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Quasi-Newton Method in Electrical Resistance Tomography for Measurement of Two-phase Flow

机译:电阻层析成像中的准牛顿法用于测量两相流

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Electrical Resistance Tomography (ERT) is one of new methods for parameters measurement of two-phase flow. The image reconstruction algorithm is one of key parts of ERT system. Based on the optimization principle of BFGS algorithm (one kind of the Quasi-Newton methods), a new image reconstruction algorithm of ERT for two-phase flow is proposed. To satisfy the requirement of real-time measurement of two-phase flow, the new algorithm (the modified BFGS algorithm), which results in computation decreasing and image reconstruction speed rising, selects an inexact search direction and the Hessian matrices of the objective function are replaced with identity matrix. Real-tune experiments show that the reconstruction speed of the modified BFGS algorithm is slightly slower than that of the commonly used sensitivity coefficient algorithm. However, the quality of images reconstructed by the modified BFGS algorithm is far higher than that of images obtained by the sensitivity coefficient algorithm.
机译:电阻层析成像(ERT)是用于测量两相流参数的新方法之一。图像重建算法是ERT系统的关键部分之一。基于BFGS算法的优化原理(一种拟牛顿方法),提出了一种新的两相流ERT图像重建算法。为满足两相流实时测量的要求,新算法(改进的BFGS算法)导致计算量减少,图像重建速度提高,选择了不精确的搜索方向,目标函数的Hessian矩阵为替换为单位矩阵。实际实验表明,改进的BFGS算法的重建速度比常用的灵敏度系数算法稍慢。但是,通过改进的BFGS算法重建的图像质量远高于通过灵敏度系数算法获得的图像质量。

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