ICON₁₀: Numerical Validation Suite (Non-local & FEM)
Abstract
1. The Discretisation Challenge for Non-Local Operators.Classical numerical methods for elliptic PDEs assume sparse stiffness matrices arising from local differential operators. However, non-local constitutive laws—essential for nanoconfined transport where correlation lengths ξ approach the domain size L—generate dense integro-differential systems that destroy this sparsity. The central challenge is structure preservation: discretising the continuous operator whilst maintaining its mathematical properties (coercivity, self-adjointness, positivity) to guarantee convergence without spectral pollution. 2. Dual-Stage Validation Protocol.This suite implements a two-tier benchmarking framework to de-risk the numerical infrastructure.- Stage I (Local Baseline): P1-Galerkin FEM for variable-coefficient elliptic PDEs -∇·(ε(x)∇φ) = f with Gaussian permittivity profile ε(x) = ε∞ + (ε₀-ε∞)exp(-x²/2ξ²). Exact 5-point Gaussian quadrature handles spatial variation; Nitsche's method imposes boundary conditions.- Stage II (Non-local Target): Collocation scheme for the integral operator ∫K_ξ(|x-y|)(φ(x)-φ(y))dy with Gaussian kernel. Adaptive quadrature resolves kernel singularity; dense matrix assembly tests computational scalability.- Validation Metric: Method of Manufactured Solutions (MMS) with analytical error quantification in L² and H¹ norms. 3. Validation Results (Convergence Analysis). A. Variable-Coefficient FEM (Local Baseline).Manufactured solution φ(x) = (L²/4 - x²)² with inhomogeneous permittivity. The solver achieves theoretical optimal convergence: EOC = 2.02 in L² norm (theoretical: 2.00) and EOC = 1.45 in H¹ seminorm, consistent with Céa's Lemma for P1 elements. Matrix conditioning scales as κ(A) ~ h⁻², confirming well-posedness. Effective permittivity error: 6.12×10⁻⁸%. B. Non-local Integral Operator (Target Validation).Manufactured solution φ(x) = sin(2πx/L) with Gaussian kernel K_ξ(r) ∝ exp(-r²/2ξ²). The collocation scheme achieves stable convergence: EOC = 1.78 in L² (reduced rate reflects kernel regularity K ∈ C^{0,β}), EOC = 1.60 in H¹. No spectral pollution or Gibbs oscillations observed. The solver reproduces the analytical confinement-induced anisotropy ratio λ∥/λ⊥ with relative error 1.85×10⁻⁷%, confirming geometric structure preservation. 4. Computational Implications.The successful validation across both local and non-local regimes confirms that integro-differential constitutive laws can be discretised with comparable robustness to standard elliptic PDEs. The dual-stage protocol separates discretisation error (controlled by mesh refinement) from model error (inherent to the operator form), enabling systematic verification of structure-preserving properties. This framework provides the computational foundation for discovering and validating emergent non-local transport operators in nanoconfined systems. The production implementation (T4.1) extends this validation to Conforming Galerkin schemes with H-matrix compression for O(N log N) complexity.
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 5 January 2026