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Estimation of Blood Perfusion and Metabolic Heat Generation of Lung Tumor During Cryosurgery

机译:冷冻过程中肺肿瘤的血液灌注和代谢热的估计

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Cryosurgery applies very cold temperature to freeze tumor cells. For accurate treatment, monitoring the temperature field during this process is a must. In this work, we estimated parameters such as metabolic heat generation and blood perfusion rate which are vital to determine the temperature field during cryosurgery. We applied the Quasi-Newton and the Gauss-Newton inverse algorithms to estimate these parameters. Temperature measurements were taken from sensor output. To estimate the parameters, the one-dimensional Pennes' bioheat equation was utilized. The parameters were predicted using least square minimization of the difference between sensor output and estimated temperature values. Once the parameters are obtained, the temperature distribution around the lung tumor at any time can easily be determined. Random initial values were given for both algorithms. The result showed that the Gauss-Newton method has faster convergence rate as compared to the Quasi Newton method in estimating the target parameters. The output of the research will help cryosurgeons to monitor the temperature of the cryoprobe during cryosurgery procedures.
机译:冷冻手术采用非常冷的温度来冷冻肿瘤细胞。为了进行精确处理,必须在此过程中监视温度场。在这项工作中,我们估算了诸如代谢热产生和血液灌注速率之类的参数,这些参数对于确定冷冻手术期间的温度场至关重要。我们应用了拟牛顿和高斯牛顿逆算法来估计这些参数。温度测量是从传感器输出中获取的。为了估算参数,利用了一维Pennes的生物热方程。使用传感器输出和估计温度值之间的差异的最小二乘最小化来预测参数。一旦获得参数,就可以容易地确定任何时间在肺肿瘤周围的温度分布。两种算法均给出了随机初始值。结果表明,与拟牛顿法相比,高斯-牛顿法具有更快的收敛速度。研究的结果将有助于冷冻外科医师在冷冻外科手术过程中监测冷冻探针的温度。

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