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Mean-field vortex blob error budget with signed particles, force quadrature, and RK4
Statement
Assume AC and Countable Choice. Let be a smooth finite signed vorticity density on with finite first moment, transported by a sign-preserving characteristic flow satisfying and , where is the singular kernel in Smooth mollified Biot-Savart kernel. Assume , , and the flow transports each Jordan part to the corresponding Jordan part. Put . Let be a finite signed particle measure whose positive and negative Jordan masses respectively equal those of , with finite first moment, and with consolidated atoms whose positive and negative supports are disjoint; thus . Let .
Fix . For every time and force location , suppose the force integrand lies in and its fourth partial derivatives satisfy the uniform bounds . Let the tensor Simpson evaluator use the even panel counts and widths in Tensor composite Simpson error for a two-dimensional force integral, and define its residual by . Thus Assume this residual is the same correction function for every particle, , and the corrected regularized particle flow preserves the two Jordan parts. Write for the exact solution from of and set . Assume the resulting nonautonomous field is jointly on an open time-state domain , with derivatives through order four bounded on a common compact convex tube containing all exact paths and RK4 stages. Let be the RK4 states from the same initial data for this ODE, and define . Let for an integer and define if , and if , where are the constants in Fourth-order global error for RK4 on a regularized vortex particle tube. Then where is a one-variable global Lipschitz constant for ; the induced two-variable constant for is also . The terms are initial signed particle approximation, blob regularization, force quadrature, and RK4 time error. The constants may depend on , particle count, and the tube; no uniform singular limit as is claimed.
The RK4 tube condition in the Statement includes all numerical grid states and every stage generated at each grid step from both the exact solution start and the numerical start; both one-step maps are defined.
Facts & Assumptions
Given: The sign-preserving smooth Euler characteristic flow and its density bound; consolidated signed initial particles with the stated masses and coupling cost; the common smooth quadrature force correction; and the compact tube with its RK4 derivative bounds.
Assume AC for the signed Jordan parts and Countable Choice for the mollifier consistency estimate (The Axiom of Choice, The Axiom of Countable Choice ()).
The mollified Biot-Savart force differs from the singular Euler force by at most (L1 consistency of the mollified Biot-Savart kernel).
The tensor Simpson force residual is bounded by the displayed (Tensor composite Simpson error for a two-dimensional force integral).
For sign-matched flows with two bounded force defects, the bounded-Lipschitz difference is bounded by times the initial split cost plus the integrated defect (Signed Dobrushin stability with bounded force defects).
RK4 on the controlled regularized particle tube has state error at most (Fourth-order global error for RK4 on a regularized vortex particle tube).
The bounded-Lipschitz discrepancy is the dual supremum for signed measures; in particular , and the split cost of two zero measures is zero (Bounded-Lipschitz dual discrepancy for finite signed measures, Sign-preserving transport cost for finite signed measures).
For a finite signed measure, . Under the stated consolidation and disjoint-sign-support assumptions, the explicit positive and negative atomic parts are mutually singular, so uniqueness of Jordan parts and this formula give (Jordan decomposition of a signed measure into unique mutually singular positive parts, For a signed measure, total variation is nu-plus plus nu-minus, finite partitions suffice, and nu-plus and nu-minus are extremal).
Proof
If , then and [F6] gives , hence every particle weight is zero. Thus both vorticity measures vanish at time . By [F5], and the displayed bound is zero; hence the conclusion holds. Suppose . By [F1] and the bound , the exact Euler flow, when written with interaction kernel , has an additive force defect at most . The tensor evaluator contributes the second additive defect at most by [F2].
By consolidation and disjointness of the positive and negative atomic supports, the finite measures and are mutually singular positive measures whose difference is . Uniqueness of Jordan parts and [F6] therefore give . Couple each exact force-evaluated particle trajectory to its RK4 trajectory using the same signed particle label. The state error in [F4] is the Euclidean norm on the full particle state, so each particle-block displacement is no larger than . For every bounded 1-Lipschitz test, the change in its signed integral is at most .
Apply [F3] to the exact Euler characteristic flow and the common sign-preserving force-evaluated regularized flow, using initial split cost , total variation mass , and summed defect . It gives
For each admissible bounded-Lipschitz test, insert the exact force-evaluated particle measure between the Euler and RK4 measures. The scalar triangle inequality bounds the full difference by the right side of step 2.1 plus the displacement bound in step 1.2. Taking the supremum over tests proves the displayed error budget.
Remarks
This theorem is conditional on a smooth finite-time Euler solution, matched signed initial masses, a common sign-preserving quadrature force field, and the compact RK4 tube. It makes no claim for singular initial vorticity, arbitrary-sign particle sampling without a split coupling, or a rate uniform in .
Depends on
- Bounded-Lipschitz dual discrepancy for finite signed measures
- Sign-preserving transport cost for finite signed measures
- The Axiom of Choice
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
- Jordan decomposition of a signed measure into unique mutually singular positive parts
- For a signed measure, total variation is nu-plus plus nu-minus, finite partitions suffice, and nu-plus and nu-minus are extremal
- Smooth mollified Biot-Savart kernel
- The mollified Biot-Savart kernel is smooth and globally Lipschitz
- Equal-probability mean-field and weighted signed vortex particle systems
- Signed Dobrushin stability with bounded force defects
- L1 consistency of the mollified Biot-Savart kernel
- Tensor composite Simpson error for a two-dimensional force integral
- Fourth-order global error for RK4 on a regularized vortex particle tube
Used by
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Sources
- J. Liu and X. Xin, Convergence of Vortex Methods for Weak Solutions to the 2-D Euler Equations with Vortex Sheet Data (standard reference, not scraped)
- Gregory R. Baker and Lan D. Pham, A Comparison of Blob Methods for Vortex Sheet Roll Up (standard reference, not scraped)
- François Golse, Mean-Field Limits in Statistical Dynamics, Lecture 1 (standard reference, not scraped)