6 research outputs found

    Deterministic Lateral Displacement (DLD) Analysis Tool Utilizing Machine Learning towards High-Throughput Separation

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    Deterministic lateral displacement (DLD) is a microfluidic method for the continuous separation of particles based on their size. There is growing interest in using DLD for harvesting circulating tumor cells from blood for further assays due to its low cost and robustness. While DLD is a powerful tool and development of high-throughput DLD separation devices holds great promise in cancer diagnostics and therapeutics, much of the experimental data analysis in DLD research still relies on error-prone and time-consuming manual processes. There is a strong need to automate data analysis in microfluidic devices to reduce human errors and the manual processing time. In this work, a reliable particle detection method is developed as the basis for the DLD separation analysis. Python and its available packages are used for machine vision techniques, along with existing identification methods and machine learning models. Three machine learning techniques are implemented and compared in the determination of the DLD separation mode. The program provides a significant reduction in video analysis time in DLD separation, achieving an overall particle detection accuracy of 97.86% with an average computation time of 25.274 s

    Drag-based aerodynamic braking system for the Hyperloop: a numerical study

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    The Hyperloop promises to revolutionize the transport infrastructure of the 21st century by reducing travel time and allowing people to reach transonic speed on land. It carries with it the hope of a sustainable transportation system during an era of global energy crisis. Overall passenger safety in a high-speed pod necessitates a reliable braking system. This paper introduces the possibility of utilizing aerodynamic drag in the Hyperloop, anticipated to operate at high Mach and low Reynolds flow regime, to attenuate the speed of the pod. Numerical analysis was conducted to investigate the effect of incorporating an aerodynamic brake at different pod velocities (100, 135, and 150 m/s) and deployment angles (30°, 45°, 60°, and 90°). A detailed comparison between the proposed aerodynamic braking system (AeBS) and existing braking systems for the Hyperloop has been presented in this paper. The results demonstrate an increase in drag value of the pod by 3.4 times using a single 0.15 m2 brake plate. When the brake plate was fully deployed at a pod velocity in excess of 112 m/s, the aerodynamic drag-based braking systems was shown to be more effective than the contemporary eddy current braking system.The accepted manuscript in pdf format is listed with the files at the bottom of this page. The presentation of the authors' names and (or) special characters in the title of the manuscript may differ slightly between what is listed on this page and what is listed in the pdf file of the accepted manuscript; that in the pdf file of the accepted manuscript is what was submitted by the author

    Neovaginoplasty using sigmoid colon flap technique

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    Background and objectives: Vaginoplasty is a procedure for the reconstruction of vaginal canal. Various surgical techniques have been described for vaginal reconstruction with variable success. The aim of this study was to assess the use of sigmoid colon in vaginal reconstruction of patients with disorders of sex development. Methods: Eleven patients were included in this study from January 2009 to December 2016. All patients underwent karyotyping, pelvi-abdominal ultrasonography, endocrine and psychiatric assessment. Sigmoid neo-vaginoplasty was the procedure chosen for all the cases. Surgical and functional outcomes were assessed post-operatively over a period of 6 month to 6 years. Results: The preoperative diagnosis included 9 cases of aplasia of the Mullerian ducts or Mayer-Rokitansky-Küster-Hauser syndrome (MRKH), 1 androgen insensitivity syndrome (AIS) and 1 pseudohermaphrodite case. The mean age of the study population was 22.5 years (range 15-30 yrs). No intra-operative or early postoperative complications occurred. The mean vaginal length achieved was 13.0 cm (range 10.5 – 15 cm). Long term follow-up showed introital stenosis in 2 cases (17%) which resolved well to vaginal dilatation. One patient had pelvic abscess and treated by surgery. Sexual satisfaction was achieved in 10 cases, as 1 case was unmarried. Conclusion: For patients with disorders of sex development of various etiologies, sigmoid vaginoplasty is the preferred technique for vaginal reconstruction. It is a safe technique and provides the patient with a cosmetic neovagina of adequate caliber with satisfactory functional outcome. IMC J Med Sci 2018; 12(1): 27-3
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