scholarly journals Manual and Automatic Image Analysis Segmentation Methods for Blood Flow Studies in Microchannels

Micromachines ◽  
2021 ◽  
Vol 12 (3) ◽  
pp. 317
Author(s):  
Violeta Carvalho ◽  
Inês M. Gonçalves ◽  
Andrews Souza ◽  
Maria S. Souza ◽  
David Bento ◽  
...  

In blood flow studies, image analysis plays an extremely important role to examine raw data obtained by high-speed video microscopy systems. This work shows different ways to process the images which contain various blood phenomena happening in microfluidic devices and in microcirculation. For this purpose, the current methods used for tracking red blood cells (RBCs) flowing through a glass capillary and techniques to measure the cell-free layer thickness in different kinds of microchannels will be presented. Most of the past blood flow experimental data have been collected and analyzed by means of manual methods, that can be extremely reliable, but they are highly time-consuming, user-intensive, repetitive, and the results can be subjective to user-induced errors. For this reason, it is crucial to develop image analysis methods able to obtain the data automatically. Concerning automatic image analysis methods for individual RBCs tracking and to measure the well known microfluidic phenomena cell-free layer, two developed methods are presented and discussed in order to demonstrate their feasibility to obtain accurate data acquisition in such studies. Additionally, a comparison analysis between manual and automatic methods was performed.

2020 ◽  
Vol 10 (21) ◽  
pp. 7946
Author(s):  
Bongsik Park ◽  
Yeong-Tae Choi ◽  
Hyunmin Kim

The advancement in digital image analysis methods has led to the development of various techniques, i.e., quantification of ballast gravel abrasion. In this study, the recognition rate of gravel aggregates has been significantly increased by improving the image analysis methods. The correlation between the track quality index (TQI), which is the standard deviation of vertical track irregularity and represents the condition of a high-speed railway, and the number of maintenance works was analyzed by performing an image analysis on the samples collected from various locations of a high-speed railway. The results revealed that roundness has the highest correlation with the TQI, whereas sphericity has the highest correlation with the number of maintenance works. The ballast replacement would be performed to improve maintenance efficiency if the abrasion of the ballast aggregates becomes approximately 10%.


2010 ◽  
Vol 17 (8) ◽  
pp. 615-628 ◽  
Author(s):  
DMITRY A. FEDOSOV ◽  
BRUCE CASWELL ◽  
ALEKSANDER S. POPEL ◽  
GEORGE EM KARNIADAKIS

2015 ◽  
Vol 10 (1) ◽  
pp. 9-15 ◽  
Author(s):  
Raquel O. Rodrigues ◽  
Raquel Lopes ◽  
Diana Pinho ◽  
Ana I. Pereira ◽  
Valdemar Garcia ◽  
...  

Biorheology ◽  
2009 ◽  
Vol 46 (3) ◽  
pp. 181-189 ◽  
Author(s):  
Sangho Kim ◽  
Peng Kai Ong ◽  
Ozlem Yalcin ◽  
Marcos Intaglietta ◽  
Paul C. Johnson

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