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AI-Based Tools in Mathematics Education: A Systematic Review of Characteristics, Applications, and Evaluation Methods 数学教育中的人工智能工具:特点、应用和评估方法的系统回顾
Pub Date : 2024-07-10 DOI: 10.47392/irjaeh.2024.0268
KP Mredula, Roman Jonita, P. Sajja
Artificial intelligence has been utilized for enhancement of education. The paper describes the gradual influences of Natural language processing, ChatGPT and Intelligent Tutoring Systems in mathematical education in particular. A systematic review and briefing is targeted for budding researchers in the field of AI based education. A comparison of research with a brief summary is provided along with the analysis of the search. Future scope for the clear understanding and easy implementation of mathematics is aimed with development of the intelligent system with customized solutions to the difficulties faced by the learners of mathematics. The impact of Artificial Intelligence (AI) on the applications in education has been evolving since the past 50+ years. The advent of Intelligent Tutoring Systems has emerged as a rich and important natural environment that deploys and improves AI algorithms. The review carried out shows ITS as an ever growing field for education comes with positive impact on education outcomes, effective increase in learning rates, increase in the learning levels of students and many such benefits. It also has its own challenges in creating authoring environments, making collaborative learning possible, world wide web deployment and creation of virtual reality environments to name a few. In this review paper we focus on the impact of applications that have been developed using NLP, ChatGPT and ITS as education technology.
人工智能已被用于提高教育水平。本文介绍了自然语言处理、ChatGPT 和智能辅导系统对数学教育的逐步影响。本文针对人工智能教育领域的新进研究人员进行了系统回顾和简要介绍。在对搜索进行分析的同时,还对研究进行了比较和简要总结。针对数学学习者所面临的困难,开发了具有定制解决方案的智能系统,从而为清晰理解和轻松实施数学提供了未来的发展空间。过去 50 多年来,人工智能(AI)对教育应用的影响一直在发展。智能辅导系统的出现,为部署和改进人工智能算法提供了丰富而重要的自然环境。研究表明,智能辅导系统作为一个不断发展的教育领域,对教育成果、学习率的有效提高、学生学习水平的提高等都有积极的影响。同时,它在创建创作环境、实现协作学习、全球网络部署和创建虚拟现实环境等方面也面临着挑战。在这篇综述论文中,我们将重点关注使用 NLP、ChatGPT 和 ITS 作为教育技术开发的应用程序所产生的影响。
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引用次数: 0
Cancellation of Steady State Error Using Auxiliary Diophantine Equation for a Bio-Reactor Process -A case study 利用辅助二叉方程消除生物反应器过程的稳态误差 - 案例研究
Pub Date : 2024-07-10 DOI: 10.47392/irjaeh.2024.0263
Sundari.I, Sivakumar.S, Suguna.S, Kathiravan.A
RST (Regulation, Sensitivity and Tracking) controller is very widely used in electrical engineering application. The controller provides both feed-forward and feedback actions. PID, Internal Model Controller (IMC) designs are mainly very effective in set point tracking but poor in disturbance rejection, however, the disturbance rejection can be obtained at the cost of reduced stability margins. The controller is based on the resolution of a Diophantine equation. A mathematical Model for Bioreactor was developed using MATLAB. Once the discrete model of the process is known and a model transfer function for the closed loop system has been chosen, the cancellation of steady state errors in response to reference signals has been solved for polynomial reference signals of any order by the introduction of an auxiliary Diophantine equation. The results are compared with the PID controller based on pole assignment method.
RST(调节、灵敏度和跟踪)控制器在电气工程应用中使用非常广泛。该控制器具有前馈和反馈两种功能。PID 和内部模型控制器 (IMC) 设计主要在设定点跟踪方面非常有效,但在干扰抑制方面较差,不过,干扰抑制可以以降低稳定性裕度为代价。该控制器基于一个二叉方程的解析。使用 MATLAB 为生物反应器开发了一个数学模型。一旦已知过程的离散模型并选择了闭环系统的模型传递函数,就可以通过引入辅助 Diophantine 方程来解决任何阶次的多项式参考信号的稳态误差消除问题。结果与基于极点分配法的 PID 控制器进行了比较。
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引用次数: 0
Design of Area Efficient Network-On-Chip Router: A Comprehensive Review 设计面积效率高的片上网络路由器:全面回顾
Pub Date : 2024-07-10 DOI: 10.47392/irjaeh.2024.0260
Sowmya B J, Dr Jamuna S
The number of uses for cutting-edge technologies has led to a further growth in a single chip's computational capacity. In this case, several applications want to build on a single chip for computing resources. As a result, connecting the IP cores becomes yet another difficult chore. The many-core System-On-Chips (SoCs) are being replaced by Network-On-Chip (NoC) as an on-chip connectivity option. As a result, the Network on Chip was created as a cutting-edge framework for those networks inside the System on Chip. Modern multiprocessor architectures would benefit more from a NoC architecture as its communication backbone. The most important components of any network structure are its topologies, routing algorithms, and router architectures. NoCs use the routers on each node to route traffic. Circuit complexity, high critical path latency, resource usage, timing, and power efficiency are the primary shortcomings of conventional NoC router architecture. It has been difficult to build a high-performance, low-latency NoC with little area overhead. This paper surveys previous methods and strategies for NoC router topologies and study of general router architecture and its components. Analysis is carried out to understand and work for a low latency, low power consumption, and high performance NoC router design that can be employed with a wide range of FPGA families. In the current work, we are structuring a modified four port router with the goals of low area and high performance operation.
尖端技术的大量应用使得单芯片的计算能力进一步提高。在这种情况下,多个应用都希望在单个芯片上获得计算资源。因此,连接 IP 内核又成了一件麻烦事。多核片载系统(SoC)正被片上网络(NoC)作为一种片上连接选择所取代。因此,片上网络应运而生,成为片上系统内部网络的前沿框架。采用 NoC 架构作为通信主干,现代多处理器架构将受益更多。任何网络结构最重要的组成部分是其拓扑结构、路由算法和路由器架构。NoC 使用每个节点上的路由器来路由流量。电路复杂性、高关键路径延迟、资源使用、时序和能效是传统 NoC 路由器架构的主要缺点。要构建一个高性能、低延迟、面积开销小的 NoC 一直很困难。本文概述了以往 NoC 路由器拓扑的方法和策略,并研究了一般路由器架构及其组件。通过分析,我们了解了低延迟、低功耗和高性能 NoC 路由器的设计,并可与各种 FPGA 系列配合使用。在目前的工作中,我们正在构建一个改进的四端口路由器,目标是实现低面积和高性能运行。
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引用次数: 0
Enhancement of XG-Boost Using Custom Hyper Parameter Tuning for Bank Churning 利用自定义超参数调整增强 XG-Boost 的银行搅动功能
Pub Date : 2024-07-10 DOI: 10.47392/irjaeh.2024.0261
S. P. Valli, Sharmila Sankar, C. Hema, Mohammad Munzir
Bank is an important component of our society which deals with money transaction i.e., lending and deposit of money. Customer churn is termination of business of a customer with the company. Bank customer churn creates an impact on revenue and operational efficiencies of banks, where a customer switches or leaves availing the services of bank. Bank is an important part of our society since it makes money by lending money to others. To understand customer churning behavior it is necessary to retain customers and increase the number of customers. In order to predict the bank customer churning behavior a few algorithms such as XGBoost, CatBoost, AdaBoost, Random Forest, K Near Neighbor, Decision Tree, and Logistic Regression are analyzed. Finally, the best model has been recommended by analyzing the above-mentioned algorithms
银行是我们社会的一个重要组成部分,负责处理货币交易,即放贷和存款。客户流失是指客户终止与公司的业务往来。银行客户流失会对银行的收入和运营效率产生影响,因为客户会更换或离开银行服务。银行是社会的重要组成部分,因为它通过借钱给别人来赚钱。要了解客户流失行为,就必须留住客户并增加客户数量。为了预测银行客户流失行为,我们分析了 XGBoost、CatBoost、AdaBoost、随机森林、K 近邻、决策树和逻辑回归等算法。最后,通过对上述算法的分析,推荐了最佳模型
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引用次数: 0
Face Detection and Recognition for Criminal Identification System 犯罪识别系统的人脸检测与识别
Pub Date : 2024-07-10 DOI: 10.47392/irjaeh.2024.0267
Prof. Kiran Yesugade, Apurva Pongade, Shruti Karad, Divya Ingale, Shravani Mahabare, Student
This project showcases a powerful Face Detection and Recognition system intended to improve law enforcement skills by speeding up the identification of suspects in criminal cases. The system uses scalable databases and real-time computation, however instead of using traditional web sources for face detection. Accuracy and dependability are ensured by using the LBPH algorithm for face recognition and the Haar-cascade classifier for feature detection. The smtplib library allows the system to send a Gmail notification when it finds a matching face. The system that has been built contributes to public safety initiatives by improving law enforcement operations and demonstrating versatility for different face detection circumstances. The outcomes show how successfully the system can detect faces in real-time circumstances. The system achieves great performance by creating dynamic datasets and integrating algorithms. Integrating Gmail improves law enforcement response by facilitating prompt contact of identified suspects. This study highlights the role that surveillance technology plays in public safety and crime prevention, and it provides law enforcement authorities with useful solutions. Furthermore, the uses of this facial recognition and detection technology go beyond police enforcement. It can expedite attendance tracking and improve security in access control systems. Because of its adaptability, it can be used in a variety of industries and is expected to have a significant impact.
该项目展示了一个功能强大的人脸检测和识别系统,旨在通过加快识别刑事案件中的嫌疑人来提高执法技能。该系统使用可扩展的数据库和实时计算,而不是使用传统的网络来源进行人脸检测。通过使用 LBPH 算法进行人脸识别和使用 Haar 级联分类器进行特征检测,确保了准确性和可靠性。smtplib 库允许系统在发现匹配的人脸时发送 Gmail 通知。通过改进执法行动和展示不同人脸检测情况下的多功能性,所构建的系统为公共安全倡议做出了贡献。结果表明,该系统能够在实时环境下成功地检测到人脸。该系统通过创建动态数据集和整合算法实现了出色的性能。整合 Gmail 可提高执法响应速度,便于及时联系已识别的嫌疑人。这项研究强调了监控技术在公共安全和犯罪预防中的作用,并为执法部门提供了有用的解决方案。此外,这种面部识别和检测技术的用途还不止于警察执法。它可以加快考勤跟踪,提高门禁系统的安全性。由于其适应性强,它可用于各行各业,预计将产生重大影响。
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引用次数: 0
Offline Signature Verification System Using CNN 使用 CNN 的离线签名验证系统
Pub Date : 2024-07-10 DOI: 10.47392/irjaeh.2024.0259
Dr.Prof.Sharada, Surwade Prerana, Tarate Priti, Kolaj Shweta4
One of the challenging and effective ways of identifying a person through biometric techniques is Signature verification as compared to the traditional handcrafted system, where a forger has access and also attempts to imitate it which is used in commercial scenarios, like bank check payment, business organizations, educational institutions, government sectors, health care industry etc. so the signature verification process is used for human examination of a single known sample. There are mainly two types of signature verification: static and dynamic. i) Static or offline verification is the process of verifying an electronic or document signature after it has been made, ii) Dynamic or online verification takes place as a person creates his/her signature on a digital tablet or a similar device. Compared, Offline signature verification is not efficient and slow for a large number of documents. Therefore, although vast and extensive research on signature verification there is a need to more focus on and review the online signature verification method to increase efficiency using deep learning. In this project, we achieve 94.58% accuracy using a convolutional neural network.
与传统的手工系统相比,签名验证是通过生物识别技术识别个人身份的一种具有挑战性的有效方法,因为在传统的手工系统中,伪造者可以进入并试图模仿,而签名验证则用于商业场景,如银行支票支付、商业组织、教育机构、政府部门、医疗保健行业等。签名验证主要有两种类型:静态和动态。i) 静态或离线验证是在电子或文件签名完成后对其进行验证的过程;ii) 动态或在线验证是在个人在数字平板电脑或类似设备上创建签名时进行的。相比之下,离线签名验证的效率不高,而且对于大量文件来说速度较慢。因此,尽管对签名验证进行了大量和广泛的研究,但仍有必要更加关注和审查在线签名验证方法,以利用深度学习提高效率。在本项目中,我们使用卷积神经网络实现了 94.58% 的准确率。
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引用次数: 0
Influence of Nano Silica On Properties of Cement Concrete 纳米二氧化硅对水泥混凝土性能的影响
Pub Date : 2024-06-15 DOI: 10.47392/irjaeh.2024.0231
Rakesha K J, C. V. S. Nagendra, N. Jayaramappa
Concrete is a material that is extensively used in the building industry, whereas some flaws that cause it to lose performance and durability with time, including high permeability, microcracking, and uneven strength. Hence, to reduce these flaws, nanotechnology, specifically the incorporation of nanosilica (SiO2), addresses effectively. Nanosilica enhances concrete by promoting additional calcium silicate hydrate formation, refining the microstructure, and reducing permeability. These improvements make nanosilica beneficial for concrete properties and repair mortars. Hence The impact of nanosilica on different concrete qualities achieved by substituting different percentages of cement (0.5%, 1.0%, 1.5%, and 2.0%) for M25-grade concrete mix is demonstrated in this research work. To ascertain the mechanical Properties, such as compressive strength, split tensile strength, and flexural strength, specimens were cast using nano-Silica concrete. Split tensile and flexural strength are assessed at the age of 28 days, whilst compressive strength is assessed at 7, 14, 28, and 56 days. Results indicate that using nanosilica powder in concrete was able to increase the mechanical characteristics and reduce the density compared to a conventional mix of concrete. When 1.5% nanosilica is substituted for cement, the resulting material exhibits superior mechanical and durability qualities.
混凝土是一种广泛应用于建筑行业的材料,但随着时间的推移,混凝土会出现一些性能和耐久性下降的缺陷,包括高渗透性、微裂缝和强度不均匀。因此,为了减少这些缺陷,纳米技术,特别是纳米二氧化硅(SiO2)的加入,可以有效地解决这些问题。纳米二氧化硅可促进硅酸钙水合物的形成、细化微观结构并降低渗透性,从而增强混凝土的性能。这些改进使纳米二氧化硅有利于混凝土性能和修补砂浆。因此,在这项研究工作中,通过在 M25 级混凝土拌合物中替代不同比例的水泥(0.5%、1.0%、1.5% 和 2.0%),展示了纳米二氧化硅对不同混凝土质量的影响。为了确定抗压强度、劈裂拉伸强度和抗折强度等力学性能,使用纳米二氧化硅混凝土浇筑了试样。劈裂拉伸强度和弯曲强度在 28 天的龄期进行评估,而抗压强度则在 7 天、14 天、28 天和 56 天时进行评估。结果表明,与传统的混凝土混合料相比,在混凝土中使用纳米二氧化硅粉末能够提高机械特性并降低密度。当用 1.5% 的纳米二氧化硅替代水泥时,所产生的材料表现出更优越的机械性能和耐久性。
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引用次数: 0
Interactive Robotic Arm Simulation 交互式机械臂模拟
Pub Date : 2024-06-15 DOI: 10.47392/irjaeh.2024.0229
Dipali Ghatge, Pratham Patil, Atharva Algude, Shubhangi Chikane, Atharv Dhotre, Karmaveer Bhaurao
In the dynamic landscape of robotics and artificial intelligence, this research pioneers a groundbreaking fusion of simulation technology and advanced machine learning, specifically reinforcement learning, to enhance robotic arm capabilities. The focus centers on the utilization of a cutting-edge simulator, powered by the PyBullet physics engine, to faithfully replicate the intricate dynamics of a robotic arm within a digital environment. Serving as an experimental ground, the simulator enables the robotic arm to navigate, manipulate objects, and dynamically engage with its surroundings. Through a symbiotic relationship between simulation technology and reinforcement learning, this research focuses on an adaptive learning approach. This approach accelerates the robotic arm's skill acquisition, refining critical aspects such as precision, speed, and adaptability. The project contributes to the evolution of robotic arm capabilities, paving the way for more autonomous, versatile, and adept robotic systems in the realm of artificial intelligence and robotics.
在机器人和人工智能的动态领域,这项研究开创性地将模拟技术和先进的机器学习(特别是强化学习)融合在一起,以增强机械臂的能力。研究重点是利用由 PyBullet 物理引擎驱动的尖端模拟器,在数字环境中忠实再现机械臂的复杂动态。作为实验场地,模拟器使机械臂能够导航、操纵物体并动态地与周围环境互动。通过模拟技术与强化学习之间的共生关系,这项研究重点关注自适应学习方法。这种方法可以加速机械臂的技能学习,提高精度、速度和适应性等关键方面的能力。该项目促进了机械臂能力的发展,为人工智能和机器人领域更自主、更多才多艺和更精通的机器人系统铺平了道路。
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引用次数: 0
A Review on Developments in Spinel Ferrite Nanomaterials: Synthesis, Characterization, and Diverse Applications 尖晶石铁氧体纳米材料发展综述:合成、表征和多样化应用
Pub Date : 2024-06-15 DOI: 10.47392/irjaeh.2024.0228
Vivek Kumar, Kakali Sarkar, Saurabh Kumar, Rahul Srivastava, Rajan Kumar
This paper explores a review on the synthesis, characterization, and wide range of uses of doped spinel ferrite nanoparticles, highlighting their important role in biosensors, industrial electronics, water treatment, transducers, transformers, cancer treatment, and magnetic resonance imaging. Substitution in the lattice sites of spinel ferrites with metals improves their electrical and magnetic characteristics, which makes them useful for a variety of applications, including microwave absorbers, magnetic fields, and biomedical devices. Spinel ferrites' physical characteristics can be altered to produce better performance by substitution of metallic atoms. Oxygen vacancies, crystal defects, and unsaturated metal cations exist on the surface of spinel ferrite magnetic nanomaterials. For this reason, hydroelectric cells that dissociate water molecules at room temperature have been fabricated using these materials. The dissociation of water molecules generates electricity in hydroelectric cells, which is revolutionary research of 21st century. The objective of this review is to assist researchers in maximizing the effectiveness of these adaptive materials by offering information on the selection of suitable magnetic ferrites according to anticipated applications.
本文综述了掺杂尖晶石铁氧体纳米粒子的合成、表征和广泛用途,重点介绍了它们在生物传感器、工业电子、水处理、换能器、变压器、癌症治疗和磁共振成像中的重要作用。用金属取代尖晶铁氧体的晶格位点可以改善它们的电学和磁学特性,从而使它们在微波吸收器、磁场和生物医学设备等多种应用中发挥作用。尖晶铁氧体的物理特性可以通过金属原子的替代来改变,从而产生更好的性能。尖晶铁氧体磁性纳米材料表面存在氧空位、晶体缺陷和不饱和金属阳离子。因此,利用这些材料制造出了能在室温下解离水分子的水力发电电池。水分子解离在水力发电池中产生电能,这是 21 世纪革命性的研究。本综述旨在帮助研究人员根据预期应用选择合适的磁性铁氧体,从而最大限度地发挥这些自适应材料的功效。
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引用次数: 0
Exploring Machine Learning and Deep Learning Techniques for Fake Review Detection: A Comprehensive Literature Review 探索用于虚假评论检测的机器学习和深度学习技术:文献综述
Pub Date : 2024-06-15 DOI: 10.47392/irjaeh.2024.0230
Shagufta Khalif, Kishor Mane, D.Y.Patil
Over the last few years, the impact of reviews on ecommerce industries and the folk who rely on the online reviews have increased. Most of the online shoppers depends on the reviews to make their purchasing decisions. Moreover, genuine reviews can assist the businesses acquire higher sales. Implementing effective systems can ensure the reliability of reviews and create trustworthiness on online platforms. Deceptive reviews can deteriorate the integrity of online feedback system. Numerous studies have explored this domain employing Machine Learning, Deep Learning, NLP methodologies etc., in the last decade. In this paper, through the survey we address the challenges which the current systems encounter where they lack adequate capabilities in detection and removal of false reviews. Diverse methods are applied on datasets like Amazon, Yelp etc., to obtain organized information and to improve the performance of the employed systems in classifying reviews as fake or genuine. Furthermore, this paper provides details of each method, their accuracies and also the future directions in this area. There is a pressing need of systems that can effectively address the issue of fake reviews as the existence of these can mislead customers leading to the decline in their preference for ecommerce.
在过去几年里,评论对电子商务行业的影响和依赖在线评论的人群都在增加。大多数网购者都依赖评论来做出购买决定。此外,真实的评论可以帮助企业获得更高的销售额。实施有效的系统可以确保评论的可靠性,并在网络平台上建立可信度。欺骗性评论会破坏在线反馈系统的完整性。在过去十年中,已有大量研究利用机器学习、深度学习和 NLP 方法等对这一领域进行了探索。在本文中,我们通过调查解决了当前系统在检测和删除虚假评论方面能力不足所遇到的挑战。我们在亚马逊、Yelp 等数据集上应用了多种方法,以获得有组织的信息,并提高所使用系统在将评论分类为虚假或真实评论方面的性能。此外,本文还介绍了每种方法的细节、准确度以及该领域的未来发展方向。目前迫切需要能有效解决虚假评论问题的系统,因为虚假评论的存在会误导客户,导致他们对电子商务的偏好下降。
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引用次数: 0
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International Research Journal on Advanced Engineering Hub (IRJAEH)
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