NAPLs污染物垂向指流迁移分形表征中图像处理的影响研究

Influence of Image Process on Fractal Morphology Characterization of NAPLs Vertical Fingering Flow

染色示踪技术是研究多孔介质中指流形态的主要手段之一,而如何更精确地对所采集的图像数据进行分析,是该研究工作中非常重要的组成部分.分形理论在染色示踪影像的基础上对指流形态进行定量描述,以质量分形维数(D m)表征渗流面积,以界面分形维数(D s)表征渗流驱替边界长度,对于识别和预测指流形态有一定的实际意义.而分形维数的计算基于二值化图像完成,因此明确图像二值化过程对分形维数表征的影响对分形维数的应用有重要意义.本研究以4种非水相流体在二维砂箱中迁移的130幅染色图像为目标影像,详细比较了图像预处理过程中不同饱和度(红色)阈值、不同亮度(灰度)阈值以及图形中"湖"的填充3个因素分别对D m和D s的影响.结果表明,在砂箱实验中,与田间实验相比由于染色污染物与石英砂颜色对比度较大,红色阈值调整对两种分形维数影响相对较小;随着灰度阈值的提高D m平均降低0.02,D s平均增加0.05;图形中"湖"的填充对D m几乎没有影响,而使D s平均降低0.10.研究发现与D s相比,D m在图像处理过程中受各种因素影响较小,建议在进一步研究中以D m为指流形态指示指标以避免图形处理过程中主观因素的影响.

Dyes are frequently used to visualize fingering flow pathways, where the image process has an important role in the result analysis. The theory of fractal geometry is applied to give quantitative description of the stain patterns via image analysis, which is helpful for finger characterization and prediction. This description typically involves two parameters, a mass fractal dimension （ Dm ） relative to the area, and a surface fractal dimension （ Ds ） relative to the perimeter. This work detailed analyzes the influence of various choices during the thresholding step that transformed the origin color images to binary ones which are needed in the fractal analysis. One hundred and thirty images were obtained from laboratory two-dimension sand box infiltration experiments of four dyed non-aqueous phase liquids. Detailed comparisons of Dm and D were made respectively, considering a set of threshold algorithms and the filling of lakes. Results indicate that adjustments of the saturation threshold influence are less on both Dm and Ds in the laboratory experiments. The brightness threshold adjustments decrease the D by 0.02 and increase the Ds by 0. 05. Filling lakes influence the Dm less while the D decrease by 0.10. Therefore the D was recommended for further analysis to avoid subjective choices＇ influence in the image process.