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Gradient Like Vector Fields and Morse Trajectories

1 · Prerequisites

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

DefinitionDefinition: Literature-sourcedProof: Not applicablejudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

The Riemannian gradient is the metric dual of the differential

Definition

Let g be a Riemannian metric on a smooth manifold M and let f:MR be smooth. The Riemannian gradient of f is the smooth vector field gradgf characterized by

gx((gradgf)x,v)=dfx(v)for every xM and vTxM.

Pointwise, it is the inverse metric-dual of dfx. In a local frame with metric matrix (gij) and inverse (gij), it is

gradgf=i,jgijfxjxi;

the displayed coefficients are smooth, so this pointwise definition is a smooth vector field.

LemmaStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

The Riemannian gradient vanishes exactly at the critical points

Statement

For a Riemannian metric g, a smooth f:MR, and xM, gradgf(x)=0 if and only if x is a critical point of f.

Facts & Assumptions

Given: A Riemannian metric g, a smooth function f:MR, and xM.

[F1]

The gradient is characterized by gx(gradgf(x),v)=dfx(v) for every vTxM (The Riemannian gradient is the metric dual of the differential).

[F2]

A point is critical exactly when its differential is the zero map (Critical points and critical values of a smooth function).

Proof

technique · direct
1.1

If gradgf(x)=0, then [F1] gives dfx(v)=gx(0,v)=0 for every v, so dfx=0.

F1given
1.2

Conversely, if dfx=0, then [F1] gives gx(gradgf(x),v)=0 for every v. Taking v=gradgf(x) and using positive definiteness gives gradgf(x)=0.

F1given
2.1

By [F2], the two implications say exactly that gradgf(x)=0 if and only if x is critical.

F2step 1.1step 1.2
DefinitionDefinition: Literature-sourcedProof: Not applicablejudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Negative-gradient trajectories of a Morse function

Definition

Let f:MR be a Morse function and let g be a Riemannian metric. A negative-gradient trajectory is a maximal integral curve γ:IM of gradgf; that is, it satisfies

γ˙(t)=gradgf(γ(t))(tI).

Here I is maximal among intervals on which this solution extends. It is a full trajectory when I=R. The word “negative” fixes the descending convention used below.

LemmaStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

A negative-gradient trajectory satisfies the energy identity

Statement

If γ:IM is a negative-gradient trajectory of f for g, then

ddtf(γ(t))=gradgf(γ(t))g2(tI).

No compactness or completeness is assumed.

Facts & Assumptions

Given: A negative-gradient trajectory γ:IM of f for g and tI.

[F1]

Its velocity is γ˙(t)=gradgf(γ(t)) (Negative-gradient trajectories of a Morse function).

[F2]

The gradient satisfies dfx(v)=gx(gradgf(x),v) (The Riemannian gradient is the metric dual of the differential).

[F3]

The differential chain rule applies to the smooth maps γ and f (The chain rule for differentials of smooth maps).

Proof

technique · direct
1.1

By [F3], (fγ)(t)=dfγ(t)(γ˙(t)).

F3given
2.1

Substituting [F1] into step 1.1 and applying [F2] gives (fγ)(t)=gγ(t)(gradgf,gradgf).

F1F2step 1.1
3.1

The right-hand side in step 2.1 is gradgf(γ(t))g2, proving the identity on I.

step 2.1algebra
CorollaryStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Nonconstant negative-gradient trajectories strictly decrease the function

Statement

If γ:IM is a nonconstant negative-gradient trajectory, then (fγ)(t)<0 for every tI.

Facts & Assumptions

Given: A nonconstant negative-gradient trajectory γ:IM.

[F1]

(fγ)=gradgfg2 along γ (A negative-gradient trajectory satisfies the energy identity).

[F2]

The gradient vanishes exactly at a critical point (The Riemannian gradient vanishes exactly at the critical points).

[F3]

An integral curve through a prescribed point is unique on its maximal interval (Through each point there is a unique maximal integral curve).

Proof

technique · direct
1.1

If γ(t0) were critical, [F2] would make the vector field gradgf vanish there, so the constant curve at γ(t0) is an integral curve through that point.

F2given
2.1

By [F3], that constant integral curve and γ agree on I, contradicting the hypothesis that γ is nonconstant. Hence γ(t) is never critical.

F3step 1.1
3.1

By [F2] the gradient is nonzero at every γ(t), and [F1] now gives (fγ)(t)<0 for every tI.

F1F2step 2.1
DefinitionDefinition: Literature-sourcedProof: Not applicablejudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Downward gradient-like vector fields for a Morse function

Definition

Let f:MR be Morse. A smooth vector field X is downward gradient-like for f if both conditions hold:

  1. dfx(Xx)<0 at every xCrit(f); and
  2. for every pCrit(f) there are Morse coordinates (u,v) centred at p, with f=f(p)u2+v2, in which X=2iuiui2jvjvj.

Thus the field is the negative Euclidean gradient in the required local Morse model, not merely a strictly descending field off the critical set.

PropositionStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Every Morse function admits a complete downward gradient-like field on a closed manifold

Statement

If M is a closed smooth manifold and f:MR is Morse, then f admits a complete downward gradient-like vector field.

Facts & Assumptions

Given: A closed smooth manifold M and a Morse function f:MR.

[F2]

Every smooth vector field on a compact manifold is complete (Every smooth vector field on a compact manifold is complete).

[F3]

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

technique · direct
1.1

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].

F1F3choose
2.1

On the complement of the smaller neighbourhoods, df is nowhere zero. In each coordinate patch choose a vector Y with df(Y)<0; a partition of unity and cutoffs that equal one on the smaller neighbourhoods patch these choices with the prescribed local fields to a smooth X satisfying both clauses of [F3].

F3step 1.1construct
3.1

The resulting X is smooth on the compact manifold M, so [F2] makes it complete. Therefore it is the required complete downward gradient-like field.

F2step 2.1
LemmaStatement: Literature-sourcedProof: Literature-sourcedaudited 2026-09-06Open item page →

Precompact trajectory tails have nonempty compact connected flow-invariant limit sets

Statement

Let γ:RM be a full negative-gradient trajectory and let Φ be its flow. If γ([0,)) is compact, then

ω(γ):=T0γ([T,))

is nonempty, compact, connected, and invariant under every Φs. The analogous conclusion holds for α(γ):=T0γ((,T]) when its negative tail has compact closure.

Facts & Assumptions

Given: A full trajectory γ and a compact closure K of its positive tail.

[F2]

The maximal flow is continuous and obeys Φs(γ(t))=γ(t+s) whenever defined (The fundamental theorem on flows).

Proof

technique · direct
1.1

Each KT:=γ([T,)) is a nonempty closed subset of K, the family is decreasing, and each KT is connected because it is the closure of the connected image of [T,).

given
2.1

If T0KT were empty, the open sets KKT would cover K; [F1] would give finitely many of them that cover. Since the KT decrease, one already covers, contradicting KT. Thus ω(γ) is nonempty; it is closed in K, hence compact, and the nested connected-set argument makes it connected.

F1step 1.1
3.1

For fixed s and any T, [F2] sends γ([T,)) into γ([T+s,)) after increasing T if necessary. Continuity therefore sends ω(γ) into itself; applying the same argument to s gives equality.

F2step 2.1
4.1

Replacing t by t gives the asserted nonempty compact connected invariant set α(γ) for a precompact negative tail.

step 1.1step 2.1step 3.1
LemmaStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Every precompact end-limit point of a negative-gradient trajectory is critical

Statement

Every point of a nonempty precompact α- or ω-limit set of a full negative-gradient trajectory is a critical point of f.

Facts & Assumptions

Given: A full negative-gradient trajectory γ with a precompact positive or negative tail.

[F1]
[F2]

Along γ, (fγ)=gradgfg2 (A negative-gradient trajectory satisfies the energy identity).

[F3]

A noncritical point has nonzero gradient (The Riemannian gradient vanishes exactly at the critical points).

Proof

technique · direct
1.1

On a precompact positive tail, fγ is decreasing by [F2] and bounded below because f is continuous on its compact closure. It therefore has a finite limit ; every point of ω(γ) is a limit of tail values and has f=. The same argument, with increasing time reversed, applies to α(γ).

F2F1given
1.2

Let z lie in either limit set. If z were noncritical, [F3] and [F2] would give a sufficiently short positive orbit segment from z on which f strictly decreases.

F2F3assume-contra
2.1

By [F1] the entire short segment in step 1.2 remains in the same limit set, whereas step 1.1 makes f constant there. This contradiction proves that z is critical.

F1step 1.1step 1.2discharge-contradiction
LemmaStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

A negative-gradient trajectory on a compact Morse manifold has single critical alpha and omega limits

Statement

Let M be compact, let f:MR be Morse, and let γ be a negative-gradient trajectory. Then γ is full and there are critical points α(γ) and ω(γ) such that

limtγ(t)=α(γ),limtγ(t)=ω(γ).

Facts & Assumptions

Given: A compact smooth manifold M, a Morse function f, and a negative-gradient trajectory γ.

[F1]

A smooth vector field on a compact manifold is complete (Every smooth vector field on a compact manifold is complete).

[F2]

Precompact full tails have nonempty compact connected invariant limit sets (Precompact trajectory tails have nonempty compact connected flow-invariant limit sets).

[F3]

Such limit sets for a negative-gradient trajectory consist of critical points (Every precompact end-limit point of a negative-gradient trajectory is critical).

[F4]

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

technique · direct
1.1

By [F1], the negative-gradient field is complete, so γ has domain R. Both tails have compact closure because they lie in M.

F1given
2.1

By [F2] each of α(γ) and ω(γ) is nonempty and connected, and [F3] places it in Crit(f).

F2F3step 1.1
3.1

By [F4], Crit(f) is finite and hence discrete. A connected subset of a discrete finite set is one point, so both limit sets are single critical points.

F4step 2.1
4.1

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.

step 2.1step 3.1
DefinitionDefinition: Literature-sourcedProof: Not applicablejudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

A Morse trajectory from one critical point to another

Definition

Fix a Riemannian metric g on M. For critical points p,q of a Morse function f:MR, a Morse trajectory from p to q is a nonconstant full trajectory of gradgf with

limtγ(t)=pandlimtγ(t)=q.

On a compact manifold the preceding endpoint lemma supplies these limits. On a noncompact manifold, their existence is part of this definition's hypothesis.

LemmaStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Morse trajectories have a positive energy drop

Statement

If γ is a Morse trajectory from p to q, then

f(p)f(q)=gradgf(γ(t))g2dt>0.

Facts & Assumptions

Given: A Morse trajectory γ:RM from p to q.

[F1]

Its endpoint limits are p and q and it is nonconstant (A Morse trajectory from one critical point to another).

[F2]

Its energy identity is (fγ)=gradgfg2 (A negative-gradient trajectory satisfies the energy identity).

[F3]

A nonconstant negative-gradient trajectory strictly decreases f (Nonconstant negative-gradient trajectories strictly decrease the function).

Proof

technique · direct
1.1

Integrating [F2] on [T,T] gives f(γ(T))f(γ(T))=TTgradgf(γ(t))g2dt.

F2given
2.1

Letting T and using [F1] and continuity of f yields the stated improper-integral equality.

F1step 1.1
3.1

By [F3], fγ is strictly decreasing, so f(p)>f(q). The equality in step 2.1 therefore has strictly positive value.

F3step 2.1
DefinitionDefinition: Literature-sourcedProof: Not applicablejudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Stable and unstable sets of a critical point

Definition

Let X be a complete downward gradient-like field for f, let Φ be its global descending flow, and let pCrit(f). Define

Ws(p):={xM:Φt(x)p as t},Wu(p):={xM:Φt(x)p as t}.

These definitions use the descending flow of X. Thus “unstable” means the backward-limit set, as required by the Morse-index convention.

TheoremStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Local stable and unstable manifolds at a Morse critical point

Statement

Let p be a critical point of index λ of a Morse function on an n-manifold, and let X be downward gradient-like. In the Morse coordinates of its definition, the local unstable and stable manifolds are respectively

{v=0}Rλ,{u=0}Rnλ.

After restricting to sufficiently small balls, they are embedded disks tangent at p to the negative and positive Hessian eigenspaces, respectively.

Facts & Assumptions

Given: A Morse critical point p of index λ and a downward gradient-like field X.

[F1]

In Morse coordinates f=f(p)u2+v2 and X=2uu2vv (Downward gradient-like vector fields for a Morse function).

[F2]

The index and coindex are the dimensions of the negative and positive Hessian directions (Nondegenerate critical points, nullity, index, and coindex).

Proof

technique · direct
1.1

By [F1], the coordinate flow solves u˙=2u and v˙=2v, hence u(t)=e2tu(0) and v(t)=e2tv(0).

F1givenalgebra
2.1

A point remains near p and converges to it in forward time exactly when u(0)=0; in backward time exactly when v(0)=0. Thus the local stable disk is {u=0} and the local unstable disk is {v=0}.

step 1.1
3.1

By [F2], the u-space has dimension λ and is the negative Hessian space, while the v-space has dimension nλ and is the positive one. This gives the claimed disk dimensions and tangent spaces.

F2step 2.1
TheoremStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Global stable and unstable manifolds are immersed Euclidean spaces

Statement

For a complete downward gradient-like flow on an n-manifold and a critical point p of index λ, Wu(p) and Ws(p) are immersed submanifolds diffeomorphic to Rλ and Rnλ, respectively. This does not assert that either global submanifold is embedded.

Facts & Assumptions

Given: A complete downward gradient-like flow Φ and a critical point p of index λ.

[F1]

The local unstable and stable sets are embedded disks of dimensions λ and nλ (Local stable and unstable manifolds at a Morse critical point).

[F2]

Ws(p) and Wu(p) are defined by forward and backward convergence under the global flow (Stable and unstable sets of a critical point).

[F3]

Every global flow map Φt is a diffeomorphism with inverse Φt (The fundamental theorem on flows).

Proof

technique · direct
1.1

Let Du and Ds be the local disks from [F1]. From the defining limits in [F2], every xWu(p) has ΦT(x)Du for some T0, and every xWs(p) has ΦT(x)Ds for some T0.

F1F2given
2.1

Hence Wu(p)=T0ΦT(Du) and Ws(p)=T0ΦT(Ds). By [F3], these are increasing compatible immersed-manifold charts transported from the disks.

F3step 1.1
3.1

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 Rλ and Rnλ, with no embeddedness conclusion.

F1step 2.1
LemmaStatement: Literature-sourcedProof: Literature-sourcedaudited 2026-09-06Open item page →

Stable and unstable manifolds are flow invariant

Statement

For every sR and critical point p of a complete descending flow Φ,

Φs(Ws(p))=Ws(p),Φs(Wu(p))=Wu(p).

Facts & Assumptions

Given: A complete descending flow Φ, a critical point p, and sR.

[F1]

Stable and unstable sets are the forward and backward convergence sets (Stable and unstable sets of a critical point).

[F2]

The flow satisfies Φt(Φs(x))=Φt+s(x) and has inverse Φs (The fundamental theorem on flows).

Proof

technique · direct
1.1

If xWs(p), then [F2] gives Φt(Φs(x))=Φt+s(x)p as t, so Φs(x)Ws(p) by [F1]. The same calculation with t proves inclusion for Wu(p).

F1F2given
2.1

Applying step 1.1 with s and using the inverse in [F2] proves the reverse inclusions.

F2step 1.1
3.1

Therefore both stable and unstable sets are invariant under every fixed flow time.

step 1.1step 2.1
CorollaryStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

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 x on the orbit there are tk with Φtk(x)x.

Facts & Assumptions

Given: A nonconstant negative-gradient orbit γ(t)=Φt(x).

[F1]

The function fγ is strictly decreasing (Nonconstant negative-gradient trajectories strictly decrease the function).

Proof

technique · direct
1.1

If the orbit had period T>0, then f(γ(T))=f(γ(0)), contradicting [F1].

F1given
1.2

If Φtk(x)x with tk, fix s>0. For all sufficiently large k, tks, so [F1] gives f(Φtk(x))f(Φs(x))<f(x).

F1given
2.1

Continuity of f makes the left side of step 1.2 tend to f(x), a contradiction. Thus the orbit is not recurrent either.

step 1.2
DefinitionDefinition: Literature-sourcedProof: Not applicablejudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Proper smooth functions and compact Morse slabs

Definition

A continuous map f:MR is proper when f1(C) is compact for every compact CR. For ab, call

f1([a,b])

a compact Morse slab when it is compact. In particular, a proper f has a compact Morse slab for every compact interval [a,b].

PropositionStatement: Literature-sourcedProof: Literature-sourcedjudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

Proper Morse slabs prevent finite-time escape of connecting trajectories

Statement

Let γ:IM be a maximal negative-gradient trajectory. If its image is contained in a compact Morse slab f1([a,b]), then I=R. Consequently, this applies to any trajectory already known to have endpoint levels in [a,b] and to remain in that slab; it is not a blanket noncompact-completeness assertion.

Facts & Assumptions

Given: A maximal negative-gradient trajectory γ:IM with image in the compact slab K=f1([a,b]).

[F1]

A compact Morse slab is a compact inverse image f1([a,b]) (Proper smooth functions and compact Morse slabs).

[F2]

The energy identity makes fγ nonincreasing (A negative-gradient trajectory satisfies the energy identity).

[F3]

Near every point of M, the vector field has unique integral curves on a uniform local time interval (Local existence, uniqueness, and smooth dependence for manifold integral curves).

[F4]

A maximal integral curve cannot have a genuine extension (Through each point there is a unique maximal integral curve).

Proof

technique · direct
1.1

Suppose the right endpoint T of I were finite. The local flow neighbourhoods supplied by [F3] cover the compact set K in [F1], so finitely many suffice; their time radii have a positive minimum ε.

F1F3assume-contra
2.1

Choose tI with Tt<ε. Since γ(t)K, the corresponding local solution from [F3] extends γ beyond T; uniqueness identifies it with γ on the overlap, contradicting [F4].

F3F4step 1.1choosedischarge-contradiction
3.1

The same argument at the left endpoint proves I=R. If endpoint levels lie in [a,b], [F2] verifies the usual monotone trapping in that slab once the trajectory is known to remain between those levels.

F2step 2.1
RemarkRemark: Literature-sourcedProof: Not applicablejudge pass (gpt-5.6-terra)audited 2026-09-06Open item page →

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 R: for f(x)=x3/3, the negative-gradient equation is x˙=x2, and the solution from x0>0 is x(t)=x0/(1x0t), which escapes to + as t1/x0.

5 · Examples, counterexamples and false statements

None yet.

Sources