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2023 3rd International Conference on Innovative Practices in Technology and Management (ICIPTM)最新文献

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Time series prediction of the COVID-19 outbreak in India using LSTM based deep learning models 基于LSTM的深度学习模型对印度COVID-19疫情的时间序列预测
Ameet, Chhavi Rana
The epidemic caused by COVID-19 presents a significant risk to the continuation of human civilisation and has already done irreparable damage to society. In this paper, forecasting of Coronavirus outbreak in India is performed by LSTM and CovnLSTM deep neural network techniques. COVID-19 data of confirmed cases of India is used. It was taken from John Hopkins University. The loss rate of ConvLSTM is lower than LSTM and RMSE of ConvLSTM is lower than LSTM. For training Covn-LSTM shows 0.069% and testing ConvLSTM shows 0.32% improvement over LSTM model. Therefore, ConvLSTM outperformed over LSTM model. Further wise selection of hyper-parameters could increase the accuracy of the models.
新冠肺炎疫情对人类文明的延续构成重大威胁,已经给社会造成无法弥补的损害。本文采用LSTM和CovnLSTM深度神经网络技术对印度冠状病毒疫情进行预测。使用印度确诊病例的COVID-19数据。这是约翰霍普金斯大学的照片。ConvLSTM的损失率低于LSTM,其RMSE也低于LSTM。在训练和测试方面,ConvLSTM模型比LSTM模型提高了0.069%,比LSTM模型提高了0.32%。因此,ConvLSTM优于LSTM模型。进一步明智地选择超参数可以提高模型的精度。
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引用次数: 0
Conspiracy in the Stealing of Electricity Detection Through the IOT 通过物联网窃取电力检测的阴谋
C. Mohanraj, N. Pushpalatha, Muthumanidevi B, A. S., R. Sivakumar, Vandana Sharma, A. Alkhayyat
One of the primary difficulties the distribution network needs to solve is power loss. The “power mismatch” between generation and metered consumption may be employed to describe it. This power larceny has a major influence on distribution utilities. The goal of our proposed system is to design a system to monitor the electricity used by each load and to identify and eradicate electricity theft from current lines and meters. The proposed method also addresses the issue of overloading. It also entails reporting to the Electricity Board representatives the theft that was committed via IoT. The ATmega328 microcontroller in this instance is utilised to detect energy larceny and transmit the data to the IoT module, which then transmits the data to the EB. The practical application of this proposed method results in significant electricity savings, which boosts the economy of the nation.
配电网需要解决的主要难题之一是功率损耗。发电和计量消耗之间的“功率不匹配”可以用来描述它。这种电力盗窃对配电设施有重大影响。我们提出的系统的目标是设计一个系统来监控每个负载使用的电力,并识别和消除当前线路和仪表的电力盗窃。所提出的方法还解决了重载问题。它还需要向电力局代表报告通过物联网实施的盗窃。在这种情况下,ATmega328微控制器用于检测能源盗窃并将数据传输到物联网模块,然后将数据传输到EB。这种方法的实际应用将大大节省电力,从而促进国家经济的发展。
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引用次数: 0
Characterising IoT for Smart development: Anaylsing the challenges 物联网智能发展特征:挑战分析
Snighdha Malhotra, V. Agarwal, M. Anjum, Akshay Parashar
Industry 4.0 is all about putting industrial data from multiple sources into a data lake and then using analytics, artificial intelligence, machine learning to utilize the data for businesses. The primary reason for that is the advent of the Internet of Things (IoT). IoT has enabled uninterrupted sharing and exchange of data for its users from the consumer to the industrial level. Although still in the nascent stage of evolution, IoT has the potential to significantly impact business outcomes and will be instrumental in bringing a transformation in the way we communicate and exchange information. However, there remains a considerable gap in identifying the challenges in the implementation of IoT platforms and techniques. This paper aims at presenting a comprehensive analysis of the major challenges in the implementation of IoT and classifies them into two broad categories-technological and managerial according to the opinions of the experts. An attempt has been made herein to create a hierarchy depicting the key challenges where the researchers and industry should focus their attention and make better strategic decisions. A multi-criteria decision-making method known as the Best-Worst Method (BWM) has been used to rate the challenges. Results show that power requirement is the major challenge in technological challenges and maintenance is the major challenge in managerial challenges.
工业4.0就是将来自多个来源的工业数据放入数据湖中,然后使用分析、人工智能、机器学习来利用这些数据为企业服务。其主要原因是物联网(IoT)的出现。物联网为从消费者到工业层面的用户提供了不间断的数据共享和交换。尽管物联网仍处于发展的初级阶段,但它有可能对业务成果产生重大影响,并将有助于改变我们沟通和交换信息的方式。然而,在确定物联网平台和技术实施中的挑战方面仍存在相当大的差距。本文旨在全面分析物联网实施中的主要挑战,并根据专家的意见将其分为两大类——技术和管理。本文试图创建一个层次结构,描述研究人员和行业应该关注的关键挑战,并做出更好的战略决策。一种被称为最佳-最差法(BWM)的多标准决策方法被用于对挑战进行评级。结果表明,技术挑战中的主要挑战是电力需求,管理挑战中的主要挑战是维护。
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引用次数: 0
Major Software Security Risks in Banking Industry: Design Phase Perspective 银行业主要软件安全风险:设计阶段视角
A. Srivastava, Nilu Singh, Kamran Suhail
As the globe transitions to the internet age, software has emerged as the factor primarily essential to the success of the digital realm. Software now permeates every aspect of daily existence in the age of computers. It is relatively simple to administer software in any business for employees, employers, and other components of the organization. Our daily lives are made more convenient and hassle-free by this software. Shopping, news, processing sales data, architectural, medical, banking, and other aspects of our lives are all handled digitally. One of the most significant fields today is online banking, which also relies on software. Nevertheless, software security is also a significant concern. Any program, especially banking software, that has security flaws can cause us problems. The development of secure software becomes extremely difficult if there is a compromise at the design stage. Therefore, it must be avoided throughout the design phase. Software security risks are software flaws that allow harmful activities to occur accidentally. Consequently, it is a matter that must be properly managed during the design phase. The majority of Developers rely more on their knowledge and experience in risk management than on risk management frameworks. From the Common Weakness Enumeration (CWE), the authors have compiled a list of potential vulnerabilities that could be discovered during software design.
随着全球向互联网时代过渡,软件已成为数字领域成功的主要关键因素。在计算机时代,软件已经渗透到日常生活的方方面面。在任何业务中,为雇员、雇主和组织的其他组件管理软件都相对简单。通过这个软件,我们的日常生活变得更加方便和无忧无虑。购物、新闻、处理销售数据、建筑、医疗、银行和我们生活的其他方面都是数字化的。当今最重要的领域之一是网上银行,它也依赖于软件。然而,软件安全也是一个重要的问题。任何程序,尤其是银行软件,如果存在安全漏洞,都会给我们带来麻烦。如果在设计阶段存在妥协,安全软件的开发将变得极其困难。因此,在整个设计阶段必须避免这种情况。软件安全风险是指允许意外发生有害活动的软件缺陷。因此,这是一个必须在设计阶段妥善管理的问题。大多数开发人员更多地依赖于他们在风险管理方面的知识和经验,而不是风险管理框架。从通用弱点枚举(Common Weakness Enumeration, CWE)中,作者编制了一个可以在软件设计期间发现的潜在漏洞列表。
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引用次数: 0
Metaverse and Fintech: Pathway for Innovation and Development 虚拟世界与金融科技:创新与发展之路
Navleen Kaur, Swaralipi Saha, V. Agarwal, Shrey Gulati
The development of the metaverse may have a substantial effect on the financial sector, opening new avenues for firms and investors to interact with digital assets and engage in virtual trade. It's important to note that there are a variety of financial applications for metaverse technology, including virtual banking, trading platforms, and even insurance services. Users may require access to virtual money in a metaverse so they can purchase virtual goods and services. Metaverse banks could provide financial services such as virtual currency exchange, virtual wallet services, and virtual lending. They could also offer traditional banking services, such as loans and savings accounts, but in a virtual context. These services could be used by individuals, businesses, and organizations operating within the metaverse. In stock markets, companies that could benefit from the metaverse's growth include those involved in virtual reality and augmented reality, as well as those that provide the infrastructure required to support the metaverse. TAM (Technology Acceptance Model) is applied for understanding how users perceive and adopt metaverse technology.
虚拟世界的发展可能会对金融部门产生重大影响,为公司和投资者与数字资产互动并参与虚拟交易开辟新的途径。需要注意的是,有各种各样的金融应用程序用于虚拟货币技术,包括虚拟银行、交易平台,甚至保险服务。用户可能需要在虚拟世界中使用虚拟货币,这样他们才能购买虚拟商品和服务。虚拟银行可以提供虚拟货币兑换、虚拟钱包服务和虚拟借贷等金融服务。他们也可以提供传统的银行服务,如贷款和储蓄账户,但在虚拟环境中。这些服务可供个人、企业和在虚拟世界中操作的组织使用。在股票市场上,可以从虚拟现实和增强现实的增长中受益的公司,以及那些提供支持虚拟现实所需基础设施的公司。TAM(技术接受模型)用于理解用户如何感知和采用元技术。
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引用次数: 0
High Efficiency class-F−1 Amplifier with reconfigurable microstrip Differential Filter for Sub-6-GHz Massive MIMO Application 高效率的f−1类放大器,可重构微带差分滤波器,用于sub -6 ghz大规模MIMO应用
Kumar Rajesh, Sanjeev Kumar, Kanaujia kumar Binod, H. Olasiuk, N. Vihari
The current study describes the design analysis and implementation for the Cascode Class-F Power Amplifier (PA) Sub-6-GHz Massive MIMO Application. The reconfigurable Microstrip differential filter (RMDF) is selected for providing high efficiency. A RMDF technique is utilized to enhance the gain of 13.5 dB and improve the resonance band operation. The design verified 10 to 35.8 dBm of power output & added power efficiency of (PAE) of 69.4%. The designed PA presents a significant enhancement in new IOT transmitter for medical industry. The applications of the current study can be used for wireless 5G technology, multiple data signaling for antenna application, multiple radio-link for radio receiver.
本研究描述了Cascode f类功率放大器(PA) sub -6 ghz大规模MIMO应用的设计分析和实现。选择可重构微带差分滤波器(RMDF),以提供高效率。利用RMDF技术提高了13.5 dB的增益,改善了谐振频带的工作。该设计验证了10 ~ 35.8 dBm的功率输出,(PAE)的附加功率效率为69.4%。所设计的PA在医疗行业的新型物联网发射机中具有显著的增强作用。目前研究的应用可用于无线5G技术、天线应用的多数据信令、无线电接收机的多无线电链路。
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引用次数: 0
Electric Vehicle Charging Station with Effective Energy Management, Integrating Renewable and Grid Power 有效能源管理,整合可再生能源和电网的电动汽车充电站
T. Kokilavani, D. Gunapriya, G. V., N. Pusphalatha, N. Hemalatha, Vandana Sharma, A. Alkhayyat
In today's scenario the development of electric vehicles is day by day increasing in a great manner. Due to the increase demand in the electric vehicles, the need of the charging stations is also increasing. It is an important and essential duty to look after the health and maintain the charging stations for the better utility. On the other the energy usage should be in manner that maintains a sustainable development. This project proposes a method which power up the charging station in two ways which promotes sustainable development also the excess of the power is converted to AC supply and can be utilized by the people. This prototype model works using microcontroller board.
在今天的情况下,电动汽车的发展日益迅速。由于电动汽车需求的增加,对充电站的需求也在增加。维护充电站的健康,使其更好地发挥效用,是一项重要而必要的责任。另一方面,能源的使用应保持可持续发展的方式。本项目提出了一种采用两种方式为充电站供电的方法,既促进了充电站的可持续发展,又将多余的电力转换为交流供电,供人们使用。该原型模型使用微控制器板工作。
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引用次数: 0
Exploring Classification of Rice Leaf Diseases using Machine Learning and Deep Learning 利用机器学习和深度学习探索水稻叶片病害的分类
M. Aggarwal, Vikas Khullar, Nitin Goyal
Rice is third most commonly grain in the world. Some farmers chose rice cultivation over other crops because of rice's wide range of habitat adaptability and minor agriculture threat as the population slowly grows; by 2050, it is predicted that 14,886 million metric tonnes food will required to meet demand. Agribusiness contributes roughly 17% of India's GDP, and surveys indicate that roughly 70% of the population is either relying directly or indirectly on agriculture. A variety of ailments and infections in plants can be brought on by a variety of factors, including soil characteristics, environmental factors, the choice of undesirable crops, poor manure, and various leaf diseases. Plant diseases have a significant impact on agricultural production. These factors have a direct impact on the country's overall crop production. Continuous plant monitoring is required to prevent disease infection. Early plant disease detection is therefore of utmost importance in agriculture. The main motive of paper is to propose an effective and appropriate method for classifying various rice leaf diseases using deep learning approaches. Initially, classification was accomplished through the use of machine and ensemble learning classifiers. The outcomes were compared to CNN and transfer learning models. InceptionResNetV2 has the highest validation accuracy of 88 percent. According to the comparison, transfer learning models outperform machine learning classifiers.
大米是世界上第三大最常见的谷物。一些农民选择种植水稻,而不是其他作物,因为水稻具有广泛的栖息地适应性,而且随着人口缓慢增长,农业威胁较小;到2050年,预计将需要148.86亿吨粮食来满足需求。农业综合企业约占印度GDP的17%,调查显示,大约70%的人口直接或间接依赖农业。植物的各种疾病和感染可以由各种因素引起,包括土壤特征、环境因素、选择不受欢迎的作物、不良肥料和各种叶片疾病。植物病害对农业生产有重大影响。这些因素对该国的整体作物产量有直接影响。需要对工厂进行连续监测,以防止疾病感染。因此,植物病害的早期检测在农业中至关重要。本文的主要目的是利用深度学习方法提出一种有效而合适的水稻叶片病害分类方法。最初,分类是通过使用机器和集成学习分类器完成的。将结果与CNN和迁移学习模型进行比较。InceptionResNetV2具有88%的最高验证精度。通过比较,迁移学习模型优于机器学习分类器。
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引用次数: 3
Analysis Of Electrical Parameters For Formula Style Electric Vehicle 公式式电动汽车电气参数分析
R. Das, Ritika Kapoor, T. V, R. Varun, Shambhavi Bhagat
A electric car similar to formula style is the main goal. A single seat and the engine is a features of a Formula One race car. The battery is placed behind the seat of the driver. Formula One championships are held all over the world. One of the major challenges in recent years has been traffic and pollution. For a formula electric car, electrical characteristics are critical. It is beneficial to the environment since it emits no emissions. The popularity of electric vehicles has grown in all industries, and it would be a fantastic project to employ in Formula One.
一辆类似于方程式风格的电动汽车是主要目标。单座和引擎是一级方程式赛车的特点。电池放在司机座位的后面。一级方程式锦标赛在世界各地举行。近年来的主要挑战之一是交通和污染。对于一辆电动方程式赛车来说,电气特性至关重要。它对环境有益,因为它不排放排放物。电动汽车在所有行业都越来越受欢迎,在f1中使用它将是一个非常棒的项目。
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引用次数: 0
Cultural Intelligence and Internationalisation: An Investigative tale of Indian SMEs Exploring Nordic Region 文化智力与国际化:印度中小企业探索北欧地区的调查故事
Dr. Anchal Luthra, Shivani Dixit, Seema Garg, Tanu Manocha, Vinita Sharma, Ritu Sharma
This paper aims to examine cultural intelligence's impact on the internationalisation process of Indian SMEs located in Delhi / NCR and doing business in Nordic countries. The study investigates conceptual associations in the North Indian metro cities context, based on structural equation modeling with maximum likelihood estimation, using a sample of Executives from Small and medium private IT/ITES organizations. The study shows that cultural intelligence positively affects the internationalisation process of Indian SMEs in Delhi / NCR and doing business in Nordic countries. Cultural intelligence is helping firms to overcome cultural barriers and administrative issues in a better way and making the globalization process easier. To help Small and medium private IT/TIES organizations consider moving into international markets, especially in Nordic countries. Hiring leaders with more cross-cultural experience and knowledge can help these firms function smoothly while dealing with Nordic clients.
本文旨在研究文化智力对位于德里/ NCR的印度中小企业的国际化进程的影响,并在北欧国家开展业务。该研究基于结构方程模型和最大似然估计,调查了北印度地铁城市背景下的概念关联,使用了来自中小型私营IT/ITES组织的高管样本。研究表明,文化智力对印度中小企业在德里/ NCR和在北欧国家开展业务的国际化进程有积极影响。文化智慧正在帮助企业更好地克服文化障碍和行政问题,使全球化进程更加容易。帮助中小型私营IT/TIES组织考虑进入国际市场,特别是在北欧国家。聘请具有更多跨文化经验和知识的领导者可以帮助这些公司在与北欧客户打交道时顺利运作。
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引用次数: 2
期刊
2023 3rd International Conference on Innovative Practices in Technology and Management (ICIPTM)
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