Abstract

Subtraction-based techniques are known for being theoretically rigorous and accurate methods for solving the forward problem in electroencephalography (EEG-FP) by means of the finite-element method. Within them, the projected subtraction (PS) approach is generally adopted because of its computational efficiency. Although this technique received the attention of the community, its sensitivity to degenerated elements is still poorly understood. In this paper, we investigate the impact of low-quality tetrahedra on the results computed with the PS approach. We derived upper bounds on the relative error of the element source vector as a function of geometrical features describing the tetrahedral discretization of the domain. These error bounds were then utilized for showing the instability of the PS method with regards to the mesh quality. To overcome this issue, we proposed an alternative technique, coined projected gradient subtraction (PGS) approach, that exploits the stability of the corresponding bounds. Computer simulations showed that the PS method is extremely sensitive to the mesh shape and size, leading to unacceptable solutions of the EEG-FP in case of using suboptimal tessellations. This was not the case of the PGS approach, which led to stable and accurate results in a comparable amount of time. Solutions of the EEG-FP computed with the PS method are highly sensitive to degenerated elements. Such errors can be mitigated by the PGS approach, which showed better performance than the PS technique. The PGS is an efficient method for computing high-quality lead field matrices even in the presence of degenerated elements.

Highlights

  • T HE impact of the domain discretisation utilised for solving boundary value problems based on the finite element method (FEM) has been largely recognised

  • In this paper we present a detailed analysis on the relation between the mesh geometry and the numerical accuracy in the solution of the forward problem in electroencephalography (EEG-FP)

  • We have shown that numerical solutions of the EEG-FP computed with the projected subtraction (PS) method are highly sensitive to low quality tetrahedra

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Summary

Introduction

T HE impact of the domain discretisation utilised for solving boundary value problems based on the finite element method (FEM) has been largely recognised. In the case of using tetrahedral meshes, it is accepted that elements should be as equilateral as possible, avoiding flat and skewed tetrahedra. This firmly-established rule is utilised in a wide variety of Manuscript received October 31, 2017; revised January 26, 2018 and March 16, 2018; accepted April 8, 2018. Only suboptimal elements are reachable in realistic situations comprising convoluted geometries. For this reason, gaining insights into the relation between the mesh geometry and the numerical accuracy of a technique is fundamental for understanding its sensitivity to the mesh, and a key indicator of its robustness [1]

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