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Symmetric, optimization-based, cross-element compatible nodal distributions for high-order finite elements

Julian M. Kaufmann and Matthew J. Zahr

Vol. 20 (2025), No. 1, 119–146
DOI: 10.2140/camcos.2025.20.119
Abstract

We present a general framework to construct symmetric, well-conditioned, cross-element compatible nodal distributions that can be used for high-order and high-dimensional finite elements. Starting from the inherent symmetries of an element geometry, we construct node groups in a systematic and efficient manner utilizing the natural coordinates of each element, while ensuring nodes stay within the elements. Proper constraints on the symmetry group lead to nodal distributions that ensure cross-element compatibility (i.e., nodes of adjacent elements are co-located) on both homogeneous and mixed meshes. The final nodal distribution is defined as a minimizer of an optimization problem over symmetry group parameters with linear constraints that ensure nodes remain with an element and enforce other properties (e.g., cross-element compatibility). We demonstrate the merit of this framework by comparing the proposed optimization-based nodal distributions with other popular distributions available in the literature, and its robustness by generating optimized nodal distributions for otherwise difficult elements (such as simplex and pyramid elements). All nodal distributions are tabulated in the optnodes package optnodes.

Keywords
finite elements, optimal nodal distribution, Lebesgue constant
Mathematical Subject Classification
Primary: 65N30
Milestones
Received: 3 October 2024
Revised: 7 February 2025
Accepted: 3 March 2025
Published: 10 April 2025
Authors
Julian M. Kaufmann
Department of Aerospace and Mechanical Engineering
University of Notre Dame
Notre Dame, IN
United States
Matthew J. Zahr
Department of Aerospace and Mechanical Engineering
University of Notre Dame
Notre Dame, IN
United States