简单自相关代数迭代重建算法

创建了简单自相关代数迭代重建算法(simple self-correlative algebraic reconstruction technique, SSCART),分析了其重建效果。采用数值模拟的方法,对代数迭代法(algebraic reconstruction technique, ART)与SSCART两种算法进行了计算机模拟,分析了模拟效果和重建精度。结果发现,SSCART算法的重建精度均方误差(mean square error, MSE)指标在10-4数量级上比ART的降低了65%[(ART的MSE值-SSCART的MSE)/ART的MSE],峰值相对误差(peak error, PE)指标在10-2数量级上降低了99.9%。计算上仅仅比ART多1个除数因子,所以SSCART具有算法简单、易于实现、重建精度高、稳定性好等优点。就作者检索的文献看是目前最优秀的代数迭代法。     

基于偏折光谱的非线性迭代层析数值模拟

模拟流场,校验自研发的偏折层析系统。根据光线偏折的光学原理,以及层析的数学、物理意义,研究开发了偏折层析程序。结合自研发的简单自相关代数迭代重建技术(simple self-correlative algebraic reconstruction technique：SSART),开发了一种新的层析系统,文章称“基于偏折光谱的非线性迭代层析系统”。用Gauss函数模拟复杂流场的一个切片,根据偏折层析算法计算该切片的偏折光谱,从偏折光谱中提取投影。采用SSART迭代重建算法重建截面。比较模拟重建结果与原场的差别,采用均方差 (mean-square error：MSE)和峰差(peak error：PE)指数标定重建效果,以检验算法的有效性。结果发现,应用开发的偏折层析程序,采用SSART迭代算法,能够精确重建模拟场,MSE稳定在0.000 09～0.000 11范围,PE稳定在0.007～0.013之间。因此,基于偏折光谱的非线性迭代层析系统能够根据偏折信息精确重建复杂流场。     

有限角光学计算机层析重建中的投影采样研究

针对光学计算机层析术(Optical Computerized Tomography,OCT)中有限角条件下的严重非完全数据重建问题,提出了正交投影采样,结合基于改进的代数重建术(ART)的先验知识算法,以在尽可能少的投影方向数下较好地重建含遮挡物的三维流场。通过计算机模拟,详细讨论了在有限角条件下含遮挡物的三维流场的非完全数据重建精度及误差分析。结果表明,在有限角及含遮挡物条件下,采用正交投影采样可以极大地减少严重非完全数据重建中的误差,提高重建精度,从而为将光学计算机层析术应用于非完全数据的实测中提供了参考。     

光学层析技术中常见迭代重建算法的误差分析

为了得到较好的重建结果,对光学层析技术中常见迭代重建算法中的代数重建算法(ART)和同时迭代重建算法(SIRT)的重建参数进行分析,通过选择重建参数和计算机数值模拟达到重建要求.计算机数值模拟证明了松弛因子的选择对迭代重建算法的重建结果有非常重要的影响.在ART算法中,其他重建条件一定,松弛因子太大或太小时重建误差都会增大,松弛因子在0.4～1.5范围内时重建精度基本满足要求,最优松弛因子约为0.8;在SIRT算法中,松弛因子在4～12范围内时重建精度基本满足要求,最优松弛因子约为12.总结出代数重建算法和同时迭代重建算法不同条件下松弛因子选择的规律.在ART算法中,投影方向数增加松弛因子减小, 每方向投影数与重建分辨率对松弛因子无影响,松弛因子一定的情况下,投影数太小或太大误差会增大.在SIRT算法中,投影方向数增加松弛因子减小,并且投影方向数增加一倍最优松弛因子约减小为原来的50%; 每方向投影数增加最优松弛因子减小,且投影数增加一倍,最优松弛因子约减小原来的50%; 重建分辨率增加,最优松弛因子增加.     

基于压缩传感和代数重建法的CT图像重建

代数重建法(ART)是一种重要的CT图像重建方法,适合于不完全投影数据的图像重建,其缺点是重建速度慢。为提高图像重建的质量和速度,利用压缩传感理论提出了一种基于ART的高质量图像重建算法。该算法将CT图像的梯度稀疏性结合到ART图像重建中,在每次迭代中的投影操作结束后用梯度下降法调整全变差,减小图像梯度的l1范数。实验结果验证了该算法的有效性。     

开路傅里叶变换红外光谱层析重建算法仿真

采用代数迭代(ART)算法和最大似然期望最大化(MLEM)算法,利用开路傅里叶变换红外(OP-FTIR)光谱仪的测量结果,通过仿真模拟了高斯空间分布模型下的气体二维浓度场重建,并利用重建评价指标——逼近度和相关系数,分析了这两种重建算法的重建精度和抗噪性能。结果表明:在单峰气体浓度场中,ART与MLEM算法重建结果的逼近度分别为0.177和0.044;在双峰气体浓度场中,ART与MLEM算法重建结果的逼近度分别为0.263和0.069;MLEM算法更适用于重建复杂的气体浓度场。在不同噪声水平下,ART的抗噪性能优于MLEM算法,MLEM算法对噪声更敏感。     

一种新的叠栅层析迭代算法

利用叠栅层析具有的测量动态范围大,对震动环境不敏感的特点,从其偏折原理的本质出发,提出一种利用代数迭代法来重建三维流场的叠栅层析重建算法。在此基础上进行了双峰函数的模拟实验,分别进行了6方向,12方向以及叠加高斯噪声的12方向的数值重建,并在相同条件下与滤波反投影方法和对偏折投影数据积分的代数迭代算法这两种已有的叠栅层析重建算法进行了比较,同时用该新算法结合属性矩阵对包含遮挡物的模拟场进行重建。对比重建结果,本算法具有较强的抗噪声能力,并且对非完全数据下的层析重建也有较好的处理效果。     

基于自适应准则的闪光照相图像重建

 针对闪光照相图像低信噪比的特点,提出了一种自适应的图像重建算法。该算法以代数法(ART)迭代重建为基础,在迭代重建过程中引入了两个权重矩阵,其中一个矩阵用来控制重建过程中的高频分量以保持重建结果的边界;另一个矩阵控制重建结果的平坦区域以提高重建结果的信噪比。通过在迭代过程中更新这两个矩阵来实现图像的自适应重建。数值模拟结果表明,相对于传统的单准则ART重建算法,该方法具有更好的抗噪能力和边界保持能力。     

激光莫尔干涉谱投影信息提取

分析了真实火箭喷焰的激光莫尔干涉谱,并提取其投影信息,重建了密度场。使用自制的大口径、高灵敏度莫尔偏折仪采集真实火箭喷焰的莫尔条纹图;采用傅里叶变换对莫尔条纹展开技术处理,获得了莫尔条纹的相位分布。根据莫尔条纹边缘提取背景,进一步获得背景相位分布。变形莫尔条纹的形变量通过求相位差获得,进一步提取轴向任意截面的投影信息。应用基于偏折投影的“简单自相关代数迭代重建算法(SSART)”层析流场。等间隔取8个方向的投影进行迭代,重建了截面密度分布图。结果发现,根据火箭喷焰的莫尔条纹,采用傅里叶变换相位展开技术,可以方便地提取任意截面的投影信息。应用SSART技术可以重建截面密度分布。因此,基于偏折投影的“SSART”算法是一种优良的非线性偏折层析重建算法。     

一种少投影光学层析新算法及其应用

研究少投影数情况下等离子体温度场重建问题。结合光学层析重建算法及等离子体光谱诊断中的谱线绝对强度法进行自由电弧等离子体温度场重建实验。理论上，详细讨论了一种基于最大熵准则及最优化原理的光学层析图像重建新算法。通过计算机数值模拟，考察了该算法对非对称温度场分布的重建效果。详细分析了投影噪声、投影方向数、场分布性质对重建精度的影响，并与代数迭代重建算法结果进行对比．结果表明，该算法以两个正交方向投影数据重建单峰余弦模拟场平均误差仅为0.3％，而代数迭代重建算法为3．81％；该算法以四个均匀角度间隔投影数据重建三峰随机高斯模拟场平均误差为1．77％，而代数迭代重建算法为2．02％。实验中，运用该算法结合谱线绝对强度法重建了自由电弧等离子体的温度分布。     

Deflection tomographic reconstruction of a complex flow field from incomplete projection data

Tomographic techniques are used for the investigation of complex flow fields by means of deflectometric methods. In this experiment, a modified algebraic reconstruction technique (ART) was applied to moiré deflection tomography. The algorithm was derived from the basic deflection formula and the deflection angles were used directly in iteration, which is completely different from the conventional ARTs with integral calculation that are commonly used in deflection tomography. A smoothing scheme was employed to improve the reconstruction under ill-posed conditions. The reconstruction technique was tested using simulated data for incompleteness conditions similar to those found in the experimental data. The complex density field with an opaque object in a supersonic wind tunnel was reconstructed from limited view angle projections, and the experimental reconstruction was then compared with the result obtained from the computational fluid dynamic analysis. The following paper details the experiment and discusses some measurement errors that occurred in the process.     

The measurement of 3-D asymmetric temperature field by using real time laser interferometric tomography

A real time nondestructive temperature measurement technique based on laser holographic interference tomography technique is presented. An He–Ne laser is used as light source, and a CCD video camera is used to grab the interferogram. This laser holographic tomography technique is applied to the measurement of the temperature fields generated by two heated rods. Since data error is inevitable in engineering measurement, it is necessary to study the reconstruction techniques for reconstructing the temperature field. Three techniques including convolution back projection (CBP), algebra reconstruction technique (ART) and simultaneous iterative reconstruction technique (SIRT) are studied. Based on the reconstruction techniques and experimental situation, ART is used to reconstruct the asymmetric temperature fields. The thermocouples are used to measure the temperatures of the two heated rods. Comparing the reconstructed result with the measured temperature value, a satisfactory result is obtained.     

差分干涉CT技术诊断激波管界面不稳定性

对差分干涉计算机层析技术诊断激波加载下气柱界面不稳定性的可行性进行初步理论和实验研究。针对有限投影数的联合代数重建算法,提出了一种新的投影矩阵计算方法,采用特定投影方向,各投影方向具有不同采样间隔。投影方向的对称性和投影线的规律性使计算过程大为减化。用该重建算法对气柱密度场进行数值模拟,结果表明4方向投影能够重建激波作用下气柱演化初期的体密度场,8方向投影基本能够重建演化中期的体密度场。用差分干涉系统对激波管气柱进行3方向诊断的实验结果表明,差分干涉计算机层析技术用于激波冲击下的气柱不稳定性密度场诊断是可行的。     

Tomographic identification of gas bubbles in two-phase flows with the combined use of the algebraic reconstruction technique and the genetic algorithm

Combined use of the algebraic reconstruction technique (ART) and the genetic algorithm (GA) shows highly accurate and efficient tomographic reconstruction of line-of-sight projection images of two-phase flows compared with reconstructions obtained by separate use of these methods. A modified GA-based tomography uses the ART reconstruction result as preliminary information on the number, shapes, and sizes of bubbles to be reconstructed. This combined use of the two methods exploits faster convergence of the ART to the approximate solution space and more robust and accurate optimization of the GA to the ultimate solution space. In the investigation a computer-synthesized phantom field that consisted of five elliptical gas bubbles in liquid or solid surroundings was used.     

Reconstruction of emission coefficients for a non-axisymmetric coupling arc by algebraic reconstruction technique

A preliminary investigation of tomographic reconstruction of an asymmetric arc plasma has been carried out. The objective of this work aims at reconstructing emission coefficients of a non-axisymmetric coupling arc from measured intensities by means of an algebraic reconstruction technique (ART). In order to define the optimal experimental scheme for good quality with limited views, the dependence of the reconstruction quality on three configurations (four, eight, ten projection angles) are presented and discussed via a displaced Gaussian model. Then, the emission coefficients of a free burning arc are reconstructed by the ART with the ten-view configuration and an Abel inversion, respectively, and good agreement is obtained. Finally, the emission coefficient profiles of the coupling arc are successfully achieved with the ten-view configuration. The results show that the distribution of emission coefficient for the coupling arc is different from centrosymmetric shape. The ART is perfectly suitable for reconstructing emission coefficients of the coupling arc with the ten-view configuration, proving the feasibility and utility of the ART to characterize an asymmetric arc.     

代数重建技术在板壳结构断层重建中的应用

针对板壳结构用锥束射线倾斜扫描时数据缺失等问题,利用代数重建技术(ART)进行了断层重建。计算机模拟结果表明,由ART重建出的切片图像质量远好于先前用滤波反投影(FBP)重建出的切片图像质量。对影响ART算法的各种因素进行了调整,即选取适当的初始图像和收敛因子就可获得最佳的图像质量。