首页 > 最新文献

International Journal of Science and Research Archive最新文献

英文 中文
Bacteria identification using digital image processing 利用数字图像处理技术识别细菌
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1268
Durai Anand Thangarajan, Sivasangari Rajeswaran
The identification of bacteria is an important and unavoidable task in medical disciplines and nutritional hygiene. But in the field of microbiology, No direct method is available for determination of bacterial species. The common manual technique is the microscopic sample analysis combined with more than 20 biochemical tests to identify the bacterium. These tests are more time consuming processes and required the training person for conducting these tests. To overcome the above problems the digital image processing can be used. The primary objective of the proposed work is to use the digital image processing techniques to identify the bacteria from the microscopic images. In this work the image of bacterial species were captured using a digital camera attached with the transmission electron microscope. After capturing the image, the preprocessing, segmentation and morphological procedures of digital image processing techniques are used to identify the bacterial species.
细菌鉴定是医学学科和营养卫生领域不可避免的一项重要任务。但在微生物学领域,没有直接测定细菌种类的方法。常用的手工技术是通过显微镜样本分析结合 20 多种生化测试来鉴定细菌。这些测试过程比较耗时,而且需要对人员进行培训才能进行。为了克服上述问题,可以使用数字图像处理技术。这项工作的主要目的是利用数字图像处理技术从显微图像中识别细菌。在这项工作中,细菌种类的图像是通过与透射电子显微镜相连的数码相机拍摄的。捕捉图像后,使用数字图像处理技术的预处理、分割和形态学程序来识别细菌种类。
{"title":"Bacteria identification using digital image processing","authors":"Durai Anand Thangarajan, Sivasangari Rajeswaran","doi":"10.30574/ijsra.2024.12.2.1268","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1268","url":null,"abstract":"The identification of bacteria is an important and unavoidable task in medical disciplines and nutritional hygiene. But in the field of microbiology, No direct method is available for determination of bacterial species. The common manual technique is the microscopic sample analysis combined with more than 20 biochemical tests to identify the bacterium. These tests are more time consuming processes and required the training person for conducting these tests. To overcome the above problems the digital image processing can be used. The primary objective of the proposed work is to use the digital image processing techniques to identify the bacteria from the microscopic images. In this work the image of bacterial species were captured using a digital camera attached with the transmission electron microscope. After capturing the image, the preprocessing, segmentation and morphological procedures of digital image processing techniques are used to identify the bacterial species.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"7 48","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141796067","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the dynamics of product quality and failures in export trade: A systematic literature review 探索出口贸易中产品质量和故障的动态变化:系统文献综述
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1201
Edim Eka James, Altuğ Ocak, Samuel Eventus Bernard
This study conducted a systematic literature review on product quality and failures in export trade, aiming to uncover causes, dimensions and practical steps for improvement. It examined 181 scholarly articles, employing in-depth content analysis and visual aids for clarity. The first finding of the study revealed that nine factors emerged as the major dimensions of goods quality in the export trade context, including: conformance, durability, reliability, features, aesthetics, usability, serviceability, environmental impact and innovation. The second finding revealed that thirteen factors emerged as the major dimensions of service quality in the export trade context, including: cultural sensitivity, service compliance, reliability, responsiveness, tangibility, competence, courtesy, credibility, transparency, security, consistent availability, service customization and service innovation. The third finding of the study revealed that twelve factors emerged as the key dimensions of goods failure in the export trade context, including: manufacturing defect, maintenance complexity, component failure, assembly failure, durability issues, performance flaw, user interface failure, inferior quality, packaging/design failure, product adaptation failure, logistics failure and technical incompatibility. Other findings were also made, and the study recommended that export companies should conduct thorough market research, prioritize cultural sensitivity, implement quality management systems, embrace manufacturing automation, and maintain strong supplier relationships to ensure consistent high-quality products and successful foreign market entry.
本研究对出口贸易中的产品质量和失误进行了系统的文献综述,旨在揭示其原因、层面和改进的实际步骤。研究考察了 181 篇学术论文,采用了深入的内容分析和直观教具以提高清晰度。研究的第一项发现表明,出口贸易中商品质量的主要维度有九个因素,包括:一致性、耐用性、可靠性、功能、美观性、可用性、服务性、环境影响和创新性。第二项研究结果显示,出口贸易中服务质量的主要维度有 13 个因素,包括:文化敏感性、服务合规性、可靠性、响应性、有形性、能力、礼貌、可信度、透明度、安全性、持续可用性、服务定制和服务创新。第三项研究结果表明,在出口贸易背景下,有十二个因素成为商品失效的关键维度,包括:制造缺陷、维护复杂性、组件失效、组装失效、耐用性问题、性能缺陷、用户界面失效、质量低劣、包装/设计失效、产品适应性失效、物流失效和技术不兼容。研究还得出了其他结论,并建议出口公司应进行全面的市场调研,优先考虑文化敏感性,实施质量管理系统,采用生产自动化,并保持稳固的供应商关系,以确保始终如一的高质量产品和成功进入国外市场。
{"title":"Exploring the dynamics of product quality and failures in export trade: A systematic literature review","authors":"Edim Eka James, Altuğ Ocak, Samuel Eventus Bernard","doi":"10.30574/ijsra.2024.12.2.1201","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1201","url":null,"abstract":"This study conducted a systematic literature review on product quality and failures in export trade, aiming to uncover causes, dimensions and practical steps for improvement. It examined 181 scholarly articles, employing in-depth content analysis and visual aids for clarity. The first finding of the study revealed that nine factors emerged as the major dimensions of goods quality in the export trade context, including: conformance, durability, reliability, features, aesthetics, usability, serviceability, environmental impact and innovation. The second finding revealed that thirteen factors emerged as the major dimensions of service quality in the export trade context, including: cultural sensitivity, service compliance, reliability, responsiveness, tangibility, competence, courtesy, credibility, transparency, security, consistent availability, service customization and service innovation. The third finding of the study revealed that twelve factors emerged as the key dimensions of goods failure in the export trade context, including: manufacturing defect, maintenance complexity, component failure, assembly failure, durability issues, performance flaw, user interface failure, inferior quality, packaging/design failure, product adaptation failure, logistics failure and technical incompatibility. Other findings were also made, and the study recommended that export companies should conduct thorough market research, prioritize cultural sensitivity, implement quality management systems, embrace manufacturing automation, and maintain strong supplier relationships to ensure consistent high-quality products and successful foreign market entry.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"1 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141795833","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The influence of school principal leadership, teachers’ creativity and motivation on teachers’ performance in vocational high schools in Bangka Regency 邦加县职业高中校长领导力、教师创造力和积极性对教师绩效的影响
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1203
Mariyana, Eko Pramono Suwito, Sutarto Joko
The school principal's leadership is crucial in creating a conducive work environment, providing clear guidance, and motivating teachers to perform at their best. Teacher creativity and motivation significantly impact their performance, affecting the overall education quality. Vocational education, such as SMKs, aims to prepare graduates for the workforce, emphasizing professionalism and productivity. This quantitative survey involved teachers from SMKs in Bangka Regency. A total of 170 teachers were selected using proportional multistage sampling. Data were collected through literature review, questionnaires, observations, and documentation. Statistical analyses included tests for normality, linearity, homoscedasticity, and multicollinearity, followed by descriptive statistics, classic assumption testing, multiple regression analysis, and path analysis. Path analysis revealed significant direct effects of teacher creativity and motivation on teacher performance in SMKs in Bangka Regency. The direct effect of teacher creativity was 53.72%, while motivation had a 14.28% direct effect. Together, teacher creativity and motivation had a combined direct effect of 68.02% on teacher performance. Moreover, the moderating effect of school principals' leadership on the relationship between teacher creativity and performance was found to be 17.07%, while for teacher motivation, it was 9.41%. The findings indicate a significant positive relationship between teacher creativity, motivation, and performance in SMKs in Bangka Regency. Higher creativity and motivation lead to better teacher performance, contributing to improved educational outcomes. However, the moderating effect of school principals' leadership was relatively small, suggesting the need for further enhancement of leadership practices to maximize its impact on teacher performance. Overall, fostering teacher creativity and motivation alongside effective leadership can significantly enhance teacher performance in SMKs. The study underscores the importance of teacher creativity, motivation, and effective leadership in enhancing teacher performance in SMKs in Bangka Regency.
校长的领导力对于营造有利的工作环境、提供明确的指导和激励教师发挥最佳水平至关重要。教师的创造力和积极性会极大地影响他们的工作表现,进而影响整体教育质量。职业教育(如 SMK)旨在为毕业生就业做好准备,强调专业性和生产力。这项定量调查涉及邦加县 SMK 的教师。调查采用多阶段比例抽样法,共选取了 170 名教师。通过文献综述、问卷调查、观察和文献收集数据。统计分析包括正态性、线性、同方差和多重共线性检验,然后是描述性统计、经典假设检验、多元回归分析和路径分析。路径分析显示,教师创造力和积极性对 Bangka 县 SMK 的教师绩效有明显的直接影响。教师创造力的直接效应为 53.72%,而积极性的直接效应为 14.28%。教师的创造性和积极性加在一起对教师绩效的直接影响为 68.02%。此外,研究还发现,校长领导力对教师创造力和绩效之间关系的调节作用为 17.07%,而对教师积极性的调节作用为 9.41%。研究结果表明,邦卡县中小学教师的创造性、积极性和绩效之间存在着明显的正相关关系。创造性和积极性越高,教师的绩效就越好,从而有助于改善教育成果。然而,校长领导力的调节作用相对较小,这表明需要进一步加强领导力实践,以最大限度地提高其对教师绩效的影响。总之,在有效领导的同时培养教师的创造性和积极性,可以显著提高中小学教师的绩效。这项研究强调了教师的创造性、积极性和有效的领导力对提高邦加行政区 SMK 教师绩效的重要性。
{"title":"The influence of school principal leadership, teachers’ creativity and motivation on teachers’ performance in vocational high schools in Bangka Regency","authors":"Mariyana, Eko Pramono Suwito, Sutarto Joko","doi":"10.30574/ijsra.2024.12.2.1203","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1203","url":null,"abstract":"The school principal's leadership is crucial in creating a conducive work environment, providing clear guidance, and motivating teachers to perform at their best. Teacher creativity and motivation significantly impact their performance, affecting the overall education quality. Vocational education, such as SMKs, aims to prepare graduates for the workforce, emphasizing professionalism and productivity. This quantitative survey involved teachers from SMKs in Bangka Regency. A total of 170 teachers were selected using proportional multistage sampling. Data were collected through literature review, questionnaires, observations, and documentation. Statistical analyses included tests for normality, linearity, homoscedasticity, and multicollinearity, followed by descriptive statistics, classic assumption testing, multiple regression analysis, and path analysis. Path analysis revealed significant direct effects of teacher creativity and motivation on teacher performance in SMKs in Bangka Regency. The direct effect of teacher creativity was 53.72%, while motivation had a 14.28% direct effect. Together, teacher creativity and motivation had a combined direct effect of 68.02% on teacher performance. Moreover, the moderating effect of school principals' leadership on the relationship between teacher creativity and performance was found to be 17.07%, while for teacher motivation, it was 9.41%. The findings indicate a significant positive relationship between teacher creativity, motivation, and performance in SMKs in Bangka Regency. Higher creativity and motivation lead to better teacher performance, contributing to improved educational outcomes. However, the moderating effect of school principals' leadership was relatively small, suggesting the need for further enhancement of leadership practices to maximize its impact on teacher performance. Overall, fostering teacher creativity and motivation alongside effective leadership can significantly enhance teacher performance in SMKs. The study underscores the importance of teacher creativity, motivation, and effective leadership in enhancing teacher performance in SMKs in Bangka Regency.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"11 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141795582","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cutibacterium acnes (Propionibacterium acnes): Review Article 痤疮丙酸杆菌:评论文章
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1152
Ahmed Sami Salman, Mohammed M. Alkhuzaie
P. acnes or short for Propionibacterium Acnes, is a bacterium that is natural on human skin more or less on everyone. It is a ubiquitous and fascinating wrinkle in our largest organ that merely scratching the skin’s surface gives an impression of. While it’s commonly associated with pimples, the truth is quite diverse, as it plays far more roles than only causing acne. P. acnes is an anaerobic bacterium, which should suggest that it practices in oxygen-scarce environments such as the hair follicles and sebaceous glands, where it indeed feeds on sebum, or skin oil, however, P. acnes does not solely cause this inflammation; the glands have additional friends that contribute to the formation of pimples, papules, and pustules characteristic of acne. Other contributing factors are hormonal, genetic, and immune systems, as they also account for acne manifestations. Second, it is worth pointing out that not all P. acnes strains are alike. Of these, some may be more irritable than others, with a greater impact on acne severity. This has given researchers a cue to look for precise treatments that will focus on the worst-causing strains, thereby giving hope to improved acne treatment. However, different from what it was hitherto associated with, P. acnes is currently being researched for what it can do. Some of the proposed benefits are that it might act as an immunomodulator; it helps us control the immune system, which prevents infections; and it may be involved in the healing process, especially in burns, thus, it was found that P. acnes and our skin are intertwined in a mutually wakeful and poorly understood connection. It may be bad for acne-prone skin, but it may be good for something in our bodies. It is imperative to fully understand this intricate relationship in order to derive new tactics for halting the occurrence of acne and promoting proper skin health.
痤疮丙酸杆菌或痤疮丙酸杆菌的简称,是一种或多或少存在于每个人皮肤上的天然细菌。它是我们最大的器官中无处不在的迷人皱纹,只需轻轻划过皮肤表面,就会给人留下深刻印象。虽然它通常与痤疮联系在一起,但事实并非如此,因为它扮演的角色远不止引起痤疮。痤疮丙酸杆菌是一种厌氧菌,这表明它在缺氧环境中活动,如毛囊和皮脂腺,它确实以皮脂或皮肤油脂为食,但是,痤疮丙酸杆菌并不只是引起这种炎症;皮脂腺还有其他朋友,它们有助于形成痤疮特有的丘疹、丘疱疹和脓疱。其他因素还包括荷尔蒙、遗传和免疫系统,因为它们也是造成痤疮表现的原因。其次,值得指出的是,并非所有的痤疮丙酸杆菌菌株都是一样的。其中,有些菌株可能比其他菌株更易怒,对痤疮严重程度的影响更大。这给研究人员提供了一个线索,即寻找针对最严重致病菌株的精确治疗方法,从而为改善痤疮治疗带来希望。然而,痤疮丙酸杆菌目前正在研究它的作用,这与以往的研究有所不同。研究发现,痤疮丙酸杆菌与我们的皮肤之间存在着一种相互唤醒而又鲜为人知的联系。痤疮丙酸杆菌对痤疮皮肤可能有害,但对我们体内的某些东西可能有益。当务之急是充分了解这种错综复杂的关系,以便找到阻止痤疮发生和促进皮肤健康的新方法。
{"title":"Cutibacterium acnes (Propionibacterium acnes): Review Article","authors":"Ahmed Sami Salman, Mohammed M. Alkhuzaie","doi":"10.30574/ijsra.2024.12.2.1152","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1152","url":null,"abstract":"P. acnes or short for Propionibacterium Acnes, is a bacterium that is natural on human skin more or less on everyone. It is a ubiquitous and fascinating wrinkle in our largest organ that merely scratching the skin’s surface gives an impression of. While it’s commonly associated with pimples, the truth is quite diverse, as it plays far more roles than only causing acne. P. acnes is an anaerobic bacterium, which should suggest that it practices in oxygen-scarce environments such as the hair follicles and sebaceous glands, where it indeed feeds on sebum, or skin oil, however, P. acnes does not solely cause this inflammation; the glands have additional friends that contribute to the formation of pimples, papules, and pustules characteristic of acne. Other contributing factors are hormonal, genetic, and immune systems, as they also account for acne manifestations. Second, it is worth pointing out that not all P. acnes strains are alike. Of these, some may be more irritable than others, with a greater impact on acne severity. This has given researchers a cue to look for precise treatments that will focus on the worst-causing strains, thereby giving hope to improved acne treatment. However, different from what it was hitherto associated with, P. acnes is currently being researched for what it can do. Some of the proposed benefits are that it might act as an immunomodulator; it helps us control the immune system, which prevents infections; and it may be involved in the healing process, especially in burns, thus, it was found that P. acnes and our skin are intertwined in a mutually wakeful and poorly understood connection. It may be bad for acne-prone skin, but it may be good for something in our bodies. It is imperative to fully understand this intricate relationship in order to derive new tactics for halting the occurrence of acne and promoting proper skin health.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"6 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141796059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Botanical detectives: Harnessing plant evidence in criminal justice 植物侦探在刑事司法中利用植物证据
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1320
Isha Vishnoi
Forensic botany is an interdisciplinary science that combines botanical principles with legal investigations to solve crimes. Forensic botany involves various subdisciplines of plant science, including palynology (study of pollen and spores), dendrochronology (study of tree rings), and plant anatomy and morphology. Historically, plant evidence has been underutilized in forensic science, despite its potential to provide critical information. The field gained prominence in the mid-20th century, with pioneering cases where botanical evidence played a key role in criminal investigations. This paper reviews procedures and recent cases where botanical evidence played a role in establishing either manner or time of death. Plant evidence can be useful for determining if the death was due to an accident, suicide, or homicide, or what time of year burial may have taken place. In addition, plant evidence can be used to determine whether a crime scene is a primary or secondary scene and to locate missing bodies.
法证植物学是一门跨学科科学,它将植物学原理与法律调查相结合,以解决犯罪问题。法证植物学涉及植物科学的多个分支学科,包括古植物学(研究花粉和孢子)、树木年代学(研究树木年轮)以及植物解剖学和形态学。从历史上看,植物证据在法医学中一直未得到充分利用,尽管它有可能提供关键信息。20 世纪中叶,植物学证据在刑事调查中发挥了关键作用,植物学证据在这一领域的地位日益突出。本文回顾了植物证据在确定死亡方式或时间方面发挥作用的程序和近期案例。植物证据可用于确定死亡是由于意外、自杀还是他杀,或一年中可能是什么时间下葬。此外,植物证据还可用于确定犯罪现场是主要现场还是次要现场,以及寻找失踪的尸体。
{"title":"Botanical detectives: Harnessing plant evidence in criminal justice","authors":"Isha Vishnoi","doi":"10.30574/ijsra.2024.12.2.1320","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1320","url":null,"abstract":"Forensic botany is an interdisciplinary science that combines botanical principles with legal investigations to solve crimes. Forensic botany involves various subdisciplines of plant science, including palynology (study of pollen and spores), dendrochronology (study of tree rings), and plant anatomy and morphology. Historically, plant evidence has been underutilized in forensic science, despite its potential to provide critical information. The field gained prominence in the mid-20th century, with pioneering cases where botanical evidence played a key role in criminal investigations. This paper reviews procedures and recent cases where botanical evidence played a role in establishing either manner or time of death. Plant evidence can be useful for determining if the death was due to an accident, suicide, or homicide, or what time of year burial may have taken place. In addition, plant evidence can be used to determine whether a crime scene is a primary or secondary scene and to locate missing bodies.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141796142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A convolutional neural networks approach in MRI image analysis for Alzhei 卷积神经网络方法在阿尔茨海默病核磁共振成像图像分析中的应用
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1195
Satyanarayana Botsa, Suresh Kumar Maddila
Artificial Intelligence (AI) and its advancements, particularly in Computer Vision, have narrowed the gap between humans and machines. The Deep Learning techniques, such as Convolutional Neural Networks (CNNs), have revolutionized image analysis by assigning importance to different aspects of an image and enabling accurate differentiation. This paper focuses on applying CNNs to detect structural changes associated with Alzheimer's disease using Magnetic Resonance Imaging (MRI). Currently, the diagnosis of Alzheimer's disease relies on a combination of clinical assessments and neurological tests. This study aims to develop and evaluate various CNN models, including VGG16, VGG19, ResNet50, ResNet101, MobileNet, MobileNetV2, InceptionV3, Xception, DenseNet121, and DenseNet169, to analyze MRI scans for Alzheimer's disease detection. The above models were trained and tested using a dataset comprising MRI scans from healthy individuals and Alzheimer's patients. By comparing the accuracy of the CNN models in detecting Alzheimer's disease from MRI scans, the study demonstrates the potential of CNNs in improving the accuracy and efficiency of Alzheimer's disease diagnosis. The findings suggest that CNN-based analysis of Alzheimer's MRI images holds promise for early detection and treatment of the disease. This research can growing body of knowledge in computer-aided medical diagnostics and underscores the significance of leveraging AI techniques to enhance healthcare outcomes.
人工智能(AI)及其进步,尤其是在计算机视觉领域的进步,缩小了人类与机器之间的差距。深度学习技术,如卷积神经网络(CNN),通过赋予图像不同方面的重要性并实现精确区分,为图像分析带来了革命性的变化。本文的重点是应用 CNN,通过磁共振成像(MRI)检测与阿尔茨海默病相关的结构变化。目前,阿尔茨海默病的诊断依赖于临床评估和神经测试的结合。本研究旨在开发和评估各种 CNN 模型,包括 VGG16、VGG19、ResNet50、ResNet101、MobileNet、MobileNetV2、InceptionV3、Xception、DenseNet121 和 DenseNet169,以分析核磁共振成像扫描,检测阿尔茨海默病。上述模型由健康人和阿尔茨海默氏症患者的核磁共振扫描数据集组成,并使用这些数据集进行了训练和测试。通过比较 CNN 模型从核磁共振扫描中检测阿尔茨海默病的准确性,该研究证明了 CNN 在提高阿尔茨海默病诊断准确性和效率方面的潜力。研究结果表明,基于 CNN 的阿尔茨海默氏症 MRI 图像分析有望用于该疾病的早期检测和治疗。这项研究使计算机辅助医疗诊断领域的知识库不断壮大,并强调了利用人工智能技术提高医疗成果的重要性。
{"title":"A convolutional neural networks approach in MRI image analysis for Alzhei","authors":"Satyanarayana Botsa, Suresh Kumar Maddila","doi":"10.30574/ijsra.2024.12.2.1195","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1195","url":null,"abstract":"Artificial Intelligence (AI) and its advancements, particularly in Computer Vision, have narrowed the gap between humans and machines. The Deep Learning techniques, such as Convolutional Neural Networks (CNNs), have revolutionized image analysis by assigning importance to different aspects of an image and enabling accurate differentiation. This paper focuses on applying CNNs to detect structural changes associated with Alzheimer's disease using Magnetic Resonance Imaging (MRI). Currently, the diagnosis of Alzheimer's disease relies on a combination of clinical assessments and neurological tests. This study aims to develop and evaluate various CNN models, including VGG16, VGG19, ResNet50, ResNet101, MobileNet, MobileNetV2, InceptionV3, Xception, DenseNet121, and DenseNet169, to analyze MRI scans for Alzheimer's disease detection. The above models were trained and tested using a dataset comprising MRI scans from healthy individuals and Alzheimer's patients. By comparing the accuracy of the CNN models in detecting Alzheimer's disease from MRI scans, the study demonstrates the potential of CNNs in improving the accuracy and efficiency of Alzheimer's disease diagnosis. The findings suggest that CNN-based analysis of Alzheimer's MRI images holds promise for early detection and treatment of the disease. This research can growing body of knowledge in computer-aided medical diagnostics and underscores the significance of leveraging AI techniques to enhance healthcare outcomes.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"3 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141796165","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Part3: Concept development of ‘Renewable Marine Island (REMARIS)’ 第 3 部分:"可再生海洋岛屿(REMARIS)"概念开发
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1290
Ravi S. Gonella, Shyam S. Gonella
This paper highlights about the Renewable marine function islands, the outbreaking innovation where consumer appurtenances utilize the renewable energy from near shore and offshore renewable marine hybrid islands to process the energy population and meet the green energy demand. In other words, Renewable marine islands are Central processing Smart ocean fuel stations where homes, vessels, carriers, planes and ships capture energy retrofit in batches towards its marine journey. The marine floatation includes hydrogen production, topside processing, LNG re-gasification, pipeline production, tank storage, internal combustion, energy conversion, electric generation, propeller motion etc.
本文重点介绍了可再生海洋功能岛这一突破性创新,在这里,消费设备利用近岸和离岸可再生海洋混合岛的可再生能源来处理能源人口,满足绿色能源需求。换句话说,可再生海洋岛屿是中央处理智能海洋燃料站,家庭、船只、航空母舰、飞机和轮船都可以在这里分批获取能源,并将其改造成海洋燃料。海洋漂浮包括制氢、上层处理、液化天然气再气化、管道生产、储罐储存、内燃、能量转换、发电、螺旋桨运动等。
{"title":"Part3: Concept development of ‘Renewable Marine Island (REMARIS)’","authors":"Ravi S. Gonella, Shyam S. Gonella","doi":"10.30574/ijsra.2024.12.2.1290","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1290","url":null,"abstract":"This paper highlights about the Renewable marine function islands, the outbreaking innovation where consumer appurtenances utilize the renewable energy from near shore and offshore renewable marine hybrid islands to process the energy population and meet the green energy demand. In other words, Renewable marine islands are Central processing Smart ocean fuel stations where homes, vessels, carriers, planes and ships capture energy retrofit in batches towards its marine journey. The marine floatation includes hydrogen production, topside processing, LNG re-gasification, pipeline production, tank storage, internal combustion, energy conversion, electric generation, propeller motion etc.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"7 27","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141796292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of socio-demographic factors on knowledge of cervical cancer among women in rural Bangladesh: A cross-sectional study 社会人口因素对孟加拉国农村妇女宫颈癌知识的影响:横断面研究
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1202
Abu Ansar, Md Rizwan, Iffat Ara Begum, Shihab-ul-Islam Rafi, Zubaida Iftekhar, Moshfequa Rahman Khan, Sujit Kumar Banik, Shamiul Bashir Plabon, Ridwanul Islam
Introduction: Cervical cancer poses a significant public health challenge globally, particularly in low- and middle-income countries (LMICs) where it leads to substantial morbidity and mortality. In Bangladesh, cervical cancer is the second most common cancer among women, with socioeconomic factors, educational attainment, and access to healthcare being critical determinants of health outcomes. This study investigates the impact of socio-demographic factors on the knowledge of cervical cancer among women in rural Bangladesh. Method: An analytical cross-sectional study was conducted across four subdistricts: Bakergonj, Amtoli, Kumarkhali, and Jagannathpur. A sample size of 245 women aged 30 to 49 years was selected through systematic random sampling. Data were collected from November 2020 to February 2021 using structured questionnaires administered during face-to-face interviews. Knowledge was assessed based on responses to 15 questions about cervical cancer, with scores ranging from 0 to 15. Statistical analysis was performed to determine the associations between knowledge levels and socio-demographic variables. Results: The study revealed that only 17.14% of the respondents demonstrated good knowledge of cervical cancer, while 82.86% exhibited poor knowledge. Significant associations were found between knowledge levels and factors such as age, education, and household size. Notably, 15.38% of respondents aged 30-34 demonstrated good knowledge compared to only 12.82% of those aged 45-49 (P=0.022). Similarly, 100% of respondents with graduate or higher education had good knowledge (P=0.026). Smaller household sizes were also associated with better knowledge (P=0.047). Conclusion: The findings highlight substantial gaps in cervical cancer knowledge among rural women in Bangladesh, underscoring the need for targeted educational interventions. These interventions should focus on providing comprehensive information about HPV, cervical cancer, and screening methods, and addressing cultural stigmas and misconceptions.
导言:宫颈癌是全球公共卫生面临的一项重大挑战,尤其是在中低收入国家(LMICs),宫颈癌会导致大量的发病率和死亡率。在孟加拉国,宫颈癌是妇女中第二常见的癌症,社会经济因素、教育程度和获得医疗保健的机会是影响健康结果的关键因素。本研究调查了社会人口因素对孟加拉国农村妇女宫颈癌知识的影响。研究方法在四个分区进行了横断面分析研究:Bakergonj、Amtoli、Kumarkhali 和 Jagannathpur。通过系统随机抽样选取了 245 名 30 至 49 岁的妇女作为样本。数据收集时间为 2020 年 11 月至 2021 年 2 月,采用面对面访谈的方式发放结构化问卷。对宫颈癌知识的评估基于对 15 个问题的回答,分值从 0 到 15 分不等。统计分析旨在确定知识水平与社会人口变量之间的关联。结果显示研究显示,只有 17.14% 的受访者对宫颈癌有较好的了解,82.86% 的受访者对宫颈癌的了解较少。研究发现,宫颈癌知识水平与年龄、教育程度和家庭规模等因素之间存在显著关联。值得注意的是,在 30-34 岁的受访者中,15.38% 的人对宫颈癌有较好的了解,而在 45-49 岁的受访者中,仅有 12.82% 的人对宫颈癌有较差的了解(P=0.022)。同样,100% 接受过研究生或高等教育的受访者具有良好的知识水平(P=0.026)。家庭规模较小的受访者也具有较好的相关知识(P=0.047)。结论研究结果凸显了孟加拉国农村妇女在宫颈癌知识方面的巨大差距,强调了采取有针对性的教育干预措施的必要性。这些干预措施应侧重于提供有关人乳头瘤病毒、宫颈癌和筛查方法的全面信息,并消除文化偏见和误解。
{"title":"Impact of socio-demographic factors on knowledge of cervical cancer among women in rural Bangladesh: A cross-sectional study","authors":"Abu Ansar, Md Rizwan, Iffat Ara Begum, Shihab-ul-Islam Rafi, Zubaida Iftekhar, Moshfequa Rahman Khan, Sujit Kumar Banik, Shamiul Bashir Plabon, Ridwanul Islam","doi":"10.30574/ijsra.2024.12.2.1202","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1202","url":null,"abstract":"Introduction: Cervical cancer poses a significant public health challenge globally, particularly in low- and middle-income countries (LMICs) where it leads to substantial morbidity and mortality. In Bangladesh, cervical cancer is the second most common cancer among women, with socioeconomic factors, educational attainment, and access to healthcare being critical determinants of health outcomes. This study investigates the impact of socio-demographic factors on the knowledge of cervical cancer among women in rural Bangladesh. Method: An analytical cross-sectional study was conducted across four subdistricts: Bakergonj, Amtoli, Kumarkhali, and Jagannathpur. A sample size of 245 women aged 30 to 49 years was selected through systematic random sampling. Data were collected from November 2020 to February 2021 using structured questionnaires administered during face-to-face interviews. Knowledge was assessed based on responses to 15 questions about cervical cancer, with scores ranging from 0 to 15. Statistical analysis was performed to determine the associations between knowledge levels and socio-demographic variables. Results: The study revealed that only 17.14% of the respondents demonstrated good knowledge of cervical cancer, while 82.86% exhibited poor knowledge. Significant associations were found between knowledge levels and factors such as age, education, and household size. Notably, 15.38% of respondents aged 30-34 demonstrated good knowledge compared to only 12.82% of those aged 45-49 (P=0.022). Similarly, 100% of respondents with graduate or higher education had good knowledge (P=0.026). Smaller household sizes were also associated with better knowledge (P=0.047). Conclusion: The findings highlight substantial gaps in cervical cancer knowledge among rural women in Bangladesh, underscoring the need for targeted educational interventions. These interventions should focus on providing comprehensive information about HPV, cervical cancer, and screening methods, and addressing cultural stigmas and misconceptions.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"9 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141795682","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical Solution for Plane Stagnation Point Flow 平面停滞点流动的数值解法
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1357
Stanley A. Omenai
The plane stagnation point flow, where a fluid stream impinges perpendicularly on a flat surface, is a classic problem in fluid dynamics with significant theoretical and practical implications. This report presents a comprehensive numerical solution to the plane stagnation point flow using the fourth order Runge-Kutta approximation. The numerical approach is developed to solve the governing Hiemenz Flow equation. Key flow characteristics, including velocity, are analyzed, offering insights into the fluid behavior near the stagnation point.
平面停滞点流是流体流垂直冲击平面的现象,是流体力学中的一个经典问题,具有重要的理论和实践意义。本报告介绍了利用四阶 Runge-Kutta 近似对平面停滞点流动的全面数值求解。所开发的数值方法用于求解 Hiemenz 流动方程。报告分析了包括速度在内的主要流动特征,为停滞点附近的流体行为提供了深入见解。
{"title":"Numerical Solution for Plane Stagnation Point Flow","authors":"Stanley A. Omenai","doi":"10.30574/ijsra.2024.12.2.1357","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1357","url":null,"abstract":"The plane stagnation point flow, where a fluid stream impinges perpendicularly on a flat surface, is a classic problem in fluid dynamics with significant theoretical and practical implications. This report presents a comprehensive numerical solution to the plane stagnation point flow using the fourth order Runge-Kutta approximation. The numerical approach is developed to solve the governing Hiemenz Flow equation. Key flow characteristics, including velocity, are analyzed, offering insights into the fluid behavior near the stagnation point.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"5 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141795734","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigating the competency of some selected soft computing techniques for modeling of lateritic soil strength based on index properties 基于指数特性的红土强度建模软计算技术能力研究
Pub Date : 2024-07-30 DOI: 10.30574/ijsra.2024.12.2.1199
Lateef Bankole Adamolekun, M. Saliu, A. Lawal, I. A. Okewale
This study aims to assess the capability of some soft computing techniques including ANN, M5P and RF to accurately predict the strength of selected lateritic soils in southwestern Nigeria from index properties including specific gravity, linear shrinkage, liquid limit, plasticity index, fine sand content, and fines content. To achieve this goal, the experimental dataset obtained from the laboratory analysis of three hundred soil samples taken from thirty different lateritic deposits within southwestern Nigeria was divided into model and gaging dataset. The model dataset contains two hundred and forty data points, which were divided into 70% for training and 15% each for testing and validation of the proposed models. The gaging dataset contains sixty data points, which were used to validate the proposed models against prominent existing models in the literature. The models performances were evaluated using various statistical estimators. Based on the statistical estimators, the proposed models outperformed the existing models in the literature and provided satisfactory performances, thus, they are validated. The obtained R2 values using the ANN model are 0.9967, 0.9963, 0.9989, and 0.9852 for training, testing, validation, and gaging dataset, respectively; the R2 values obtained for M5P model are 0.6676, 0.5501, 0.636 and 0.6727; and the R2 values for RF model are 0.8346, 0.6380, 0.7564, and 0.7901. This implies that ANN provided the most reliable model for the prediction of the soil strength. Thus, ANN is strongly recommended for prediction of lateritic soil strength.
本研究旨在评估一些软计算技术(包括 ANN、M5P 和 RF)的能力,以根据指标属性(包括比重、线性收缩率、液限、塑性指数、细砂含量和细粒含量)准确预测尼日利亚西南部选定红土的强度。为实现这一目标,对尼日利亚西南部三十个不同红土矿床的三百个土壤样本进行实验室分析后获得的实验数据集被分为模型数据集和测量数据集。模型数据集包含 240 个数据点,其中 70% 用于训练,15% 用于测试和验证模型。测量数据集包含六十个数据点,用于对照文献中现有的著名模型验证所提出的模型。使用各种统计估算器对模型的性能进行了评估。根据统计估算器,所提出的模型优于文献中的现有模型,并提供了令人满意的性能,因此这些模型得到了验证。对于训练、测试、验证和测量数据集,使用 ANN 模型获得的 R2 值分别为 0.9967、0.9963、0.9989 和 0.9852;M5P 模型获得的 R2 值分别为 0.6676、0.5501、0.636 和 0.6727;RF 模型获得的 R2 值分别为 0.8346、0.6380、0.7564 和 0.7901。这意味着,方差网络为土壤强度预测提供了最可靠的模型。因此,强烈建议将 ANN 用于红土强度的预测。
{"title":"Investigating the competency of some selected soft computing techniques for modeling of lateritic soil strength based on index properties","authors":"Lateef Bankole Adamolekun, M. Saliu, A. Lawal, I. A. Okewale","doi":"10.30574/ijsra.2024.12.2.1199","DOIUrl":"https://doi.org/10.30574/ijsra.2024.12.2.1199","url":null,"abstract":"This study aims to assess the capability of some soft computing techniques including ANN, M5P and RF to accurately predict the strength of selected lateritic soils in southwestern Nigeria from index properties including specific gravity, linear shrinkage, liquid limit, plasticity index, fine sand content, and fines content. To achieve this goal, the experimental dataset obtained from the laboratory analysis of three hundred soil samples taken from thirty different lateritic deposits within southwestern Nigeria was divided into model and gaging dataset. The model dataset contains two hundred and forty data points, which were divided into 70% for training and 15% each for testing and validation of the proposed models. The gaging dataset contains sixty data points, which were used to validate the proposed models against prominent existing models in the literature. The models performances were evaluated using various statistical estimators. Based on the statistical estimators, the proposed models outperformed the existing models in the literature and provided satisfactory performances, thus, they are validated. The obtained R2 values using the ANN model are 0.9967, 0.9963, 0.9989, and 0.9852 for training, testing, validation, and gaging dataset, respectively; the R2 values obtained for M5P model are 0.6676, 0.5501, 0.636 and 0.6727; and the R2 values for RF model are 0.8346, 0.6380, 0.7564, and 0.7901. This implies that ANN provided the most reliable model for the prediction of the soil strength. Thus, ANN is strongly recommended for prediction of lateritic soil strength.","PeriodicalId":14366,"journal":{"name":"International Journal of Science and Research Archive","volume":"11 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141796126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
International Journal of Science and Research Archive
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1