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Performance Analysis of Walsh-Hadamard Transform-Based Gabor Filter Feature Extraction Method and GLCM Feature Extraction Method for Brain Tumor Detection 基于沃尔什-哈达玛德变换的 Gabor 滤波特征提取方法和 GLCM 特征提取方法在脑肿瘤检测中的性能分析
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63543
Rita B. Patil
Abstract: Brain tumor detection through MRI imaging is a crucial step in medical diagnostics. This paper presents a comparative performance analysis of two feature extraction methods: the Walsh-Hadamard Transform (WHT) based Gabor Filter method and the Gray-Level Co-occurrence Matrix (GLCM) method. We evaluate these techniques based on accuracy, computational efficiency, and robustness using a benchmark MRI dataset. Our results indicate the strengths and limitations of each method, providing insights for their application in automated brain tumor detection systems.
摘要:通过核磁共振成像检测脑肿瘤是医学诊断的关键步骤。本文介绍了两种特征提取方法的性能比较分析:基于沃尔什-哈达玛德变换(WHT)的 Gabor 滤波方法和灰度共现矩阵(GLCM)方法。我们使用基准 MRI 数据集对这些技术的准确性、计算效率和鲁棒性进行了评估。我们的结果表明了每种方法的优势和局限性,为它们在脑肿瘤自动检测系统中的应用提供了启示。
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引用次数: 0
Effects of 3D Geocells on Flexible Pavement Foundations 三维土工格室对柔性路面地基的影响
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63505
Chandrakant Soni
Abstract: The current below study examines the effects of adding a Cubic Three-dimensional Geo-synthetics material known as Geo-cells to the foundation layer of flexible Bitumen pavements. In this study, the test of California bearing ratio (CBR) of 5% is used to compare the steel reinforced and unreinforced pavement made sections built on that subgrade. To comprehend the impact of Geo-cell reinforcement upon the pavement section's load-carryings mechanism under static and repetitive loading circumstances, a number of model tests were conducted. The following characteristics were examined: surface deformation profile the test sections, real rut subgrade level, load-settlement response of the pavement sections, and pressure is transmitted into the subgrade soil beneath into the Geo-cell reinforced foundation layer.
摘要:本研究探讨了在柔性沥青路面的基础层中添加立方体三维土工合成材料(即土工格室)的效果。在这项研究中,采用加州承载比(CBR)5% 的测试来比较在该基层上铺设的钢筋路面和非钢筋路面。为了解在静态和重复加载情况下,Geo-cell 加固对路面部分承载机制的影响,进行了一系列模型试验。对以下特征进行了研究:试验断面的表面变形轮廓、实际车辙基层、路面断面的荷载沉降响应,以及压力传递到下面的基层土体到 Geo-cell 加固地基层的情况。
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引用次数: 0
Comparative Study of Conventional Bridge and Balance Centilever Bridge 传统桥梁与平衡 Centilever 桥梁的比较研究
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63536
Farhaz Alam
Abstract: The study compares balanced cantilever and conventional bridge designs, diving into their engineering details like how much weight they can bear, their cost-effectiveness, and their impact on the environment. It looks at real-life examples to give a thorough picture of how well each type of bridge holds up over time and how eco-friendly they are. It also considers things like how they look, how much maintenance they need, and how well they can handle earthquakes, providing a complete view for engineers, planners, and decision-makers in bridge construction. The paper even talks about how the bridges look and how they fit into their surroundings. Plus, it focuses on how well each design can handle earthquakes and heavy traffic. By putting all these aspects together, the report gives a detailed understanding of what each type of bridge does well and where it could use some improvement. Its goal is to help professionals make better choices when they're designing and building bridges.
摘要:本研究对平衡悬臂桥和传统桥梁设计进行了比较,深入探讨了它们的工程细节,如可承受的重量、成本效益以及对环境的影响。研究通过实际案例,全面介绍了每种桥梁的耐久性和环保性。此外,它还考虑了桥梁的外观、所需的维护量以及应对地震的能力等问题,为工程师、规划师和桥梁建设决策者提供了一个完整的视角。论文甚至谈到了桥梁的外观以及如何与周围环境相协调。此外,它还重点介绍了每种设计在应对地震和繁忙交通方面的能力。通过将所有这些方面结合在一起,该报告详细介绍了每种类型的桥梁在哪些方面做得很好,以及在哪些方面需要改进。其目的是帮助专业人士在设计和建造桥梁时做出更好的选择。
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引用次数: 0
Deep Learning Solutions for Phishing by URL Detection 通过 URL 检测网络钓鱼的深度学习解决方案
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63655
M. R. R. Paul
Abstract: In this digital age, phishing attacks are something that are quite prevalent and are on the rise. This paper explores the various avenues for detecting such kind of attacks which will pave way to mitigating such kinds of attacks in the future. We primarily focused on proving that deep learning methods are much more efficient than traditional machine learning models; for this purpose we are evaluating the performance of a traditional machine learning model namely Naive Bayes and two deep learning models which are Convolutional Neural Networks(CNN) and Recurrent Neural Networks(RNN). The process starts with normalizing the input features and then the categorical data is transformed after which the dataset containing the URLs are loaded and are preprocessed. The performance of the models was evaluated against metrics like Accuracy, Precision, Recall and F1-Score.The end results proved that CNN was able to achieve the optimal performance and was capable of outperforming the other two models. Therefore this paper is of the view that such CNN or Neural Network empowered Models are the only way to mitigate these types of attacks and will also act as a catalyst in developing systems or models that are immune to such kinds of attacks.
摘要:在这个数字时代,网络钓鱼攻击相当普遍,并呈上升趋势。本文探讨了检测此类攻击的各种途径,这将为今后减轻此类攻击铺平道路。为此,我们评估了传统机器学习模型(即 Naive Bayes)和两种深度学习模型(即卷积神经网络(CNN)和循环神经网络(RNN))的性能。首先对输入特征进行归一化处理,然后对分类数据进行转换,之后加载包含 URL 的数据集并进行预处理。最终结果证明,CNN 能够达到最佳性能,并且能够超越其他两种模型。因此,本文认为,这种 CNN 或神经网络授权模型是减轻此类攻击的唯一方法,也将成为开发对此类攻击免疫的系统或模型的催化剂。
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引用次数: 0
Auto Solar Tracker for Harnessing Maximum Solar Energy 利用最大太阳能的自动太阳能跟踪器
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63750
A. A. Balkhi
Abstract: Solar Tracker is a device designed to optimize the efficiency of solar energy systems by continuously orienting solar panels to track the movement of the sun. The demand for renewable energy sources, particularly solar power, has been growing rapidly in recent years. To maximize the efficiency of solar panels, solar tracking systems have gained significant attention. The work includes the design, development, and implementation of a single-axis solar tracker. The proposed system utilizes two Light Dependent Resistors (LDRs), a servomotor, and an Arduino microcontroller to precisely align the solar panel with the sun's position throughout the day. Experimental results demonstrate the effectiveness of the designed solar tracker in enhancing the power generation efficiency
摘要:太阳能跟踪器是一种设计用于优化太阳能系统效率的装置,通过不断调整太阳能电池板的方向来跟踪太阳的移动。近年来,对可再生能源,特别是太阳能的需求迅速增长。为了最大限度地提高太阳能电池板的效率,太阳能跟踪系统受到了广泛关注。这项工作包括单轴太阳能跟踪器的设计、开发和实施。所提出的系统利用两个光敏电阻(LDR)、一个伺服电机和一个 Arduino 微控制器,使太阳能电池板全天精确地对准太阳的位置。实验结果证明了所设计的太阳能跟踪器在提高发电效率方面的有效性。
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引用次数: 0
A Review on Development of 3D Printable Concrete by Utilizing Agro-Industrial Waste: Evaluation of Fresh Properties 关于利用农用工业废料开发 3D 可打印混凝土的综述:新鲜特性评估
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63530
Er. Ankit Dwivedi
Abstract: The primary challenge in achieving 3D printable concrete lies in balancing conflicting characteristics of Pumpability and Buildability. On one hand, the concrete must be sufficiently flowable to be pumped through hoses, while on the other hand, it needs to exhibit enough strength for layer-by-layer construction. Overcoming internal shear resistance due to particle interactions is crucial for pumpability, and the material must also retain its shape after extrusion. This thesis presents a comprehensive study on the optimization of mix proportions for Alkali Activated Concrete (AAC) tailored for 3D concrete printing applications, with a focus on the utilization of Agro-Industrial waste. The primary objective is to optimize the mix proportions of AAC by varying the composition of Agro-Industrial waste, thereby contributing to sustainable construction practices
摘要:实现三维可打印混凝土的主要挑战在于平衡可泵性和可施工性这两个相互冲突的特性。一方面,混凝土必须具有足够的流动性,以便通过软管泵送;另一方面,混凝土必须具有足够的强度,以便逐层建造。克服颗粒相互作用造成的内部剪切阻力对可泵性至关重要,而且材料还必须在挤出后保持形状。本论文全面研究了为三维混凝土打印应用量身定制的碱活性混凝土(AAC)的混合比例优化问题,重点关注农用工业废料的利用。主要目的是通过改变农业工业废弃物的成分来优化 AAC 的混合比例,从而为可持续建筑实践做出贡献。
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引用次数: 0
Adaptive Pixel Resilience: A Novel Defence Mechanism Against One-Pixel Adversarial Attacks on Deep Neural Networks 自适应像素复原力:针对深度神经网络单像素对抗性攻击的新型防御机制
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63614
Smit Srivastava
Abstract: This paper presents a groundbreaking analysis of the One Pixel Attack, an insidious adversarial threat that challenges the robustness of state-of-the-art deep neural networks (DNNs). We delve into the intricate mechanics of this deceptively simple yet potent attack, which can cause misclassification by altering just a single pixel in an image. Our research not only unravels the technical underpinnings of the One Pixel Attack but also introduces Adaptive Pixel Resilience (APR), a novel defence mechanism that significantly enhances DNN robustness against this threat. Through extensive experimentation on the CIFAR10 and ImageNet datasets, we demonstrate the remarkable efficacy of APR. Our method substantially outperforms existing defence strategies, setting a new benchmark in adversarial robustness while maintaining competitive clean accuracy. The paper offers several key contributions
摘要:本文对 "单像素攻击 "进行了突破性分析。"单像素攻击 "是一种阴险的对抗性威胁,它对最先进的深度神经网络(DNN)的鲁棒性提出了挑战。我们深入研究了这种看似简单、实则强大的攻击的复杂机制,这种攻击只需改变图像中的一个像素就能造成误分类。我们的研究不仅揭示了 "单像素攻击 "的技术基础,还引入了 "自适应像素复原力"(APR),这是一种新型防御机制,可显著增强 DNN 对这种威胁的鲁棒性。通过在 CIFAR10 和 ImageNet 数据集上的广泛实验,我们证明了 APR 的显著功效。我们的方法大大优于现有的防御策略,为对抗鲁棒性树立了新的标杆,同时保持了具有竞争力的净化精度。本文的主要贡献有
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引用次数: 0
Network Based Feature Extraction Method for Fraud Detection Using Label Propagation 利用标签传播进行欺诈检测的基于网络的特征提取方法
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63525
Ravula Muralidhar Reddy, N. N. Kumar
Abstract: Nowadays, judging the current transaction based on user history transactions is an important detection method. However, different users have different transaction behaviors, when all users use the same limit to judge whether the transaction is abnormal, it will result in higher misjudgment for some users. Aiming at the above problems, this paper proposes an individual behavior transaction detection method based on hypersphere model. In this model, considering multiple dimensions of normal historical transaction records, the characteristics of user’s transaction behavior is generated with the trend of transaction. Then, the user optimal risk threshold algorithm is proposed to determine the optimal risk threshold for each user. Finally combining the transaction behavior and the optimal risk threshold, the user behavior benchmark is formed, which is used to construct the multidimensional hypersphere model. On this basis, a mapping method for transforming transaction detection into midpoint in multidimensional space is proposed. The experiment proves that the proposed method is superior to other models, and it is found that the characterization effect of user behavior is related to the frequency of users’ transactions. Applied computing → Secure online transactions; Digital cash; Computing methodologies → Instance-based learning; Rule learning
摘要: 目前,根据用户历史交易来判断当前交易是一种重要的检测方法。然而,不同的用户有不同的交易行为,当所有用户都使用相同的限额来判断交易是否异常时,会导致部分用户的误判率较高。针对上述问题,本文提出了一种基于超球模型的个人行为交易检测方法。在该模型中,考虑到正常历史交易记录的多个维度,结合交易趋势生成用户的交易行为特征。然后,提出用户最优风险阈值算法,为每个用户确定最优风险阈值。最后结合交易行为和最优风险阈值,形成用户行为基准,并以此构建多维超球模型。在此基础上,提出了将交易检测转化为多维空间中点的映射方法。实验证明,所提出的方法优于其他模型,并发现用户行为的表征效果与用户的交易频率有关。应用计算 → 安全在线交易;数字现金;计算方法 → 基于实例的学习;规则学习
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引用次数: 0
Harnessing Adaptive Synchronization in Enzyme-Substrate Systems with Brain Wave-Like Ferroelectric Behavior 利用酶-基质系统中的自适应同步与脑电波般的铁电行为
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63586
Amarpreet Kaur
Abstract: This paper explores the application of chaos in various physical, electrical, chemical, and biological systems, with a specific focus on enzymes-substrate reactions exhibiting ferroelectric behaviour in brain waves. The study conducted by Enjieu Kadji, Chabi Orou, Yamapi, and Woafo (2007) is investi- gated, which examines the dynamic analysis and global chaos synchronization of a 2-D non-autonomous enzymes-substrates system subjected to a cosinusoidal forcing term. The phase portraits of the chaotic behaviousr in the enzymes-substrates system are depicted. Furthermore, novel adaptive control techniques are developed to achieve global synchronization of identical enzyme-substrates systems with uncertain parameters. The main results for global synchronization are derived using backstepping control, and MATLAB plots are included to illustrate these findings.
摘要:本文探讨了混沌在各种物理、电气、化学和生物系统中的应用,特别关注在脑电波中表现出铁电行为的酶-底物反应。本文研究了 Enjieu Kadji、Chabi Orou、Yamapi 和 Woafo(2007 年)所做的研究,该研究考察了受余弦强迫项影响的二维非自主酶-底物系统的动态分析和全局混沌同步。研究描绘了酶-底物系统中混沌行为的相位图。此外,还开发了新型自适应控制技术,以实现具有不确定参数的相同酶-底物系统的全局同步。利用反步态控制推导出了全局同步的主要结果,并通过 MATLAB 绘图来说明这些发现。
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引用次数: 0
Road Sense: Intelligent Road Monitoring System 道路感知:智能道路监控系统
Pub Date : 2024-07-31 DOI: 10.22214/ijraset.2024.63499
Naina Nimisha, Subrat Pandey, Siddhant Priyadarshi, Dr. Anusha Preetham
Abstract: This project proposes a system for detecting traffic signals, lane layouts, and speed bumps in road infrastructure using video footage through machine learning. Lane detection is performed through region of interest selection and edge detection. Lane lines are extracted based on specific characteristics. A deep learning model is trained to detect lane boundaries and road curvature. The system provides real-time alerts and recommendations to enhance road safety and driving experiences.
摘要:该项目提出了一种通过机器学习利用视频录像检测道路基础设施中的交通信号、车道布局和减速带的系统。车道检测是通过感兴趣区域选择和边缘检测进行的。车道线根据特定特征提取。对深度学习模型进行训练,以检测车道边界和道路曲率。该系统可提供实时警报和建议,以增强道路安全和驾驶体验。
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引用次数: 0
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International Journal for Research in Applied Science and Engineering Technology
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