Evaluates the influence of different sampling methods on residual estimates in analytical models, indicating their significance in estimation accuracy.
CDN-376 tests whether the finite-distance residual witness from CDN-375 depends on a single Monte Carlo probe cloud. The analytic scope-mass ladder is left unchanged, while the residual estimator H = RMS(delta a - T_fit x) / RMS(delta a) is recomputed using seven probe samplers: three independent Monte Carlo volume clouds, Halton low-discrepancy volume sampling, a deterministic cube grid, a Fibonacci shell, and radial shells. The result shows that the residual values shift with sampler weighting, but the scope-threshold structure survives: at H <= 0.03, axial binary passes at D/r0=7.0 for all samplers, planar ring at D/r0=10.0 for all samplers, and axial single at D/r0=40.0 except for the pure shell sampler, which gives D/r0=56.0. The Monte Carlo blob is therefore an estimator, not the physics claim.
No takes yet. Share an insight, caveat, or question.
Nicky Joseph Hubertus Catharina Hacquier (2026) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: