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Research on reconstruction algorithms for 2D temperature field based on TDLAS

机译:基于TDLAS的二维温度场重构算法研究

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Tunable Diode Laser Absorption Tomography(TDLAT), as a promising technique which combines Tunable Diode Laser Absorption Spectroscopy(TDLAS) and computer tomography, has shown the advantages of high spatial resolution for temperature measurement. Given the large number of tomography algorithms, it is necessary to understand the feature of tomography algorithms and find suitable ones for the specific experiment. This paper illustrates two different algorithms including algebraic reconstruction technique (ART) and simulated annealing (SA) which are implemented using Matlab. The reconstruction simulations of unimodal and bimodal temperature phantom were done under different conditions, and the results of the simulation were analyzed. It shows that for the unimodal temperature phantom, the both algorithms work well, the reconstruction quality is acceptable under suitable conditions and the result of ART is better. But for the bimodal temperature phantom, the result of SA is much better. More specifically, the reconstruction quality of ART is mainly affected by the ray coverage, the maximum deviation for the unimodal temperature phantom is 5.9%, while for the bimodal temperature field, it is up to 25%. The reconstruction quality of SA is mainly affected by the number of the transitions, the maximum deviation for the unimodal temperature phantom is 9.2% when 6 transitions are used which is a little worse than the result of ART; however, the maximum deviation for the bimodal temperature phantom is much better than ART's, which is about 5.2% when 6 transitions are used.
机译:可调二极管激光吸收层析成像技术(TDLAT)是一种将可调二极管激光吸收光谱术(TDLAS)与计算机断层扫描技术相结合的有前途的技术,它具有高空间分辨率的优势,可用于温度测量。鉴于层析成像算法数量众多,有必要了解层析成像算法的功能并找到适合特定实验的层析成像算法。本文说明了两种不同的算法,包括使用Matlab实现的代数重构技术(ART)和模拟退火(SA)。在不同条件下进行了单峰和双峰温度模型的重构仿真,并对仿真结果进行了分析。结果表明,对于单峰温度模型,两种算法均能很好地工作,在合适的条件下重建质量是可以接受的,ART的结果更好。但是对于双峰温度模型,SA的结果要好得多。更具体地说,ART的重建质量主要受射线覆盖范围的影响,单峰温度体模的最大偏差为5.9%,而双峰温度场的最大偏差为25%。 SA的重建质量主要受过渡次数的影响,当使用6个过渡时,单峰温度模型的最大偏差为9.2%,这比ART的结果差一些;但是,双峰温度模型的最大偏差比ART的好得多,当使用6个转换时,最大偏差约为5.2%。

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