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A Load Invariant and High-Speed IoT-Based Electrical Impedance Tomography System

  • Mohamed Elkhalil
  • , Mahmoud Meribout*
  • , Varun Kumar Tiwari
  • , Jing Zhong
  • , Mohamed L. Seghier
  • *此作品的通讯作者
  • College of Computer and Mathematic sciences
  • Khalifa University of Science and Technology
  • Dubai Electricity And Water Authority
  • Department of Biomedical Engineering

科研成果: 期刊稿件 › 文章 › 同行评审

摘要

Electrical impedance tomography (EIT) systems are widely used in various IoT-related fields as they yield real-time performance for 2-D and 3-D image reconstruction, are low-cost, and are not invasive. One of their most critical components is the current source that must deliver a constant amplitude AC electric current within the typical range of 10 kHz to 1 MHz, regardless of the load impedance. A slight fluctuation of the electric current would cause a deviation from the simulated Jacobian matrix, thereby yielding inaccurate image reconstruction. Thus, in practice, EIT is limited to applications where the process medium is highly conductive. This would neglect the load impedance, mitigating the fluctuations in the amplitude of the generated electric current. Consequently, many EIT systems were applied for processes dominantly comprising water, the conductivity of which ranges from 5 S/m for seawater to 5.5 x 10−6 and 5 x 10−3 S/m for pure and drinking water, respectively. Thus, even in the case of high water-cut fluid, unless the water is very salty, the usage of EIT may not be adequate. Indeed, even if the conductivity of the medium is known and high, the gross conductivity formed between a given pair of measuring electrodes depends heavily on the phase’s distribution pattern between them and can be excessively low, causing high electric current fluctuations. Changes in the contact impedance between the electrodes and the process are another major source of current amplitude fluctuations. This article has two contributions. First, it experimentally assesses the effect of the electrical current fluctuations on the accuracy of the EIT image reconstruction using three different cutting-edge and most widely current sources designs. To the authors’ best knowledge, this study is the first of its kind, as all other prior works assume that the electrical current is constant in the formulation of the EIT forward and inverse problems. This article also suggests a new cost-effective measurement circuit design that overcomes fluctuations while providing high-speed data acquisition throughput of up to 2800 frames/s (fps). Extensive system assessment was conducted experimentally, and the associated results show the higher accuracy of the suggested design when using the Gauss-Newton (GN) method in terms of mean-squared error, which was decreased by 75%.

源语言英语
页(从-至)26303-26314
页数12
期刊IEEE Internet of Things Journal
卷12
期14
DOI
出版状态已出版 - 2025

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