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Bootstrap closure and nonlinear stability boundaries — Examples

1 · Prerequisites

2 · Summary

3 · Logical flowchart

4 · Definitions, postulates, theorems and proofs

None yet.

5 · Examples, experiments and counterexamples

ExampleConstruction: AI-generatedVerification: AI-generatedprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Bootstrap closure and nonlinear stability boundaries — model 1

Example

Let E:[0,Tmax⁡)→[0,∞) be continuous, let E0≥0, C>0, ϵ>0 and δ>0 be dimensionless, and suppose for every finite t<Tmax⁡ that

E(t)≤E0+Cϵ∫0t(1+s)−1−δE(s) ds.

Use the dimensionless thresholds A,ϵ,η in the cited continuation contract, with 2Aϵ2<η. Then

E(t)≤E0exp⁡ ⁣(Cϵδ[1−(1+t)−δ])≤E0eCϵ/δ.

Use the positive dimensionless thresholds A, ϵ and η of the continuation contract below, with 2Aϵ2<η. If E0eCϵ/δ<Aϵ2, this scalar estimate gives the strict improvement required by that contract. It supplies no Einstein decay estimate; an application must prove this integral inequality and its continuation margins separately.

Example references

Facts & Assumptions

Given: The inequality in the Example on every compact interval; E0≥0; C,ϵ,δ>0; and dimensionless time t≥0.

[F1]

Gronwall's integral inequality with variable and constant coefficients: if continuous u,a,b on [0,T] satisfy u,b≥0 and u(t)≤a(t)+∫0tb(s)u(s) ds, then for nondecreasing a, u(t)≤a(t)exp⁡(∫0tb).

[F2]

Real powers for positive bases, with the zero-base positive-exponent convention: for a positive base x, xα=exp⁡(αlog⁡x) for every real α.

[F3]

Continuity and derivatives of positive-base real powers: on x>0, (xα)′=αxα−1.

[F4]
[F5]

The second fundamental theorem: if G is differentiable on [a,b] with G′=f and f is integrable, then ∫abf=G(b)−G(a): for differentiable G on a compact interval with integrable derivative, ∫abG′(s) ds=G(b)−G(a).

[F7]

The exponential function is strictly increasing: exp⁡ is strictly increasing on R.

[F8]

The real exponential function and the number e by a power series: the power-series definition gives exp⁡(0)=1.

[F9]

A quantitative continuation and bootstrap contract: fix an evolution problem and solution class, a continuous nonnegative dimensionless energy E of a solution, constants A,ϵ,η>0 with 2Aϵ2<η, and finitely many margin functions mj:[0,Tmax⁡)→R with thresholds μj>0. The separately supplied continuation criterion extends a finite-endpoint solution in the same class whenever E≤η and every mj≥μj throughout its interval. A solution is maximal if no agreeing extension past its finite right endpoint exists in that class.

[F10]

Open-closed bootstrap continuation: for a maximal solution satisfying [F9]'s continuation contract, an improvement E≤2Aϵ2⇒E≤Aϵ2 on every finite [0,T] with T<Tmax⁡, from E(0)<Aϵ2, closes the bound; if every listed margin persists throughout [0,Tmax⁡), then Tmax⁡=∞.

Verification

1.1givenF1algebra

On any finite [0,T], set u=E, a(t)=E0 and b(t)=Cϵ(1+t)−1−δ. These functions satisfy [F1]'s continuity and nonnegativity hypotheses, and a is nondecreasing. Therefore E(t)≤E0exp⁡ ⁣(Cϵ∫0t(1+s)−1−δ ds).

2.1step 1.1F2F3F4F5F6F7F8algebra

For t=0 the integral is zero. For t>0, the function G(s)=−δ−1(1+s)−δ has derivative G′(s)=(1+s)−1−δ by [F3] and [F4]; G′ is continuous on [0,T]. Applying [F5] gives ∫0t(1+s)−1−δ ds=δ−1[1−(1+t)−δ]. By [F2] and [F6], (1+t)−δ>0, so the exponent q(t):=Cϵδ[1−(1+t)−δ] satisfies q(t)≤Cϵ/δ. By [F7], exp⁡(q(t))≤exp⁡(Cϵ/δ); since Cϵ/δ>0, [F7] and [F8] give exp⁡(Cϵ/δ)>1. As E0≥0, these inequalities prove both displayed bounds and E0≤E0exp⁡(Cϵ/δ).

3.1givenF9F10step 2.1algebra∎

If additionally E0eCϵ/δ<Aϵ2, the bound in step 2.1 implies E(t)<Aϵ2 on every finite [0,T] with T<Tmax⁡ and E(0)≤E0<Aϵ2. Thus the strict improvement required by [F9] holds whenever its hypothesis E≤2Aϵ2 holds. For a continuation application, assume in addition that this E is the normalized energy of a maximal solution of a fixed evolution problem in the solution class of [F9], that the problem satisfies the stated finite-endpoint continuation criterion, and that mj(t)≥μj for every listed j and every t<Tmax⁡. All hypotheses of [F10] now hold, so Tmax⁡=∞. These solution, continuation and margin hypotheses are separate inputs, not consequences of the scalar inequality.

ExampleConstruction: AI-generatedVerification: AI-generatedprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Bootstrap closure and nonlinear stability boundaries — model 2

Example

Let E:[0,Tmax⁡)→[0,∞) be continuous, let E0≥0, C>0 and ϵ>0 be dimensionless, and suppose for every finite t<Tmax⁡ that

E(t)≤E0+Cϵ∫0t(1+s)−1E(s) ds.

Use the dimensionless thresholds A,ϵ,η in the cited continuation contract, with 2Aϵ2<η. Gronwall gives the polynomial upper bound E(t)≤E0(1+t)Cϵ. This inequality alone does not supply a uniform improvement: with Cϵ=1, E0=1 and E(t)=1+t, equality holds. Let B=Aϵ2>1 for the thresholds in the continuation contract below; then 2B<η. On the finite slab 0≤t≤B this example has E(0)<B, E(t)≤2B, but E(B)>B. Thus the bootstrap implication from 2B to B fails on that slab.

Example references

Facts & Assumptions

Given: The inequality in the Example on every compact interval; E0≥0; C,ϵ>0; and dimensionless time t≥0.

[F1]

Gronwall's integral inequality with variable and constant coefficients: if continuous u,a,b on [0,T] satisfy u,b≥0 and u(t)≤a(t)+∫0tb(s)u(s) ds, then for nondecreasing a, u(t)≤a(t)exp⁡(∫0tb).

[F2]

The natural logarithm has derivative 1/x and equals the integral from 1 to x of 1/t: log⁡′(x)=1/x for x>0 and log⁡x=∫1xdu/u.

[F3]

Real powers for positive bases, with the zero-base positive-exponent convention: for positive x, xα=exp⁡(αlog⁡x).

[F5]

The second fundamental theorem: if G is differentiable on [a,b] with G′=f and f is integrable, then ∫abf=G(b)−G(a): for differentiable G on a compact interval with integrable derivative, ∫abG′(s) ds=G(b)−G(a).

[F6]

A quantitative continuation and bootstrap contract: the bootstrap input and strict output are E≤2Aϵ2 and E≤Aϵ2, respectively, with 2Aϵ2<η.

[F7]

Open-closed bootstrap continuation: the required contract implication must hold on every compact subinterval before the continuation conclusion applies.

Verification

1.1givenF1F2F4F5algebra

The case t=0 is immediate. For finite t>0, set u=E, a(s)=E0 and b(s)=Cϵ(1+s)−1 on [0,t]. The given inequality holds there; u is continuous and nonnegative, a is a nonnegative constant and hence nondecreasing, and b is continuous and nonnegative, so [F1] applies and gives E(t)≤E0exp⁡ ⁣(Cϵ∫0t(1+s)−1 ds). Since 1+s>0, [F2] and [F4] give G′(s)=(1+s)−1 for G(s)=log⁡(1+s); this derivative is continuous. By [F5], ∫0t(1+s)−1 ds=G(t)−G(0)=log⁡(1+t).

1.2givenF5algebra

For the stated boundary example take Tmax⁡=∞, set Cϵ=1, E0=1 and E(t)=1+t. Then Cϵ(1+s)−1E(s)=1. The function H(s)=s has continuous, hence integrable, derivative 1, so [F5] gives ∫0t1 ds=H(t)−H(0)=t for t>0; for t=0, both sides equal 1. Thus E0+Cϵ∫0t(1+s)−1E(s) ds=1+t=E(t).

2.1step 1.1F3algebra

By [F3], exp⁡(Cϵlog⁡(1+t))=(1+t)Cϵ, which proves the stated polynomial upper bound on every finite subinterval.

3.1givenF6F7step 1.2algebra∎

Put T=B. Because B>1, for 0≤t≤B we have E(0)=1<B and E(t)≤1+B≤2B, but E(B)=1+B>B. Thus the contract's input condition holds on [0,B] while its claimed improvement fails there; [F7] cannot be applied from this integral inequality alone.

Sources