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Reconstruction of electrical capacitance tomography images based on fast linearized alternating direction method of multipliers for two-phase flow system

机译:基于快速线性化交替方向乘子法的两相流系统电容层析成像图像重建

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摘要

Electrical capacitance tomography (ECT) has been applied to two-phase flow measurement in recent years. Image reconstruction algorithms play an important role in the successful applications of ECT. To solve the il-posed and nonlinear inverse problem of ECT image reconstruction, a new ECT image reconstruction method based on fast lin-earized alternating direction method of multipliers (FLADMM) is proposed in this paper. On the basis of theoretical analysis of compressed sensing (CS), the data acquisition of ECT is regarded as a linear measurement process of permittivity distribution signal of pipe section. A new measurement matrix is designed and L1 regularization method is used to convert ECT inverse problem to a convex relaxation problem which contains prior knowledge. A new fast alternating direction method of multipliers which contained linearized idea is employed to minimize the objective function. Simulation data and experimental results indicate that compared with other methods, the quality and speed of reconstructed images are markedly improved. Also, the dynamic experimental results in-dicate that the proposed algorithm can fulfil the real-time requirement of ECT systems in the application.
机译:近年来,电容断层扫描(ECT)已应用于两相流量测量。图像重建算法在ECT的成功应用中发挥着重要作用。为了解决ECT图像重建的IL构成和非线性逆问题,本文提出了一种基于乘法器(FLADMM)快速LIN耳的交替方向方法的新的ECT图像重建方法。基于压缩检测的理论分析(CS),ECT的数据采集被认为是管道介电常分布信号的线性测量过程。设计了一种新的测量矩阵,并且L1正则化方法用于将ECT逆问题转换为包含先验知识的凸松弛问题。采用了包含线性化思想的乘法器的一种新的快速交替方向方法来最小化目标函数。仿真数据和实验结果表明,与其他方法相比,重建图像的质量和速度明显改善。此外,动态实验结果归因于该算法可以满足应用程序中的ECT系统的实时要求。

著录项

  • 来源
    《中国化学工程学报(英文版)》 |2016年第5期|597-605|共9页
  • 作者单位

    School of Information and Control Engineering, Liaoning Shihua University, Fushun 113001, China;

    School of Information and Control Engineering, Liaoning Shihua University, Fushun 113001, China;

    School of Information and Control Engineering, Liaoning Shihua University, Fushun 113001, China;

    School of Information and Control Engineering, Liaoning Shihua University, Fushun 113001, China;

  • 收录信息 中国科学引文数据库(CSCD);中国科技论文与引文数据库(CSTPCD);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
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  • 入库时间 2022-08-19 03:47:47
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