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Ensemble XMOB Approach for Brain Tumor Detection Based on Feature Extraction 基于特征提取的脑肿瘤检测集合 XMOB 方法
Q3 Engineering Pub Date : 2024-07-04 DOI: 10.52783/tjjpt.v45.i03.7253
Neeru Saxena, Ajeet Singh, Sps Chauhan
Brain tumors are a serious health threat in adults. These fast-growing abnormal cell masses disrupt normal brain function. Doctors use various imaging techniques to identify the specific type, size, and location of brain tumors in patients. Accurately identifying and classifying brain tumors is crucial for understanding how they develop and progress. Magnetic Resonance Imaging (MRI), a well-established medical imaging technique, plays a vital role in this process by assisting radiologists in investigating the location of the tumor. Previous models frequently encounter a compromise between accuracy and computational efficiency, lacking an approach that successfully integrates both aspects.This study introduces an innovative ensemble model termed as “XMob Approach” that combines the deep features extraction abilities of Xception with computational efficiency of MobleNet for binary classification of brain Tumor. The Xmob Approach leverages the strengths of both architectures : Xception depthwise seperable convolutions allow for detailed feature extraction whereas MobileNet’s lightweight structure ensures efficient computation making it suitable for real life application. This combination aims to enhance in medical diagnostics, promising enhanced accuracy and efficiency. This study explores the potential of integrating these pre-trained architectures to provide real-time, automated diagnostic assistance, improving the speed and precision of brain tumor detection. In our methodology pre-processed MRI scans undergo feature extraction through Xception model, capturing complicated patterns indicative of tumor presence. Simultaneously MobileNet processed these images emphasizing computational efficiency without compromising on performance.The output of both the modesl are then integrated using ensemble technique to improve overall classification accuracy. By integrating the complementary strengths of Xception and MobileNet , the XMob Approach represent a significant step towards the field of medical diagnostic promising improved outcomes for patients through advanced technology.DOI: https://doi.org/10.52783/tjjpt.v45.i03.7253
脑肿瘤对成年人的健康构成严重威胁。这些快速生长的异常细胞团会破坏大脑的正常功能。医生使用各种成像技术来确定患者脑肿瘤的具体类型、大小和位置。准确识别脑肿瘤并对其进行分类,对于了解脑肿瘤的发展和进程至关重要。磁共振成像(MRI)是一种成熟的医学成像技术,通过协助放射科医生调查肿瘤位置,在这一过程中发挥着至关重要的作用。本研究介绍了一种被称为 "XMob 方法 "的创新集合模型,它结合了 Xception 的深度特征提取能力和 MobleNet 的计算效率,用于脑肿瘤的二元分类。Xmob 方法充分利用了这两种架构的优势:Xception 的深度可分离卷积允许进行详细的特征提取,而 MobileNet 的轻量级结构确保了高效的计算,使其适用于现实生活中的应用。这种组合旨在提高医疗诊断的准确性和效率。本研究探索了整合这些预训练架构的潜力,以提供实时、自动的诊断帮助,提高脑肿瘤检测的速度和精度。在我们的方法中,经过预处理的核磁共振扫描图像通过 Xception 模型进行特征提取,捕捉表明肿瘤存在的复杂模式。同时,MobileNet 对这些图像进行处理,在不影响性能的前提下强调计算效率。然后,使用集合技术对两种模式的输出进行整合,以提高整体分类准确性。通过整合 Xception 和 MobileNet 的互补优势,XMob 方法向医疗诊断领域迈出了重要一步,有望通过先进技术改善患者的治疗效果。DOI: https://doi.org/10.52783/tjjpt.v45.i03.7253
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引用次数: 0
Inverse Double Domination in Graphs 图形中的反向双重支配
Q3 Engineering Pub Date : 2024-07-04 DOI: 10.52783/tjjpt.v45.i03.7347
Vinodh Kumar
A vertex set  is a double – dominating set, if each vertex  is adjacent to at least two vertices in . The minimum cardinality of a double dominating set of G, denoted by  is called the double domination number of G.A double dominating set S of a graph  is an inverse double dominating set, if  contains a double dominating set say of . Then  is called an inverse double dominating set. The inverse double domination number  of  is the minimum cardinality of an inverse double dominating set.In this paper, we obtain exact value of  for some standard graphs and also, we establish some general results on this parameters.DOI: https://doi.org/10.52783/tjjpt.v45.i03.7347
如果每个顶点都至少与 .G 中的两个顶点相邻,则该顶点集为双支配集。如果一个图的双支配集 S 包含一个双支配集,即 S 的双支配集,则称为逆双支配集。本文中,我们获得了一些标准图的反向双支配集的精确值,并建立了一些关于该参数的一般结果。DOI: https://doi.org/10.52783/tjjpt.v45.i03.7347
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引用次数: 0
Advancing Hardware Security: A Review and Novel Design of Configurable Arbiter PUF with DCM-Induced Metastability for Enhanced Resource Efficiency and Unpredictability 推进硬件安全:可配置仲裁器 PUF(具有 DCM 诱导的流变性,可提高资源效率和不可预测性)回顾与创新设计
Q3 Engineering Pub Date : 2024-02-16 DOI: 10.52783/tjjpt.v45.i01.4934
Lukram Dhanachandra Singh, Preetisudha Meher
As the Internet of Things (IoT) and Blockchain technologies continue to assert their dominance in the technical landscape, the demand to enhance security measures becomes foremost. In this context, Physical Unclonable Functions (PUFs) are widely used hardware security primitives that can be used to solve a wide range of security issues. To support hardware security solutions, this paper presents an extensive overview and analysis of the existing Physical Unclonable Functions (PUFs) used as True Random Number Generators (TRNGs). Recognizing the shortcomings of current PUF designs, we propose a configurable Arbiter PUF design employing Digital Clock Manager (DCM)-induced metastability as an entropy source, presenting a robust solution for evolving hardware security. To mitigate the adverse consequences of metastability, the proposed Arbiter PUF includes a Carry Chain primitive with four Flip-Flop clones. Acknowledging the constantly evolving IoT and Blockchain environment, the suggested configurable Arbiter PUF is made to satisfy the highest security standards. By exploiting the inherent variations in FPGA technology, we aim to reduce system resource and area consumption, aligning with the efficiency criteria of modern applications. The system's performance is additionally enhanced by an on-chip post-processing based on DSP. Simulation results demonstrate successful implementation on a Xilinx Basys-3 FPGA board, offering a scalable and efficient solution. The generated sequences of the proposed PUF undergo rigorous testing, including National Institute of Standards and Technology (NIST) statistical tests for uniqueness, reliability, and randomness.  This holistic approach aims to improve the PUF's performance and security.  
随着物联网(IoT)和区块链技术继续在技术领域占据主导地位,加强安全措施的需求变得尤为迫切。在此背景下,物理不可克隆函数(PUF)是一种广泛使用的硬件安全基元,可用于解决各种安全问题。为了支持硬件安全解决方案,本文对用作真随机数生成器(TRNG)的现有物理不可克隆函数(PUF)进行了广泛的概述和分析。认识到当前 PUF 设计的不足之处,我们提出了一种可配置仲裁器 PUF 设计,采用数字时钟管理器 (DCM) 引发的陨变作为熵源,为不断发展的硬件安全提供了一种稳健的解决方案。为了减轻可变性带来的不良后果,所提出的仲裁器 PUF 包含一个带有四个触发器克隆的携带链基元。考虑到不断发展的物联网和区块链环境,所建议的可配置仲裁器 PUF 符合最高安全标准。通过利用 FPGA 技术的固有变化,我们旨在减少系统资源和面积消耗,从而与现代应用的效率标准保持一致。此外,基于数字信号处理器的片上后处理功能也提高了系统的性能。仿真结果表明,该系统在 Xilinx Basys-3 FPGA 板上成功实现,提供了一个可扩展的高效解决方案。拟议 PUF 生成的序列经过了严格的测试,包括美国国家标准与技术研究院 (NIST) 的唯一性、可靠性和随机性统计测试。 这种综合方法旨在提高 PUF 的性能和安全性。
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引用次数: 0
Neuroguard:Unveiling the Strength of Lightfooted Anomaly Detection with Swift-Net Neural Networks in Countering Network Threats Neuroguard:利用 Swift-Net 神经网络揭示轻脚异常检测在应对网络威胁中的优势
Q3 Engineering Pub Date : 2023-12-10 DOI: 10.52783/tjjpt.v44.i6.3484
A. Prashanthi, Dr. R. Ravinder Reddy
In the dominion of cybersecurity, the prime tasks revolve around recognizing and moderating network breaches. This research paper impacts the widely recognized CICIDS2017 dataset to conduct a complete evaluation and comparison of numerous deep learning and machine learning representations designed for Anomaly-detection by the analysis of a diverse array of algorithms, spanning from traditional methodologies like logistic regression to more modern advances such as K-Nearest Neighbors (KNN) and state-of-the-art Swift-Net neural networks. The research also delves into the realism of employing dimensionality reduction and feature selection procedures, remarkably Principal Component Analysis (PCA) in addition with Gaussian Mixture Models (GMM). The implications of this consideration are substantial for the enhancement of network security with an emphasis of the efficiency of PCA and GMM in facilitating data visualization, enabling a deeper understanding of network behavior. Moreover, the paper highlights the potential of Swift-Net for real-time threat detection, signifying its relevance in the evolving cybersecurity environment. As the cybersecurity domain undergoes constant transformation, this research serves as a valuable reserve, paving the way for more effective Anomaly detection techniques and the employment of efficient network security solutions. These outcomes offer acute insights to reinforce network safety.
在网络安全领域,首要任务是识别和控制网络漏洞。本研究论文利用广受认可的 CICIDS2017 数据集,通过分析各种算法,从逻辑回归等传统方法到 K-Nearest Neighbors (KNN) 和最先进的 Swift-Net 神经网络等更现代的先进方法,对为异常检测而设计的众多深度学习和机器学习表示法进行了全面评估和比较。研究还深入探讨了采用降维和特征选择程序的现实意义,特别是主成分分析 (PCA) 和高斯混合模型 (GMM)。这种考虑对加强网络安全具有重大意义,重点是 PCA 和 GMM 在促进数据可视化方面的效率,从而能够加深对网络行为的理解。此外,论文还强调了 Swift-Net 在实时威胁检测方面的潜力,表明其在不断发展的网络安全环境中的重要性。随着网络安全领域的不断变革,这项研究可作为宝贵的储备,为更有效的异常检测技术和高效网络安全解决方案的应用铺平道路。这些成果为加强网络安全提供了敏锐的洞察力。
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引用次数: 0
Moderating Role of Corporate Social Responsibility for the Effect of Managerial Ability on Financial Performance: Evidence from an Emerging Economy 企业社会责任对管理能力对财务绩效影响的调节作用:来自新兴经济体的证据
Q3 Engineering Pub Date : 2023-12-06 DOI: 10.52783/tjjpt.v44.i5.2842
Anam Ashiq, Guoxing Zhang, A. Tabasam
The present study endeavours to examine the moderating role of corporate social responsibility (CSR) in the interaction between managerial ability (M.A.) and firm performance (F.P.). For estimation, the study analysed an unbalanced panel of 219 non-financial listed firms on the Pakistan Stock Exchange (PSX) for 2008-2021. Fixed effect regression with robust standard errors clustered at the firm level is applied to address the concerns of heteroscedasticity and autocorrelation. Findings show that overall managerial ability enhances firm performance. Furthermore, research has established a positive correlation between CSR and a company's financial performance. In addition, the interaction between M.A. and CSR has a substantial positive correlation with F.P. The results reveal that CSR positively moderates the linkage between M.A. and F.P. and behaves as a complement. The ongoing research is limited to the non-financial sector; however, the study findings are unquestionably valuable for corporate investors and managers in the context of developing economies. 
本研究旨在探讨企业社会责任(CSR)在管理能力(M.A.)与公司业绩(F.P.)之间的相互作用中的调节作用。为了进行估计,本研究分析了 2008-2021 年巴基斯坦证券交易所(PSX)219 家非金融类上市公司的非平衡面板。为解决异方差和自相关的问题,采用了固定效应回归和公司层面的稳健标准误差聚类。研究结果表明,整体管理能力会提高公司业绩。此外,研究还确定了企业社会责任与公司财务绩效之间的正相关关系。此外,M.A.与企业社会责任之间的交互作用与 F.P. 有很大的正相关性。研究结果表明,企业社会责任对 M.A. 与 F.P. 之间的联系起着积极的调节作用,是一种补充。目前的研究仅限于非金融部门,但研究结果对发展中经济体的企业投资者和管理者无疑是有价值的。
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引用次数: 0
A Comprehensive Study on Geopolymer Concrete Optimized by Taguchi Method Subjected to Elevated Temperature 采用田口方法对高温条件下的土工聚合物混凝土进行优化的综合研究
Q3 Engineering Pub Date : 2023-12-03 DOI: 10.52783/tjjpt.v44.i5.2740
Dilip Srinivas, Dr. N. Suresh
Geopolymer Concrete (GPC), an innovation in the field of green concrete, is the best alternative to cement in the construction industry.  It reduces the carbon footprint vis-a-vis conventional cement production, thus reducing the potential for global warming.  Adding boric acid during GPC production improves workability. The scope of this work is to determine the best possible design mix, created with the backing of the Taguchi analysis.  The results detail the optimum combination of ingredients required to meet both fresh and hardened properties of GPC at ambient and elevated temperatures.
地聚合物混凝土(GPC)是绿色混凝土领域的一项创新,是建筑行业中水泥的最佳替代品。与传统水泥生产相比,它减少了碳足迹,从而降低了全球变暖的可能性。在GPC生产过程中加入硼酸可以改善和易性。这项工作的范围是确定最佳的设计组合,在田口分析的支持下创建。结果详细说明了在环境和高温下满足GPC新鲜和硬化性能所需的最佳成分组合。
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引用次数: 0
A Review of Various Masonry Blocks Employed in Wall Construction 墙体建筑中使用的各种砌块综述
Q3 Engineering Pub Date : 2023-12-03 DOI: 10.52783/tjjpt.v44.i5.2728
Shruthi H G, Puneeth K, Jyothi D N
This comprehensive review explores the diverse range of masonry blocks commonly utilized in contemporary wall construction. It aims to provide insights into the various types of masonry blocks available in the construction industry, their characteristics, applications, and advantages. By examining these materials in detail, this review contributes valuable information to architects, engineers, builders, and construction professionals, assisting them in making informed decisions about the selection and use of masonry blocks in their projects. Additionally, the abstract may summarize the key findings, trends, and considerations discussed in the full review.
这篇全面的综述探讨了当代墙体建设中常用的砖石砌块的不同范围。它旨在提供对建筑行业中可用的各种砖石砌块的见解,它们的特点,应用和优势。通过对这些材料的详细研究,本综述为建筑师、工程师、建筑商和建筑专业人员提供了有价值的信息,帮助他们在项目中选择和使用砌块时做出明智的决定。此外,摘要可以总结全文中讨论的主要发现、趋势和注意事项。
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引用次数: 0
An Advanced Formulation for Rehabilitating Shear Strength in Deep Beams with Shear Openings through Integration of Varied Steel Configurations for Utility Provisions 通过整合各种钢材配置来修复带剪力开口的深梁剪力强度的先进方案
Q3 Engineering Pub Date : 2023-12-03 DOI: 10.52783/tjjpt.v44.i5.2729
Prachi G. Shah, Nirpex A. Patel, Vijay R. Panchal, M. S. Patel
In the contemporary urban landscape, rapid technological advancements necessitate adaptations in industrial and residential structures to accommodate new utilities such as ducts, pipes, and passages. This study focuses on formulating a design methodology and aid for recovering shear capacity losses resulting from openings in existing solid deep beams. A novel design approach involves the implementation of steel elementary configurations around the openings in deep beams, enhancing their shear resistance. The study employs a systematic investigation, integrating simulation through the ABAQUS program, to assess the effectiveness of the proposed steel configurations in restoring shear capacity. The research explores three distinct steel configurations, emphasizing the synergy between concrete and steel materials. Concrete Damage Plasticity models, incorporated within ABAQUS, enable detailed quasi-static analysis to unravel the intricate behaviour of deep beams subjected to shear openings and strengthened with proposed steel formations. Specifically, a deep beam model featuring a combination of a full-length steel plate welded with a steel cylinder around the opening (EDSBPD) exhibited full capacity restoration, achieving an efficiency of 1.0064 compared to solid deep beams. Leveraging ABAQUS simulations and adhering to ACI 318-14 specifications, a parametric study was conducted to investigate the EDSBPD for design assistance. This study led to the development of a dimensionless equation that calculates the shear strength of deep beams, accounting for the impact of the thickness-to-width ratio of the steel configuration around the opening. This equation provides a valuable tool for incorporating openings into solid deep beams without compromising shear strength.
在当代城市景观中,快速的技术进步要求工业和住宅结构适应新的公用设施,如管道、管道和通道。本研究的重点是制定一种设计方法,并帮助恢复由现有实体深梁开孔造成的剪切能力损失。一种新颖的设计方法涉及在深梁的开口周围实施钢基本配置,增强其抗剪能力。该研究采用了系统的调查,通过ABAQUS程序集成模拟,以评估所建议的钢结构在恢复抗剪能力方面的有效性。该研究探索了三种不同的钢结构,强调混凝土和钢材料之间的协同作用。结合ABAQUS的混凝土损伤塑性模型,可以进行详细的准静态分析,以揭示受剪切开口和拟议钢结构加固的深梁的复杂行为。具体来说,采用全长钢板与开口周围钢瓶焊接的深梁模型(EDSBPD)表现出完全容量恢复,与实心深梁相比,效率达到1.0064。利用ABAQUS模拟并遵循ACI 318-14规范,进行了参数化研究,以研究EDSBPD对设计的帮助。这项研究导致了一个计算深梁抗剪强度的无量纲方程的发展,考虑了开口周围钢结构的厚度与宽度比的影响。该方程为在不影响抗剪强度的情况下将开口纳入固体深梁提供了有价值的工具。
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引用次数: 0
Study of Cyclic behaviour of Corroded HPC beams strengthened with GFRP laminates by Nonlinear finite element modelling and experimental investigations 通过非线性有限元建模和实验调查研究用 GFRP 层压板加固的腐蚀 HPC 梁的循环行为
Q3 Engineering Pub Date : 2023-12-03 DOI: 10.52783/tjjpt.v44.i5.2737
Dr. Seshadri Sekhar N
Corrosion is a very big threat to the civil Engineering Structures especially on the coastal areas. Apart from the corrosion, the tidal forces on the structures act as the  cyclic loading  which in turn damage the structures by way of cyclic loading. There are two types of  cyclic loading, which are  constant amplitude and varying amplitude. In this experiment,  cyclic loading was taken  with Constant amplitude. Strengthening the corroded beams  on tension  face ie below the beams with GFRP  laminates improve the cyclic life of the beams. In this paper, the non linear finite element analysis (ANSYS) for the corroded high performance concrete beams under cyclic loading  to predict the cyclic life of the beams. The results were compared with the experimental results with regard to cyclic life and Maximum deflection. It is found that it is  reasonably agreeable. This indicates that the proposed FEMs can capture the cyclic behavior of the corroded HPC beams strengthened with GFRC laminates of 2 different thicknesses of  high accuracy.
腐蚀是土木工程结构面临的一大威胁,特别是在沿海地区。除腐蚀作用外,潮汐力对结构也起到循环荷载的作用,并通过循环荷载对结构进行破坏。循环荷载有两种形式:恒幅加载和变幅加载。本试验采用恒幅循环加载。用玻璃钢对受拉面锈蚀的梁进行加固,提高了梁的循环寿命。本文采用非线性有限元分析(ANSYS)对锈蚀高性能混凝土梁在循环荷载作用下的循环寿命进行预测。计算结果与试验结果在循环寿命和最大挠度方面进行了比较。人们发现这是相当令人愉快的。这表明,所提出的有限元分析方法可以高精度地捕捉到两种不同厚度的GFRC层合板加固的腐蚀HPC梁的循环性能。
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引用次数: 0
Start Up And Operation Of A UASB Rector With Molasses As A Preferred Substrate – A Case Study 以糖蜜为首选底物的 UASB Rector 的启动和运行 - 案例研究
Q3 Engineering Pub Date : 2023-12-03 DOI: 10.52783/tjjpt.v44.i5.2742
Suneeth, Kumar Saragur, Indra Mani Mishra
Anaerobic digestion followed by aerobic treatment has gained wide acceptability for many of the wastewater treatment.  Several novel bio-reactors have been developed. All these reactors pose a problem of shock loading, when the high COD organic industrial waste is fed in to the reactor. Further, the normal substrates like glucose, sewage, citric acid may result in addition of a large volume of the substrate solution for a given organic loading. Both these problems are solved by adopting molasses, a typical by-product from the sugar industry. Among the bio-reactors to treat high strength waste waters, the Up-flow Anaerobic Sludge Blanket Reactor (UASBR), has received wide popularity for the treatment of domestic waste waters as well as for a variety of industrial wastewaters. This paper is to present a cogent and a clear picture of the startup and steady state operation of an UASB Reactor with molasses as the initial startup substrate for the development of well settleable sludge granules, the major feature of an UASB Reactor. The UASB reactor was fabricated in transparent Plexiglas. The reactor had a working volume of 9.75 liters with provision of ports for input, output, collection of samples, and collection of gas. Inside the settler, a gas-liquid-solid separation system using a glass funnel and a gas pressurizing plexiglass tube was provided. The aim was to granulate the sludge and acclimatizing it completely to take high organic loading. The feed was supplemented with a fixed COD: N: P ratio by adding urea for nitrogen and KH2PO4 for phosphorous.  The HRT was fixed to be 8 hours. The reactor temperature was maintained at 35 ± 20oC. In about 55 days, the buttery seed sludge got granulated at an OLR of 8 g COD/l.day.  The SEM of the granules exhibited a mixed morphology on the surface of the granules while filamentous Methanothrix proliferation could be clearly seen in the interior of the granule. Methanoceata and Methanothrix are the two dominant species found in the granules.
厌氧消化后的好氧处理在许多废水处理中得到了广泛的接受。几种新型生物反应器已经被开发出来。当高COD的有机工业废物进入反应器时,所有这些反应器都存在冲击负荷问题。此外,普通底物如葡萄糖、污水、柠檬酸可导致为给定的有机负载添加大体积的底物溶液。这两个问题都可以通过采用糖蜜来解决,糖蜜是制糖业的典型副产品。在处理高强度废水的生物反应器中,上流式厌氧污泥膜式反应器(UASBR)在处理生活废水和各种工业废水方面得到了广泛的应用。本文将以糖蜜作为初始启动基质,以形成可良好沉降的污泥颗粒(UASB反应器的主要特征),为UASB反应器的启动和稳态运行提供一幅令人信服和清晰的画面。UASB反应器采用透明有机玻璃材料制备。反应器的工作容积为9.75升,具有输入、输出、样品收集和气体收集端口。沉降器内部设有玻璃漏斗和气体加压有机玻璃管的气液固分离系统。目的是使污泥颗粒化,并使其完全适应,以获得高有机负荷。以尿素为氮,KH2PO4为磷,以固定的COD: N: P比例添加饲料。HRT固定为8小时。反应器温度保持在35±20℃。在约55 d的时间内,黄油籽污泥以8 g COD/l.d的OLR实现了颗粒化。颗粒的扫描电镜显示颗粒表面呈混合形态,颗粒内部可见丝状甲烷菌增生。在颗粒中发现的两个优势种是甲烷海洋菌和甲烷菌。
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