity near the domain boundary, preserves each line parallel to , and satisfies . Write
These maps are diffeomorphisms, with and uniformly.
The useful trace calculation is the BV jump-product limit with one bounded factor. For and ,
The right side is integrable: and only the common jump part of contributes. The same limit holds with both increments replaced by their negative-time increments, still dividing by positive .
Here is why this calculation needs only one bounded factor. By the BV slicing theorem, almost every coordinate slice of and has one-sided representatives. On one such interval let and use its right-continuous representative. Since ,
Fubini's theorem rewrites the slice integral as
At each interior , the inner expression tends to ; if , it is zero. Its absolute value is at most . Dominated convergence against therefore leaves just the measure atoms common to the two slices. The bound is also integrable over the transverse coordinates, by the BV slicing theorem. Integrating the slice jump sums gives the surface integral and its factor . Negative-time increments give the same product, because both slice differences reverse sign. At no point is a uniform bound on across the slices required.
For , use the mixed competitors
The total variation under opposite smooth flows satisfies
To see this for the entire vector Radon measure , the change of variables formula gives
For , the two cofactor matrices expand as , with the same and opposite signs. Their norm expansions on have cancelling linear terms. Integrating proves the estimate, including the absolutely continuous, jump and Cantor parts. The BV transformation formula is also given in Lemma 4.2 on differentiable regularizers; that lemma does not assume bounded data. The total variation seminorm is a convex function, so
Thus minimality forces the sum of the two fidelity changes to have nonnegative limit after division by .
It remains to evaluate that sum without bounding . Put . Exact expansion of the quadratic fidelity, together with change of variables, gives the opposite-flow fidelity identity for quadratic data:
For completeness, the cross-term identity fixing its sign is
The last integral is : , while
Take first, then . Here and the local flow is strongly continuous in . The remaining Jacobian mass term is . This argument avoids multiplying an unbounded fidelity derivative by an uncontrolled derivative measure.
Apply the BV jump-product limit with one bounded factor with and , and use minimality. For every nonnegative and every coordinate ,
Let . These are inequalities for finite signed Radon measures, so arbitrary nonnegative smooth tests imply nonnegativity of their densities. Since at least one coordinate of a unit normal is nonzero,
This proves the bounded-minimizer lemma with arbitrary data.
Finally return to and . At almost every finite approximate jump point of , choose an integer . The BV traces on a hypersurface commute with clipping, so , and there. It is consequently a jump point of , and its inequality is exactly . A countable union over removes all exceptional surface-null sets. Outside , the BV traces on a hypersurface of agree almost everywhere. We conclude
The mechanism is exact scalar coarea splitting, paired smooth-flow variations, a one-bounded-factor BV trace limit, and localization through integer clipping levels. It works in every dimension under the printed hypotheses, without essential boundedness of or and without regularity of their level-set boundaries.
In total variation calibration notation, . Since this divergence is itself in the BV space, the proved inequality equivalently reads
Thus an upward output jump forces the appropriate nonpositive jump of the calibrated divergence. This is a consequence of the variational argument above, with common oriented BV traces on a hypersurface; no curvature of the rectifiable interface or differentiability of its normal is assumed.
Choose local coordinates on the hypersurface , and let be the local flow of the vector field . The map follows the integral curves of a vector field starting at . At , its differential maps the direction to and the remaining directions to a basis of . Transversality makes these vectors linearly independent, so the inverse function theorem makes a local manifold chart.
Set and transport the unchanged along each integral curve of a vector field. Then the adapted coordinates satisfy
The flow-box theorem gives this construction locally. The parameter is the flow parameter, and need not be arc length; a global manifold chart would require additional hypotheses.
A smooth vector field is a smooth section of a vector bundle of the tangent bundle, so . In a manifold chart, with smooth coefficients. It acts on a smooth function by . For a diffeomorphism , the pushforward of a vector field is
The Lie bracket of vector fields is the commutator of their actions on smooth functions:
The second derivatives of cancel, so this is again a vector field. The corresponding Jacobi identity is .
A local flow of is a smooth map on an open neighbourhood of satisfying and . On a sufficiently small neighbourhood and time interval, each is a diffeomorphism onto its image, with inverse . Uniqueness of integral curves of a vector field gives wherever both sides are defined. These are local statements; no assumption of a complete vector field is required.
A smooth tensor field of type is a smooth section of , where the factors are the tangent bundle and cotangent bundle. The flow definition of the Lie derivative of a tensor field is
Here pullback applies to each vector factor and the dual of to each covector factor, evaluating at . Thus all tensors being differentiated lie in the same fibre over .
For a smooth function, , and the chain rule gives
For a vector field , in local coordinates the expansions and give
Consequently
Pullback preserves tensor products and tensor contractions, so differentiation makes this definition a tensor derivation. It therefore agrees on every tensor field with the Lie derivative of a tensor field determined by these two formulas.
Now put . The chain rule gives
Thus is the local flow of . In the case , if , uniqueness of integral curves of a vector field makes on their common domains, or . Conversely, differentiating this commuting identity at zero gives , hence . This proves that diffeomorphism invariance of a vector field is equivalent to commuting with its local flow, with every identity understood on the domain where its compositions exist.
The Lie derivative of a function is differentiation along the flow, while the Lie derivative of a vector field compares a vector with its pullback by that flow. Their index-free expressions are
Here is the directional derivative of the smooth function, and is the Lie bracket of vector fields, characterized by . To see the second expression directly, if is the local flow of , differentiating at gives . This uses the flow definition of the Lie derivative of a tensor field.
For a smooth vector field , solve the initial-value problem , . Local existence, uniqueness and smooth dependence for ordinary differential equations give a local flow. Uniqueness yields whenever both sides are defined, and is the inverse of on the corresponding domains. Thus each local flow map is a diffeomorphism between open subsets.
A group of diffeomorphisms of the entire manifold for every real requires a complete vector field. This follows, for example, on a compact manifold without boundary: local existence times can be made uniform on a finite cover, and repeated continuation prevents finite-time escape. Without completeness, the source's group is only local. The vector field on has flow and blows up at for , so smoothness alone cannot imply a global one-parameter group.
Define the Lie derivative of a differential form by , using the local flow. The pullback of a differential form respects the wedge product of differential forms and commutes with the exterior derivative. Therefore is a derivation of an algebra of degree zero and commutes with .
Let , where is the interior product of a differential form. The graded product rules for and show that their anticommutator is also a degree-zero derivation of an algebra: the two mixed terms cancel. Since , it commutes with . On a function , and . Hence .
In a manifold chart, every differential form is a sum of functions times products . The two derivations agree on its generators and , and therefore agree on every such form. This proves Cartan's magic formula, including the case :
Let be the local flows of . The derivative of the pullback of by is . Therefore makes invariant under the flow. For fixed , the two curves and then solve the same initial-value problem for . Uniqueness gives commuting flows wherever both compositions are defined. Conversely, commutation implies invariance of under , and differentiation at gives . This proves vanishing Lie bracket is equivalent to commuting local flows.
For the contraction , commute each Lie derivative past the other interior products using . Each is zero by volume preservation. Cartan's magic formula , applied successively, now gives
The last term vanishes since has top degree. Hence .
There is an orientation convention in this statement: the two volume forms must be positive for one fixed orientation, as is usual in Moser theorem for volume forms. Without that convention, the stated necessity is false. For example, on an oriented two-sphere, take a positive volume form and an orientation-reversing diffeomorphism , and set . Then but . We prove the intended result with a common orientation.
If , positivity forces to preserve the orientation, and integration of the pullback of a differential form gives equality of the integrals.
For sufficiency, top-degree de Rham cohomology gives a differential form of degree with . Put . Positivity makes every a volume form. The interior product of a differential form gives an linear isomorphism
Thus there is a unique smooth time-dependent vector field satisfying . Since is compact, its local flow exists throughout and defines a smooth isotopy starting at the identity. By Cartan's magic formula, and since a top-degree differential form has zero exterior derivative,
Hence
The zero-dimensional case, a single point, is immediate from equality of the integrals.
Write the exact differential form as and take the cotangent fiber translation family . Its generating vector field is vertical and in local coordinates is
With and the Hamiltonian vector field convention from Question 3,
Thus is a Hamiltonian isotopy and is a Hamiltonian diffeomorphism. The local flow is explicitly defined for every real , regardless of compactness. With the alternative convention , the same family is generated by .
The definition in the question does not require compact support for the Hamiltonian function; the displayed Hamiltonian diffeomorphism uses that definition.
The index order in fixes the rotation sign. With the entries specified in the paper, the integral curves of a vector field satisfy
Shift to , . Then , , so is constant. If , put and . Solving this linear ordinary differential equation gives the full local flow:
The planar motion is a circle centred at , traversed clockwise as increases. A nonzero vector produces a helical orbit of a Euclidean Killing vector; zero drift gives a circle. At zero radius the curves are straight lines in the remaining directions, or stationary points if that drift also vanishes. These formulas are defined for every real .