网格单元和超参数对二维电阻抗层析模型的影响

Priyanka Hankare, A. Cheeran
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引用次数: 0

摘要

体表电极用于电阻抗断层扫描(EIT)测试。这些测试产生电导率分布的图像。图像重建主要依靠传感器电极通过实验或测试获得的数据。由于引入噪声和系统矩阵的不良调理导致的数据污染使重建技术具有挑战性。为了给出病态EIT问题的稳定精确解,引入了标量超参数形式的先验知识。在重建过程中,网格单元的数量起着至关重要的作用。本文提出了网格单元数对重构影响的对比分析。并提出了重构的最优网格单元数。并给出了超参数变化对上述算法重构的影响。
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Effect of Mesh Elements and Hyper-parameter over 2-Dimensional Electrical Impedance Tomography Model
Body surface electrodes are used in electrical impedance tomography (EIT) tests. These tests yields an image of the conductivity distribution. Image reconstruction mainly depends on data obtained from sensor electrodes through experiments or tests. Data contamination due to introduction of noise and poor conditioning of the system matrix makes the reconstruction techniques challenging. To give a stable and accurate solution to an ill conditioned EIT problem some form of prior knowledge is introduced by a scalar hyperparameter. Number of mesh elements used during reconstruction process plays a vital role. This paper proposes the comparative analysis of effect of number of mesh elements on reconstruction. Also the optimum number of mesh elements for reconstruction are proposed. Also the effect of change of hyperparameter on reconstruction is shown for above mentioned algorithms.
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