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Local strong existence and uniqueness up to exit for locally Lipschitz SDEs
Statement
Assume the data of Locally Lipschitz Itô SDE on an open state domain on , with . Then a local strong solution up to the exit time from exists on the given filtered space. It is unique up to indistinguishability before its maximal lifetime . Equivalently, its stopped solutions on the compact exhaustion form a compatible family as defined in that item. This theorem does not assert that ; a separate non-explosion argument is required.
Facts & Assumptions
Given: AC; the usual filtered Brownian space, open state domain, locally bounded and locally Lipschitz coefficients, and square-integrable initial state from the definition.
A local solution is a compatible family of stopped continuous adapted processes on the compact exhaustion ; its stopped equation is the local Itô integral equation in the definition. Locally Lipschitz Itô SDE on an open state domain
For globally Lipschitz coefficients of linear growth and an -initial state, the SDE has a unique global strong solution on the given filtered space. Global strong well-posedness for Lipschitz Itô SDEs
For a nonempty set in a metric space, . , so the distance to a fixed nonempty set is -Lipschitz
For a scalar predictable finite-energy integrand and one Brownian coordinate , , and . Doob maximal bound for the Ito integral Ito isometry and linearity in predictable L2
Hölder's integral inequality at conjugate exponents gives , applying the scalar estimate to each coordinate for vector . Holder's inequality for integrals, including the endpoint cases
Euclidean Cauchy--Schwarz gives . Cauchy-Schwarz with its equality case, the triangle inequality for , the parallelogram law and polarisation
If a nonnegative continuous satisfies , then for all . Gronwall's integral inequality with variable and constant coefficients
AC is inherited only through the Brownian and Itô-integral interfaces; the truncations, exhaustion and compatibility construction are indexed by . The Axiom of Choice
Proof
Given: The hypotheses and suppliers in the Statement and Facts.
For each , choose scalar piecewise-linear cutoffs and with on , on , on , and on . Put on , extend it by zero outside , and use when . The norm and distance functions are Lipschitz, so is Lipschitz, equals one on , and has compact support inside .
Define and on , extended by zero outside . On a compact neighborhood of their support the original coefficients are bounded and locally Lipschitz; a finite subcover gives a uniform local Lipschitz constant there. Their products with are therefore locally Lipschitz, including at the support boundary where the cutoff vanishes. A compactly supported locally Lipschitz map on is globally Lipschitz: use a finite cover and a Lebesgue number for nearby pairs, and boundedness divided by that Lebesgue number for pairs farther apart. Thus are globally Lipschitz and have linear growth.
By [F2], each truncated equation with coefficients and initial value has a unique global strong solution . If , take its exit time to be zero; otherwise stop at the first exit from . For , stop at the first time either leaves . Before that stop both states lie in , where both truncations equal .
Let up to the common stop , and put , finite by [F2]. Write a finite-energy matrix integral coordinatewise as . Since by [F6], summing the scalar bounds [F4] gives . Apply this to ; boundedness on gives finite energy. The common coefficient Lipschitz constant on , [F5], and now give With , the continuous majorant satisfies and , so [F7] gives . Hence the truncated solutions agree until either exits ; continuity makes those exit times equal, and stopped at equals stopped there.
The stopped family is compatible by step 4.1 and satisfies the stopped integral equation because each cutoff equals the original coefficients on . The exit times increase, since the compact sets are nested and the paths agree up to each earlier exit. Since , its lifetime and common values before give a local strong solution in the sense of [F1]. For any two local solutions, their -stopped path suprema are bounded by and hence are square-integrable; the same difference estimate therefore proves equality up to the minimum of their lifetimes. AC is exactly [A1].
Depends on
- Locally Lipschitz Itô SDE on an open state domain
- Global strong well-posedness for Lipschitz Itô SDEs
- $|d(x,A) - d(y,A)| \le d(x,y)$, so the distance to a fixed nonempty set is $1$-Lipschitz
- Cauchy-Schwarz $\lvert\langle x,y\rangle\rvert \le \lVert x\rVert_2\lVert y\rVert_2$ with its equality case, the triangle inequality for $\lVert\cdot\rVert_2$, the parallelogram law and polarisation
- Holder's inequality for integrals, including the endpoint cases
- Ito isometry and linearity in predictable L2
- Doob maximal bound for the Ito integral
- Gronwall's integral inequality with variable and constant coefficients
- The Axiom of Choice
Used by
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Sources
- Desmond J. Higham, Xuerong Mao and Andrew M. Stuart, Strong convergence of Euler-type methods for nonlinear stochastic differential equations, §3 (standard reference, not scraped)
- Martin Hutzenthaler, Arnulf Jentzen and Peter E. Kloeden, Strong convergence of an explicit numerical method for SDEs with nonglobally Lipschitz continuous coefficients, §1 (standard reference, not scraped)