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Gradient Like Vector Fields and Morse Trajectories
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Binary Operations, Monoids, Groups and Subgroups
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Connectedness
- Construction of the Natural Numbers
- Construction of the Real Numbers via Cauchy Sequences
- Construction of the Real Numbers via Dedekind Cuts
- Continuity, IVT, EVT, and Uniform Continuity
- Cosets, Index and Lagrange's Theorem
- Countability and Uncountability
- Countability Axioms and Cardinal Functions
- Determinants of Matrices over a Commutative Ring
- Divisibility, Euclidean Domains, Principal Ideal Domains and Unique Factorisation
- Dual Spaces, Bilinear and Quadratic Forms, and Sylvester's Law of Inertia
- Euclidean Ordinary Differential Equations with Smooth Dependence
- Filters and Ultrafilters
- Finite Counting, Factorials and Binomial Coefficients
- Foundations of the Real Numbers for Analysis
- Group Actions, Orbits, Stabilisers and Cayley's Theorem
- Hereditary and Productive Behaviour of the Separation Axioms
- Ideals, Quotient Rings and the Isomorphism Theorems for Rings
- Inner Product Spaces, Gram-Schmidt, Projections and Adjoints
- Limits of Real Functions
- limsup, liminf, and Subsequential Limits
- Linear Independence, Bases and Dimension
- Linear Transformations, Rank-Nullity and Quotient Spaces
- Matrices, the Matrix of a Linear Map, and Change of Basis
- Metric Spaces
- Mixed Partials, Taylor Formulae, and Extrema
- Monotone Functions, Discontinuities, and Continuity Sets
- Monotone Sequences, Bolzano-Weierstrass, and Cauchy Completeness
- Morse Critical Points Hessians and Indices
- Normal Subgroups and Quotient Groups
- Order, Zorn's Lemma, and the Axiom of Choice
- Picard-Lindelöf and First-Order Ordinary Differential Equations
- Polynomial Rings, the Division Algorithm and Roots
- Power Series and Real-Analytic Functions
- Properties of the Integral and the Working FTC
- Rank Theorems and Embedded Submanifolds
- Relations, Functions, and Quotients
- Rings, Subrings, Integral Domains and Fields
- Rⁿ as a Normed Space; Vector-Valued Functions
- Roots, Rational Powers, and Classical Inequalities
- Separation Axioms: the Hierarchy
- Sequences and Limits
- Sequences and Series of Functions; Uniform Convergence
- Series: Convergence and the Nonnegative Tests
- Simple Field Extensions and the Construction of the Complex Numbers
- Smooth Manifolds and Smooth Maps
- Smooth Vector Bundles and Sections
- Subspaces, Products, and Quotients
- Suprema and Infima
- Symmetric Groups, Cycle Decomposition and the Sign Homomorphism
- Tangent Cotangent and the Differential
- The Derivative and the Mean Value Theorems
- The Determinant of a Linear Operator, Cofactors and Cramer's Rule
- The Exponential Function
- The Fundamental Theorems of Calculus
- The Inverse and Implicit Function Theorems
- The Inverse Function Theorem Completed
- The Riemann Integral: Definition and Integrability
- The Topology of Euclidean Space
- The Total Derivative in ℝᵐ → ℝⁿ
- The ZFC Axioms and the Basic Set Constructions
- Topological Spaces and Continuity
- Topology of ℝ
- Vector Fields Flows and Lie Derivatives
- Vector Spaces, Linear Subspaces, Span and Direct Sums
2 · Summary
The descending equation fixes the trajectory orientation. Compactness supplies flow completeness, tail-limit compactness, and critical-point finiteness in separate steps; it is not silently inherited by noncompact applications.
3 · Logical flowchart
4 · Definitions, theorems and proofs
The Riemannian gradient is the metric dual of the differential
Definition
Let be a Riemannian metric on a smooth manifold and let be smooth. The Riemannian gradient of is the smooth vector field characterized by
Pointwise, it is the inverse metric-dual of . In a local frame with metric matrix and inverse , it is
the displayed coefficients are smooth, so this pointwise definition is a smooth vector field.
The Riemannian gradient vanishes exactly at the critical points
Statement
For a Riemannian metric , a smooth , and , if and only if is a critical point of .
Facts & Assumptions
Given: A Riemannian metric , a smooth function , and .
The gradient is characterized by for every (The Riemannian gradient is the metric dual of the differential).
A point is critical exactly when its differential is the zero map (Critical points and critical values of a smooth function).
Proof
If , then [F1] gives for every , so .
Conversely, if , then [F1] gives for every . Taking and using positive definiteness gives .
By [F2], the two implications say exactly that if and only if is critical.
Negative-gradient trajectories of a Morse function
Definition
Let be a Morse function and let be a Riemannian metric. A negative-gradient trajectory is a maximal integral curve of ; that is, it satisfies
Here is maximal among intervals on which this solution extends. It is a full trajectory when . The word “negative” fixes the descending convention used below.
A negative-gradient trajectory satisfies the energy identity
Statement
If is a negative-gradient trajectory of for , then
No compactness or completeness is assumed.
Facts & Assumptions
Given: A negative-gradient trajectory of for and .
Its velocity is (Negative-gradient trajectories of a Morse function).
The gradient satisfies (The Riemannian gradient is the metric dual of the differential).
The differential chain rule applies to the smooth maps and (The chain rule for differentials of smooth maps).
Proof
By [F3], .
Substituting [F1] into step 1.1 and applying [F2] gives .
The right-hand side in step 2.1 is , proving the identity on .
Nonconstant negative-gradient trajectories strictly decrease the function
Statement
If is a nonconstant negative-gradient trajectory, then for every .
Facts & Assumptions
Given: A nonconstant negative-gradient trajectory .
The gradient vanishes exactly at a critical point (The Riemannian gradient vanishes exactly at the critical points).
An integral curve through a prescribed point is unique on its maximal interval (Through each point there is a unique maximal integral curve).
Proof
If were critical, [F2] would make the vector field vanish there, so the constant curve at is an integral curve through that point.
By [F3], that constant integral curve and agree on , contradicting the hypothesis that is nonconstant. Hence is never critical.
By [F2] the gradient is nonzero at every , and [F1] now gives for every .
Downward gradient-like vector fields for a Morse function
Definition
Let be Morse. A smooth vector field is downward gradient-like for if both conditions hold:
- at every ; and
- for every there are Morse coordinates centred at , with , in which
Thus the field is the negative Euclidean gradient in the required local Morse model, not merely a strictly descending field off the critical set.
Every Morse function admits a complete downward gradient-like field on a closed manifold
Statement
If is a closed smooth manifold and is Morse, then admits a complete downward gradient-like vector field.
Facts & Assumptions
Given: A closed smooth manifold and a Morse function .
has finitely many critical points (A Morse function on a compact manifold has finitely many critical points).
Every smooth vector field on a compact manifold is complete (Every smooth vector field on a compact manifold is complete).
A downward gradient-like field must have strict descent off the critical set and the stated Morse-coordinate model at every critical point (Downward gradient-like vector fields for a Morse function).
Proof
By [F1], choose pairwise disjoint Morse-coordinate neighbourhoods of the finitely many critical points, and smaller neighbourhoods inside them. On each smaller neighbourhood prescribe the local field in [F3].
On the complement of the smaller neighbourhoods, is nowhere zero. In each coordinate patch choose a vector with ; a partition of unity and cutoffs that equal one on the smaller neighbourhoods patch these choices with the prescribed local fields to a smooth satisfying both clauses of [F3].
The resulting is smooth on the compact manifold , so [F2] makes it complete. Therefore it is the required complete downward gradient-like field.
Precompact trajectory tails have nonempty compact connected flow-invariant limit sets
Statement
Let be a full negative-gradient trajectory and let be its flow. If is compact, then
is nonempty, compact, connected, and invariant under every . The analogous conclusion holds for when its negative tail has compact closure.
Facts & Assumptions
Given: A full trajectory and a compact closure of its positive tail.
A compact space has the finite-subcover property (Open cover, subcover, and compact topological space; a compact subset is a subspace that is compact in its own right).
The maximal flow is continuous and obeys whenever defined (The fundamental theorem on flows).
Proof
Each is a nonempty closed subset of , the family is decreasing, and each is connected because it is the closure of the connected image of .
If were empty, the open sets would cover ; [F1] would give finitely many of them that cover. Since the decrease, one already covers, contradicting . Thus is nonempty; it is closed in , hence compact, and the nested connected-set argument makes it connected.
For fixed and any , [F2] sends into after increasing if necessary. Continuity therefore sends into itself; applying the same argument to gives equality.
Replacing by gives the asserted nonempty compact connected invariant set for a precompact negative tail.
Every precompact end-limit point of a negative-gradient trajectory is critical
Statement
Every point of a nonempty precompact - or -limit set of a full negative-gradient trajectory is a critical point of .
Facts & Assumptions
Given: A full negative-gradient trajectory with a precompact positive or negative tail.
Its tail-limit set is nonempty and flow-invariant (Precompact trajectory tails have nonempty compact connected flow-invariant limit sets).
A noncritical point has nonzero gradient (The Riemannian gradient vanishes exactly at the critical points).
Proof
On a precompact positive tail, is decreasing by [F2] and bounded below because is continuous on its compact closure. It therefore has a finite limit ; every point of is a limit of tail values and has . The same argument, with increasing time reversed, applies to .
Let lie in either limit set. If were noncritical, [F3] and [F2] would give a sufficiently short positive orbit segment from on which strictly decreases.
By [F1] the entire short segment in step 1.2 remains in the same limit set, whereas step 1.1 makes constant there. This contradiction proves that is critical.
A negative-gradient trajectory on a compact Morse manifold has single critical alpha and omega limits
Statement
Let be compact, let be Morse, and let be a negative-gradient trajectory. Then is full and there are critical points and such that
Facts & Assumptions
Given: A compact smooth manifold , a Morse function , and a negative-gradient trajectory .
A smooth vector field on a compact manifold is complete (Every smooth vector field on a compact manifold is complete).
Precompact full tails have nonempty compact connected invariant limit sets (Precompact trajectory tails have nonempty compact connected flow-invariant limit sets).
Such limit sets for a negative-gradient trajectory consist of critical points (Every precompact end-limit point of a negative-gradient trajectory is critical).
A Morse function on a compact manifold has finitely many critical points (A Morse function on a compact manifold has finitely many critical points).
Proof
By [F1], the negative-gradient field is complete, so has domain . Both tails have compact closure because they lie in .
By [F2] each of and is nonempty and connected, and [F3] places it in .
By [F4], is finite and hence discrete. A connected subset of a discrete finite set is one point, so both limit sets are single critical points.
A trajectory with singleton tail-limit set converges to that point: otherwise a sequence of tail times outside a fixed neighbourhood would have a limit point in the same tail-limit set. Thus the two displayed limits hold.
A Morse trajectory from one critical point to another
Definition
Fix a Riemannian metric on . For critical points of a Morse function , a Morse trajectory from to is a nonconstant full trajectory of with
On a compact manifold the preceding endpoint lemma supplies these limits. On a noncompact manifold, their existence is part of this definition's hypothesis.
Morse trajectories have a positive energy drop
Statement
If is a Morse trajectory from to , then
Facts & Assumptions
Given: A Morse trajectory from to .
Its endpoint limits are and and it is nonconstant (A Morse trajectory from one critical point to another).
Its energy identity is (A negative-gradient trajectory satisfies the energy identity).
A nonconstant negative-gradient trajectory strictly decreases (Nonconstant negative-gradient trajectories strictly decrease the function).
Proof
Integrating [F2] on gives .
Letting and using [F1] and continuity of yields the stated improper-integral equality.
By [F3], is strictly decreasing, so . The equality in step 2.1 therefore has strictly positive value.
Stable and unstable sets of a critical point
Definition
Let be a complete downward gradient-like field for , let be its global descending flow, and let . Define
These definitions use the descending flow of . Thus “unstable” means the backward-limit set, as required by the Morse-index convention.
Local stable and unstable manifolds at a Morse critical point
Statement
Let be a critical point of index of a Morse function on an -manifold, and let be downward gradient-like. In the Morse coordinates of its definition, the local unstable and stable manifolds are respectively
After restricting to sufficiently small balls, they are embedded disks tangent at to the negative and positive Hessian eigenspaces, respectively.
Facts & Assumptions
Given: A Morse critical point of index and a downward gradient-like field .
In Morse coordinates and (Downward gradient-like vector fields for a Morse function).
The index and coindex are the dimensions of the negative and positive Hessian directions (Nondegenerate critical points, nullity, index, and coindex).
Proof
By [F1], the coordinate flow solves and , hence and .
A point remains near and converges to it in forward time exactly when ; in backward time exactly when . Thus the local stable disk is and the local unstable disk is .
By [F2], the -space has dimension and is the negative Hessian space, while the -space has dimension and is the positive one. This gives the claimed disk dimensions and tangent spaces.
Global stable and unstable manifolds are immersed Euclidean spaces
Statement
For a complete downward gradient-like flow on an -manifold and a critical point of index , and are immersed submanifolds diffeomorphic to and , respectively. This does not assert that either global submanifold is embedded.
Facts & Assumptions
Given: A complete downward gradient-like flow and a critical point of index .
The local unstable and stable sets are embedded disks of dimensions and (Local stable and unstable manifolds at a Morse critical point).
and are defined by forward and backward convergence under the global flow (Stable and unstable sets of a critical point).
Every global flow map is a diffeomorphism with inverse (The fundamental theorem on flows).
Proof
Let and be the local disks from [F1]. From the defining limits in [F2], every has for some , and every has for some .
Hence and . By [F3], these are increasing compatible immersed-manifold charts transported from the disks.
The standard flow-exhaustion parametrization of these compatible disks identifies the unions with the corresponding Euclidean spaces; their dimensions are those in [F1]. Thus they are immersed submanifolds diffeomorphic to and , with no embeddedness conclusion.
Stable and unstable manifolds are flow invariant
Statement
For every and critical point of a complete descending flow ,
Facts & Assumptions
Given: A complete descending flow , a critical point , and .
Stable and unstable sets are the forward and backward convergence sets (Stable and unstable sets of a critical point).
The flow satisfies and has inverse (The fundamental theorem on flows).
Proof
If , then [F2] gives as , so by [F1]. The same calculation with proves inclusion for .
Applying step 1.1 with and using the inverse in [F2] proves the reverse inclusions.
Therefore both stable and unstable sets are invariant under every fixed flow time.
A downward gradient flow has no nonconstant periodic or recurrent orbit
Statement
A nonconstant orbit of a negative-gradient flow is neither periodic nor recurrent. Here recurrent means that for some point on the orbit there are with .
Facts & Assumptions
Given: A nonconstant negative-gradient orbit .
The function is strictly decreasing (Nonconstant negative-gradient trajectories strictly decrease the function).
Proof
If the orbit had period , then , contradicting [F1].
If with , fix . For all sufficiently large , , so [F1] gives .
Continuity of makes the left side of step 1.2 tend to , a contradiction. Thus the orbit is not recurrent either.
Proper smooth functions and compact Morse slabs
Definition
A continuous map is proper when is compact for every compact . For , call
a compact Morse slab when it is compact. In particular, a proper has a compact Morse slab for every compact interval .
Proper Morse slabs prevent finite-time escape of connecting trajectories
Statement
Let be a maximal negative-gradient trajectory. If its image is contained in a compact Morse slab , then . Consequently, this applies to any trajectory already known to have endpoint levels in and to remain in that slab; it is not a blanket noncompact-completeness assertion.
Facts & Assumptions
Given: A maximal negative-gradient trajectory with image in the compact slab .
A compact Morse slab is a compact inverse image (Proper smooth functions and compact Morse slabs).
The energy identity makes nonincreasing (A negative-gradient trajectory satisfies the energy identity).
Near every point of , the vector field has unique integral curves on a uniform local time interval (Local existence, uniqueness, and smooth dependence for manifold integral curves).
A maximal integral curve cannot have a genuine extension (Through each point there is a unique maximal integral curve).
Proof
Suppose the right endpoint of were finite. The local flow neighbourhoods supplied by [F3] cover the compact set in [F1], so finitely many suffice; their time radii have a positive minimum .
Choose with . Since , the corresponding local solution from [F3] extends beyond ; uniqueness identifies it with on the overlap, contradicting [F4].
The same argument at the left endpoint proves . If endpoint levels lie in , [F2] verifies the usual monotone trapping in that slab once the trajectory is known to remain between those levels.
Completeness of a gradient flow is an extra hypothesis on a noncompact manifold
On a noncompact manifold, a gradient or gradient-like field need not be complete. A compact slab gives only the conditional nonescape conclusion of Proper Morse slabs prevent finite-time escape of connecting trajectories; it does not make all trajectories global. The explicit escape calculation is already visible on : for , the negative-gradient equation is , and the solution from is , which escapes to as .
5 · Examples, counterexamples and false statements
None yet.
Sources
- Ralph L. Cohen, Bundles, Manifolds, and Homotopy, §13.1
- Ralph L. Cohen, Bundles, Manifolds, and Homotopy, Lemma 13.1
- Liviu I. Nicolaescu, An Invitation to Morse Theory, §2.4
- Ralph L. Cohen, Bundles, Manifolds, and Homotopy, Proposition 13.6
- Liviu I. Nicolaescu, An Invitation to Morse Theory, Lemma 2.4.1
- Ralph L. Cohen, Bundles, Manifolds, and Homotopy, Theorem 13.2
- Ralph L. Cohen, Bundles, Manifolds, and Homotopy, Definition 13.2
- Ralph L. Cohen, Bundles, Manifolds, and Homotopy, Proposition 13.8 and Theorem 13.9
- Liviu I. Nicolaescu, An Invitation to Morse Theory, Proposition 2.4.2
- Ralph L. Cohen, Bundles, Manifolds, and Homotopy, §13.2