Northwestern Events Calendar

Feb
12
2025

ECE "Meet-the-Faculty" Seminar: Matthew Grayson

When: Wednesday, February 12, 2025
11:00 AM - 12:00 PM CT

Where: Technological Institute, L440, 2145 Sheridan Road, Evanston, IL 60208 map it

Audience: Faculty/Staff - Student - Post Docs/Docs - Graduate Students

Contact: Catherine Healey   (847) 467-4620

Group: Department of Electrical and Computer Engineering (ECE)

Category: Academic

Description:

Electrical impedance tomography (EIT) is a noninvasive imaging method whereby electrical measurements on the periphery of a heterogeneous conductor are inverted to map its internal conductivity. The EIT method proposed here aims to improve computational speed and noise tolerance by introducing sensitivity volume as a figure-of-merit for comparing EIT measurement protocols. Each measurement is shown to correspond to a sensitivity vector in model space, such that the set of measurements subtends a sensitivity volume in model space. A maximal sensitivity volume identifies the measurement protocol with the greatest sensitivity and greatest mutual orthogonality between measurements. The sensitivity volume method allows the model space dimension to be minimized to match that of the data space, and the data importance to be increased within an expanded space of measurements defined by an increased number of contacts. The reduction in model space dimension increases computational efficiency and accelerates tomographic inversion by several orders of magnitude, while the enhanced sensitivity tolerates higher noise levels up to several orders of magnitude larger than standard methods. Preliminary experimental results and implementations in 2D and 3D test systems and devices are shown.

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