Automated image processing algorithm for 3D OCT images of fouling in spacer-filled membrane filtration channels

被引:0
作者
Huisman, Kees Theo [1 ,2 ,3 ]
Fortunatoa, Luca [1 ,4 ]
Vrouwenveldera, Johannes S. [1 ,2 ]
Blankerta, Bastiaan [1 ]
机构
[1] King Abdullah Univ Sci & Technol KAUST, Water Desalinat & Reuse Ctr, Biol & Environm Sci & Engn Div BESE, Thuwal 239556900, Saudi Arabia
[2] King Abdullah Univ Sci & Technol KAUST, Environm Sci & Engn Program, Biol & Environm Sci & Engn BESE Div, Thuwal 239556900, Saudi Arabia
[3] Hamad bin Khalifa Univ, Qatar Fdn, Coll Sci & Engn, Doha, Qatar
[4] MANN HUMMEL Water & Fluid Solut SpA, Fano, Italy
关键词
Optical coherence tomography; Automated image processing; 3D reconstruction; Feed spacer; Spiral wound; Biofilm; Reverse osmosis; OPTICAL COHERENCE TOMOGRAPHY; QUANTIFICATION;
D O I
10.1016/j.mex.2024.102871
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
OCT imaging is an important technique to study fouling in spacer-filled channels of reverse osmosis systems for seawater desalination. However, OCT imaging of membrane filtration channels with feed spacers is challenging because the spacer material can be (partly) transparent, making it difficult to detect and possibly mistaken for fouling, and the longer optical pathway through the spacer material distorts the image below the spacer. This study presents an automated 3D OCT image processing method in MATLAB for visualization and quantification of biofouling in spacer-filled channels. First, a spacer template of arbitrary size and rotation was generated from a CT scan of the feed spacer. Second, background noise and file size were reduced by representing the OCT image with a list of discrete reflectors. Finally, the spacer template was overlayed with the feed spacer in the 3D OCT image, enabling automated visualization of the feed spacer and correction of the distortions. Moreover, the method allows the selection of datasets with the same location relative to the position of the spacer, enabling systematic comparison between datasets and quantitative analysis. A spacer template of arbitrary size and rotation was generated from a CT scan. The background noise was removed, and the file size was reduced by representing the OCT dataset with a list of discrete reflectors. The spacer template was overlayed with the feed spacer in the 3D OCT image.
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页数:9
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