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التمكين الإداري ودوره في الرضا الوظيفي للعاملين: دراسة استطلاعية في الإدارة العامة لمدينة الطب في بغداد 增强管理能力及其在雇员人员的职业满意度方面的作用:在巴格达医科总局进行的研究
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-30 DOI: 10.51173/jt.v5i3.778
None Sawsan Ahmed Mahmoud Shukri, None Amer Abdel Latif, None Abeer Ahmed AL mafrachi
هدف البحث الى التعرف على دور التمكين الإداري في تعزيز الرضا الوظيفي للعاملين في الإدارة العامة لمدينة الطب. حيث تم اختيار مدينة الطب كعينة وذلك لوجود مشكله فعليه تحقق فرضيات واهداف هذا البحث. تضمنت مشكلة البحث في عدم تبني المنظمة قيد البحث استخدام الاتجاهات الإدارية المعاصرة وعدم اعتمادها بوصفها جزء من فلسفة عملها ومنها التمكين الاداري الامر الذي يمكن ان ينعكس سلبا في مستوى الرضا الوظيفي للعاملين. تم اعتماد استمارة الاستبانة في جمع البيانات، التي تكونت من جانبين تناول الجانب الاول البيانات الشخصية للموظفين عينة البحث، وتناول الجانب الثاني الفقرات الخاصة بمتغيريّ البحث (التمكين الاداري، والرضا الوظيفي). شارك في استطلاع الاستبانة (213) موظفاً. تم استخدام الاسلوب الاحصائي الكمي في تحليل البيانات بالاعتماد على برنامج (SPSS.23). توصل البحث الى مجموعة من الاستنتاجات ومنها وجود علاقة مباشرة بين التمكين الاداري والرضا الوظيفي للعاملين، لان التمكين هو المتغير المؤدي الى وجود الشعور بالرضا الوظيفي للعاملين، ومن أبرز التوصيات ضرورة ان تتبنى إدارة المنظمة عينة البحث برامج توعوية توجه للموظفين، لاسيما المديرون في المستويات الإدارية كافة بشأن اهمية الاتجاهات الإدارية المعاصرة في العمل الاداري.
本文的目的是了解增强行政权力在促进医科公共行政人员的工作满意度方面的作用。医学城市之所以被选为抽样城市,是因为存在着一个问题,而这个问题必须满足这项研究的前提和目的。本文探讨的问题是,使用当代的管理方法,将其作为工作理念的一部分,包括增强管理能力,可能会对工作人员的工作满意度产生负面影响。在数据收集工作中采用了分辨率表格,其中一方面是工作人员的个人数据,另一方面是研究变量(增强管理能力和工作满意度)。213名工作人员参加了分辨率调查。在数据分析中使用了定量统计方法(SPSS.23)。研究得出了一系列结论,其中包括增强管理能力与工作人员的工作满意度之间存在直接关系,因为增强权能是导致工作人员工作满意度的变数,并建议本组织管理层部门采用本研究样本,针对工作人员,特别是各级管理人员,关于当代管理趋势在管理工作中的重要性的提高认识方案。
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引用次数: 0
The Effect of Nano Hydroxyapatite on the Bond Strength of Acrylic Teeth Repaired to an Acrylic Resin Denture Base Using Two Types of Auto Polymerized Acrylic Resins 纳米羟基磷灰石对两种自聚合丙烯酸树脂修复丙烯酸牙与丙烯酸树脂基托结合强度的影响
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-30 DOI: 10.51173/jt.v5i3.982
Hawraa khalid Aziz
The insufficiently binder between acrylic teeth and dentures is considered to be the primary cause of teeth fractures from the dentures and is one of the disadvantages of acrylic denture base material. This research has been conducted to assess various concentrations of Nano hydroxyapatite addition on the shear bond between repaired acrylic teeth and polymer. One-hundred specimens of resin were split into two main subdivisions. 50 specimens were repaired with cold cured Duracryl Plus and the other 50 were repaired with a special type of acrylic O-cry1. Each one was sectioned into tested groups depending on (1%., 2%., 3%, and 5% by wt. of nano hydroxyapatite) incorporation and control group (0% of nano hydroxyapatite) with (n=10). The Universal testing machine was utilized for shear bond strength measurement. The obtained values were diffracted by t-test, ANOVA, and LSD-test. There was an increase in bond strength that repairing with O-cry1 than Duracryl Plus with a heightening in the bond strength, which was seen with incorporating nano hydroxyapatite into the acrylic resin with a significant difference between them. The 2% wt. Nano hydroxyapatite group demonstrated the maximum mean values, while those for the 5% wt. Nano hydroxyapatite group were recording minimum value with a significant difference between them. Repairing with O-cry1 recording better bond strength than Duracryl Plus acrylic. Furthermore, the addition of hydroxyapatite in Nano-form has successfully improved the “shear bond strength” of teeth to the PMMA at 2% wt. nano hydroxyapatite.
丙烯酸牙与义齿之间的粘结剂不足被认为是导致义齿断裂的主要原因,也是丙烯酸基托材料的缺点之一。研究了不同浓度的纳米羟基磷灰石对修复后丙烯酸牙与聚合物之间剪切键的影响。100个树脂标本被分成两个主要的分支。50个标本采用冷固化Duracryl Plus修复,另外50个标本采用特殊类型的丙烯酸O-cry1修复。每个人都被分为测试组,取决于(1%)。, 2%。(n=10),纳米羟基磷灰石(纳米羟基磷灰石的3%和5%)掺入,对照组(纳米羟基磷灰石的0%)掺入。采用万能试验机进行剪切粘结强度测试。所得值经t检验、方差分析和lsd检验进行衍射。与Duracryl Plus相比,O-cry1修复后的粘接强度有所增加,粘接强度有所提高,而纳米羟基磷灰石加入丙烯酸树脂后,两者的粘接强度有显著差异。2%纳米羟基磷灰石组的平均值最大,而5%纳米羟基磷灰石组的平均值最小,两者差异有统计学意义。O-cry1修复比Duracryl Plus丙烯酸树脂粘接强度更好。此外,纳米羟基磷灰石的加入成功地提高了牙齿与2%纳米羟基磷灰石的PMMA的“剪切结合强度”。
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引用次数: 0
Corrosion Behavior in Different Media of Dissimilar Super Duplex Stainless Steel 2507 and Austenitic Stainless Steel 316 Welding by Using GTAW Process with Filler Type 316L 异种超级双相不锈钢2507与奥氏体不锈钢316在316L钎料GTAW焊接中的腐蚀行为
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-30 DOI: 10.51173/jt.v5i3.1103
None Abdulrahman H. Abbood, None Mohammed Helan Sir, None Nasri S. M. Namer
The Super duplex stainless steel is the best of the stainless steel types because duplex stainless steel contains two phases, ferritic and austenitic, which promote this alloy's mechanical and corrosion properties compared to other types. This study will investigate the corrosion behaviour of weld metal and base metals in acidic and salty media. At 20 C, hydrochloric acid (1M, 3M, and 5M) was studied beside sodium chloride NaCl (1 wt%, 3.5 wt%, and 5 wt%). The potentiostat test results show that the effect of HCl is more aggressive than NaCl in all cases, as HCl is a strong acid. The results showed the 316 base metal being the weakest area compared with others (2507 BM and W.M.). The microstructure has been checked before and after the corrosion test and pitting corrosion has been found in the 316 base metal only, while the weld metal and 2507 base metal surfaces were free of pitting influence. Due to the welding technique and using a cooper back strip, the microstructure shows minor grain growth in the heat-affected zones (HAZ) on both weld sides. The micro-hardness test revealed that the duplex stainless steel had a higher value than the weld metal and the 316-base metal. The weld metal had a minor increase over the base metal because of the migration of the elements like chromium and nickel.
超级双相不锈钢是不锈钢中最好的,因为双相不锈钢含有铁素体和奥氏体两种相,与其他类型的合金相比,这两种相提高了该合金的机械和腐蚀性能。本研究将探讨焊接金属和贱金属在酸性和含盐介质中的腐蚀行为。在20℃下,盐酸(1M, 3M和5M)与氯化钠(1wt %, 3.5 wt%和5wt %)一起研究。恒电位试验结果表明,由于HCl是一种强酸,所以在所有情况下,HCl的作用都比NaCl更具侵略性。结果表明,316母材与其他母材(2507 BM和wm)相比是最弱的区域。对腐蚀试验前后的组织进行了检查,发现只有316母材表面有点蚀,而焊缝金属和2507母材表面没有点蚀的影响。由于焊接工艺和铜背带的影响,焊缝两侧热影响区(HAZ)的显微组织出现了细小的晶粒生长。显微硬度测试表明,双相不锈钢的硬度值高于焊缝金属和316母材。由于铬和镍等元素的迁移,焊缝金属比母材有轻微的增加。
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引用次数: 0
Lung Diseases Diagnosis-Based Deep Learning Methods: A Review 基于深度学习的肺部疾病诊断方法综述
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-25 DOI: 10.51173/jt.v5i3.1469
None Shahad A. Salih, None Sadik Kamel Gharghan, None Jinan F. Mahdi, None Inas Jawad Kadhim
This review paper examines the current state of lung disease diagnosis based on deep learning (DL) methods. Lung diseases, such as Pneumonia, TB, Covid-19, and lung cancer, are significant causes of morbidity and mortality worldwide. Accurate and timely diagnosis of these diseases is essential for effective treatment and improved patient outcomes. DL methods, which utilize artificial neural networks to extract features from medical images automatically, have shown great promise in improving the accuracy and efficiency of lung disease diagnosis. This review discusses the various DL methods that have been developed for lung disease diagnosis, including convolutional neural networks (CNNs), deep neural networks (DNNs), and generative adversarial networks (GANs). The advantages and limitations of each method are discussed, along with the types of medical imaging techniques used, such as X-ray and computed tomography (CT). In addition, the review discusses the most commonly used performance metrics for evaluating the performance of DL for lung disease diagnosis: the area under the curve (AUC), sensitivity, specificity, F1-score, accuracy, precision, and the receiver operator characteristic curve (ROC). Moreover, the challenges and limitations of using DL for lung disease diagnosis, including the limited availability of annotated data, the variability in imaging techniques and disease presentation, and the interpretability and generalizability of DL models, are highlighted in this paper. Furthermore, strategies to overcome these challenges, such as transfer learning, data augmentation, and explainable AI, are also discussed. The review concludes with a call for further research to address the remaining challenges and realize DL's full potential for improving lung disease diagnosis and treatment.
本文综述了基于深度学习(DL)方法的肺部疾病诊断的现状。肺部疾病,如肺炎、结核病、Covid-19和肺癌,是全世界发病率和死亡率的重要原因。准确和及时诊断这些疾病对于有效治疗和改善患者预后至关重要。DL方法利用人工神经网络从医学图像中自动提取特征,在提高肺部疾病诊断的准确性和效率方面显示出很大的希望。本文讨论了各种用于肺部疾病诊断的深度学习方法,包括卷积神经网络(cnn)、深度神经网络(dnn)和生成对抗网络(gan)。讨论了每种方法的优点和局限性,以及所使用的医学成像技术的类型,如x射线和计算机断层扫描(CT)。此外,本文还讨论了评估DL在肺部疾病诊断中的表现最常用的性能指标:曲线下面积(AUC)、敏感性、特异性、f1评分、准确性、精密度和受试者操作者特征曲线(ROC)。此外,本文还强调了使用深度学习进行肺部疾病诊断的挑战和局限性,包括注释数据的有限可用性,成像技术和疾病表现的可变性,以及深度学习模型的可解释性和泛化性。此外,还讨论了克服这些挑战的策略,如迁移学习、数据增强和可解释的人工智能。该综述最后呼吁进一步研究,以解决剩余的挑战,并充分发挥DL在改善肺部疾病诊断和治疗方面的潜力。
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引用次数: 0
Maximizing Energy Output of Photovoltaic Systems: Hybrid PSO-GWO-CS Optimization Approach 光伏系统能量输出最大化:混合PSO-GWO-CS优化方法
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-25 DOI: 10.51173/jt.v5i3.1312
None Hassan S. Ahmed, None Ahmed J. Abid, None Adel A. Obed, None Ameer L. Saleh, None Reheel J. Hassoon
Photovoltaic (PV) systems suffer from partial shade and nonuniform irradiance conditions. Meanwhile, each PV module has a bypass shunt diode (BSD) to prevent hotspots. BSD also causes a series of a peak in the power-voltage characteristics of the PV array, trapping traditional maximum Power Point Tracking (MPPT) methods in local peaks. This study aims to address these challenges by combining cuckoo search (CS), gray wolf optimization (GWO), and particle swarm optimization (PSO) to enhance MPPT performance. The results compared the yield power by Tracking the MPP using only GWO, CS, or PSO MPPT techniques and combining them. Results show that in four cases: in case 1) Uniform Irradiation in three patterns (High, Medium, and Low), In case 2) Fixed Nonuniform Irradiation, While In case 3) Slow Dynamic Nonuniform Irradiation and case 4) ) Fast Dynamic nonuniform irradiation. The efficiency (PSO + CS) 97.86%, (PSO + GWO) 97.74%, and (GWO + CS) 98.55% were the highest performers in the case 1 results in (high, medium, and low), respectively. In Case 2, the efficiency (GWO + CS) is 98.62%, and it operates more effectively under fixed nonuniform irradiance. It has the highest efficiency in both Cases 3 and 4, even though its respective PSO + GWO efficiencies are 97.45% and 97.26%. Based on these results, a hybrid mode of merging algorithms based on weather radiation conditions is proposed.
光伏(PV)系统遭受部分阴影和不均匀辐照条件。同时,每个光伏组件都有一个旁路分流二极管(BSD)来防止热点。BSD还会导致光伏阵列的功率电压特性出现一系列峰值,将传统的最大功率点跟踪(MPPT)方法困在局部峰值中。本研究旨在通过结合布谷鸟搜索(CS)、灰狼优化(GWO)和粒子群优化(PSO)来提高MPPT的性能。结果比较了仅使用GWO, CS或PSO MPPT技术和组合跟踪MPP的产能。结果表明:1)高、中、低三种模式的均匀照射;2)固定的非均匀照射;3)慢动态非均匀照射;4)快速动态非均匀照射。效率(PSO + CS) 97.86%, (PSO + GWO) 97.74%, (GWO + CS) 98.55%分别为病例1结果(高、中、低)的最高表现。Case 2的效率(GWO + CS)为98.62%,在固定的非均匀辐照度下工作效率更高。尽管其各自的PSO + GWO效率分别为97.45%和97.26%,但它在情形3和情形4中都具有最高的效率。在此基础上,提出了一种基于天气辐射条件的混合融合算法。
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引用次数: 0
A Review of Hydraulic Pressure for Water Supply Unites Considering Iraqi Geodetic Reference 考虑伊拉克大地测量基准的供水机组液压研究进展
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-20 DOI: 10.51173/jt.v5i3.1147
None Noora Akeel, None Mustafa Tariq Mustafa, None Muntasir Abdl Hameed, None Corina Boncescu
The hydraulic pressure head of the flowing water (between the entrance and exit pipes) in water distribution networks depends on the length and the slope of these pipes, which can represent the head losses for each meter length, where the slope and length of the water supply network pipes are dependent on specified datum ground elevations. This ground elevation may result in a reduction in head losses with hydraulic grade pressure. As a result, the precision of the measured data used to observe ground elevations is critical to decrease the error of these losses and apply an accurate local reference. It's critical to comprehend the implications of using Geographic Information System (GIS) application technology for water distribution network models to evaluate the hydraulic grade head with Iraqi Geodetic Reference. These GIS input data are based on an analysis of the relationship between selected spatial data resolution and the precision of the expected hydraulic head for selected stations with a distribution network. This research aims to review the literature and try to track the conversion of geodetic references and datums to accurately identify the hydraulic pressure for the selected locations of the water supply network. It was found that recent researches tend to use GIS application to create novel methods to reduce head losses and error.
配水管网中流动水(进出水管之间)的水力水头取决于这些管道的长度和坡度,这可以表示每米长度的水头损失,其中供水管网管道的坡度和长度取决于指定的基准地面高程。这种地面标高可以减少水头损失。因此,用于观测地面高程的测量数据的精度对于减少这些损失的误差和应用准确的局部参考至关重要。利用地理信息系统(GIS)应用技术对配水管网模型进行伊拉克大地测量基准水头评价具有重要意义。这些GIS输入数据是基于对所选空间数据分辨率与所选配网站点的预期水头精度之间关系的分析。本研究旨在回顾文献,并尝试追踪大地测量参考和基准的转换,以准确识别供水网络选定位置的水压。研究发现,近年来的研究趋向于利用地理信息系统的应用创造新的方法来减少水头损失和误差。
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引用次数: 0
Computed Tomography Image Segmentation of Lung Corona Virus Infection Region Based on Combination of Grayscale Morphological Reconstruction and Fast Marching Method 基于灰度形态重建和快速行军相结合的肺冠状病毒感染区域计算机断层图像分割
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-18 DOI: 10.51173/jt.v5i3.1060
Aws Alazawi, None Abbas Fadhal Humadi, None Huda Farooq Jameel, None Huda Ali Hashim, None John Soraghan
Recently, X-ray computed tomography-imaging modality is considered as golden standard for diagnosis of coronavirus lungs infection. In worldwide, infectious patients increase rapidly that lead to weariness in health services staff, as well as instant treatment required to avoid patients’ health deterioration due to infection development. Image processing would be reinforcing health services by considering computer-based segmentation. However, a ground glass computed tomography image fashion of coronavirus lungs infection characterized by disappearance of edge region of interest and lack of object structure. In this study, these challenges addressed by introducing a new algorithm that combined both morphological reconstruction and fast marching method. The proposed algorithm applied on archived computed tomography dataset for coronavirus infected patients, results showed consistent determination of ground glass infection region compared to manual delineation of senior physician. The proposed algorithm restricted to empirical adjustment of FMM’s threshold that would be addressed in upcoming study.
近年来,x线计算机断层成像模式被认为是诊断冠状病毒肺部感染的金标准。在世界范围内,传染病患者迅速增加,导致卫生服务人员感到厌倦,以及需要立即治疗,以避免患者因感染发展而健康恶化。通过考虑基于计算机的分割,图像处理将加强保健服务。然而,冠状病毒肺部感染的磨砂玻璃计算机断层成像方式以感兴趣的边缘区域消失和缺乏物体结构为特征。在本研究中,通过引入一种结合形态重建和快速行军方法的新算法来解决这些挑战。将该算法应用于冠状病毒感染患者的存档计算机断层扫描数据集,结果显示磨砂玻璃感染区域的确定与高级医生手动划定的区域一致。本文提出的算法仅限于FMM阈值的经验调整,这将在后续的研究中得到解决。
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引用次数: 0
Medical Image Encryption and Decryption Based on DNA: A Survey 基于DNA的医学图像加解密研究进展
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-16 DOI: 10.51173/jt.v5i3.1134
None Saja Theab Ahmed, Dalal Abdulmohsin Hammood, Raad Farhood Chisab, None Nurulisma Binti Hj. Ismail
In the medical field, advanced techniques such as e-health, intelligent health, and telemedicine apps are being deployed. These approaches use open-source networks to send digital medical images. Patients’ private and sensitive diagnosis is contained in the digital medical image. Then sent the digital medical images are used for diagnosis by the remote center. For this reason, protecting patient privacy and the integrity of medical images is of paramount importance. DNA Digital coding is the most popular form of cryptographic technology, and it is frequently employed to strengthen information security, and the most prevalent constraints of DNA cryptographic schemes feature a high degree of temporal and algor. If DNA is employed appropriately, it can be used to achieve a number of security technologies, including encryption, steganography, signature, and authentication through the use of DNA molecules as information carriers. In this paper, a survey on the digital medical image was done. This survey contains the methods of encryption, and decryption of the image which is based on DNA with all the related methods and makes the comparison between the previous papers and explain which is the best to use.
在医疗领域,电子健康、智能健康和远程医疗应用等先进技术正在部署。这些方法使用开源网络发送数字医学图像。数字医学图像包含了患者的隐私和敏感诊断。然后发送的数字医学图像被远程中心用于诊断。因此,保护患者隐私和医学图像的完整性至关重要。数字编码是最流行的加密技术形式,它经常被用于加强信息安全,而DNA密码方案最普遍的约束特征是高度的时序性和算法性。如果适当地使用DNA,它可以用来实现许多安全技术,包括加密、隐写、签名和身份验证,通过使用DNA分子作为信息载体。本文对数字医学图像进行了综述。本文介绍了基于DNA的图像加密和解密的各种方法,并与以往的文献进行了比较,说明了哪种方法最适合使用。
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引用次数: 0
Experimental Study of Two Rows Hybrid Film Cooling Holes Over Flat Plate Surface Using IR Technology 平板表面两排混合气膜冷却孔的红外实验研究
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-13 DOI: 10.51173/jt.v5i3.1231
None Ahmed A. Naji, None Harbi A. Daud, None Nabil J. Yasin, None Ahmed A. Jasim
The study examines the effectiveness of two rows of hybrid film cooling holes over a plate surface using infrared technology and a thermal wind tunnel. The two rows consist of seventeen coolant injection holes, with nine in the first row and eight in the second row. Two cases were studied: case 1 using cylindrical holes and case 2 using hybrid holes. Both cases had the same cross-sectional area with a hydraulic diameter of 5.3 mm and a forward coolant injection angle of 30° in the streamwise direction. Different blowing ratios (mass flows ratio between the coolant and mainstream) were tested at 0.5, 1.0, and 1.5. The study focuses on evaluating the impact of hole shape with various blowing ratios on film cooling effectiveness. In addition, thermal images of the test surface were taken via an infrared camera after reaching a steady state. The results indicated that at a blowing ratio of 0.5, there was a significant enhancement in film efficacy, with a decrease in the test surface temperature of the cylinder and hybrid hole cases by 31.8% and 35.0%, respectively, when compared to a blowing ratio of 1.0 and 1.5, which had a temperature increase. Therefore, the film cooling effectiveness decreased to 30.9% and 32.4%, and 29.5% and 31.7% for the cylinder and hybrid hole cases, respectively. Additionally, the better overall film cooling effectiveness in this study was achieved by the configuration of the hybrid holes at a blowing ratio of 0.5, which resulted in a film cooling effectiveness of 35.0%
该研究利用红外技术和热风洞检测了平板表面两排混合薄膜冷却孔的有效性。这两排由17个冷却剂注入孔组成,其中9个在第一行,8个在第二行。研究了两种情况:情况1采用圆柱孔,情况2采用混合孔。两种情况下的截面积相同,液压直径均为5.3 mm,冷却剂在顺流方向的前注入角为30°。不同的吹气比(冷却剂与主流之间的质量流量比)在0.5、1.0和1.5下进行了测试。研究了不同吹气比下气孔形状对气膜冷却效果的影响。此外,在测试表面达到稳态后,通过红外摄像机拍摄了测试表面的热图像。结果表明:吹气比为0.5时,成膜效果显著增强,与吹气比为1.0和1.5时相比,圆筒和混合孔壳体的试验表面温度分别降低了31.8%和35.0%,且温度有所升高。因此,在气缸和混合孔工况下,气膜冷却效率分别下降到30.9%和32.4%,29.5%和31.7%。此外,在吹气比为0.5时,混合孔的配置获得了更好的整体气膜冷却效率,其气膜冷却效率为35.0%
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引用次数: 0
Custom YOLO Object Detection Model for COVID-19 Diagnosis 自定义用于COVID-19诊断的YOLO对象检测模型
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-09-09 DOI: 10.51173/jt.v5i3.1174
None Noor Najah Ali, None Aseel Hameed, None Asanka G. Perera, Ali Al Naji
The emergence and spread of the new coronavirus (COVID-19) poses a new public health threat to the entire world (SARS-CoV-2). This new virus is highly contagious and pathogenetically different from other mainstream respiratory viruses. Clinical staff can benefit from Computer Aided Diagnostics (CAD) systems that combine deep learning algorithms and image processing technologies as diagnostic tools for COVID-19. These tools also help to better understand the course of the disease. In most cases, medical staff and healthcare facilities would be more equipped to promptly diagnose COVID-19 for patients with improved flexibility. To examine the training performance of the contemporary YOLOv4 model, this work presents the development of a computer-assisted automatic detection system that focuses specifically on identifying viral cells in blood samples from patients using electron microscopy images to detect the infected blood cell. The mean average precision of the proposed custom model is 86.5%mAP, making it suitable for the upcoming COVID-19 monitoring systems.
新型冠状病毒(COVID-19)的出现和传播对全世界构成了新的公共卫生威胁(SARS-CoV-2)。这种新病毒具有高度传染性,在病理学上不同于其他主流呼吸道病毒。临床工作人员可以从计算机辅助诊断(CAD)系统中受益,该系统将深度学习算法和图像处理技术结合起来,作为COVID-19的诊断工具。这些工具还有助于更好地了解疾病的病程。在大多数情况下,医务人员和医疗机构将更有能力以更高的灵活性为患者及时诊断COVID-19。为了检验当代YOLOv4模型的训练性能,本工作提出了一种计算机辅助自动检测系统的开发,该系统专门用于识别患者血液样本中的病毒细胞,使用电子显微镜图像检测受感染的血细胞。所提出的自定义模型的平均精度为86.5%mAP,适用于即将推出的COVID-19监测系统。
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引用次数: 0
期刊
Journal of Biomolecular Techniques
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