支持向量机分析电磁辐射后金黄色葡萄球菌的检测结果

Angelica Cordero-Samortin, Jennifer C. Dela Cruz, Ramon G. Garcia, Zoren P. Mabunga
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引用次数: 1

摘要

微生物学是许多生物医学从业者和其他来自不同领域的专业人士正在探索的领域。它处理的微生物太小,人眼无法识别。金黄色葡萄球菌是一种被认为是人类主要细菌性病原体的微生物。它存在于皮肤和粘膜上,引起多种疾病,如菌血症、感染性心内膜炎、皮肤和软组织感染。多项研究表明,GHz和手机电磁辐射对微生物存在抑制作用。在本研究中,金黄色葡萄球菌暴露于频率为880MHz的超高频(uhf)范围内的电磁辐射中。孵育后,利用Matlab中的支持向量机(SVM)算法捕获菌落图像并进行分析。模拟结果显示,在暴露的样本中,有1081个菌落。在未暴露的样本中,发现了1190个菌落。这些结果表明电磁辐射对金黄色葡萄球菌有抑制作用。这一结果可用于探索电磁辐射的其他应用和微生物学中图像处理的使用,并拓宽机器学习的应用。
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The Analysis of Staphylococcus aureus Bacteria after Exposure to Electromagnetic Radiation via Support Vector Machine
Microbiology is a field that is explored by many biomedical practitioners and other professionals coming from different fields. It deals with microorganisms that are too tiny to be recognized by the human eyes. Staphylococcus aureus is a microorganism considered as a major bacterial human pathogen. It is found on the skin and mucous membranes which causes a wide variety of diseases like bacteremia, infective endocarditis, skin and soft tissue infections. Several studies showed that inhibitory effect of GHz and mobile phone electromagnetic radiation to microorganisms exists. In this research, Staphylococcus aureus were exposed to electromagnetic radiation with frequency of 880MHz which is within Ultra High Frequency (UFH) range. After incubation, the images of the bacterial colonies were captured and analyzed using the algorithm in Matlab which is the Support Vector Machine (SVM). Simulation results showed that from the exposed sample, there were 1,081 colonies. From the unexposed sample, 1,190 colonies were found. These results show inhibitory effect of the electromagnetic radiation to Staphylococcus aureus. This outcome can be used in exploring other applications of electromagnetic radiation and the use of image processing in microbiology and broaden applications of machine learning.
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