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使用3D打印体模和蔗糖晶体团聚体评估在低电导率溶液中进行二维电阻层析成像的定量评估。

Quantitative Evaluations with 2d Electrical Resistance Tomography in the Low-Conductivity Solutions Using 3d-Printed Phantoms and Sucrose Crystal Agglomerate Assessments.

作者信息

Rao Guruprasad, Sattar Muhammad Awais, Wajman Radosław, Jackowska-Strumiłło Lidia

机构信息

Institute of Applied Computer Sciences, Lodz University of Technology, 90-924 Lodz, Poland.

出版信息

Sensors (Basel). 2021 Jan 14;21(2):564. doi: 10.3390/s21020564.

Abstract

Crystallization is a significant procedure in the manufacturing of many pharmaceutical and solid food products. In-situ electrical resistance tomography (ERT) is a novel process analytical tool (PAT) to provide a cheap and quick way to test, visualize, and evaluate the progress of crystallization processes. In this work, the spatial accuracy of the nonconductive phantoms in low-conductivity solutions was evaluated. Gauss-Newton, linear back projection, and iterative total variation reconstruction algorithms were used to compare the phantom reconstructions for tap water, industrial-grade saturated sucrose solution, and demineralized water. A cylindrical phantom measuring 10 mm in diameter and a cross-section area of 1.5% of the total beaker area was detected at the center of the beaker. Two phantoms with a 10-mm diameter were visualized separately in noncentral locations. The quantitative evaluations were done for the phantoms with radii ranging from 10 mm to 50 mm in demineralized water. Multiple factors, such as ERT device and sensor development, Finite Element Model (FEM) mesh density and simulations, image reconstruction algorithms, number of iterations, segmentation methods, and morphological image processing methods, were discussed and analyzed to achieve spatial accuracy. The development of ERT imaging modality for the purpose of monitoring crystallization in low-conductivity solutions was performed satisfactorily.

摘要

结晶是许多药品和固体食品制造过程中的一个重要步骤。原位电阻层析成像(ERT)是一种新型的过程分析工具(PAT),它提供了一种廉价且快速的方法来测试、可视化和评估结晶过程的进展。在这项工作中,评估了低电导率溶液中不导电体模的空间精度。使用高斯-牛顿法、线性反投影法和迭代全变差重建算法来比较自来水、工业级饱和蔗糖溶液和去离子水中体模的重建效果。在烧杯中心检测到一个直径为10毫米、横截面积占烧杯总面积1.5%的圆柱形体模。两个直径为10毫米的体模在非中心位置分别被可视化。对去离子水中半径从10毫米到50毫米的体模进行了定量评估。为实现空间精度,讨论并分析了多个因素,如ERT设备和传感器的开发、有限元模型(FEM)的网格密度和模拟、图像重建算法、迭代次数、分割方法和形态图像处理方法。用于监测低电导率溶液中结晶过程的ERT成像模态开发取得了令人满意的结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f3f5/7830363/f81cf4bd8ce7/sensors-21-00564-g0A1a.jpg

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