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Hybrid Parallel Feature Subset Selection for High Dimensional Datasets 高维数据集的混合并行特征子集选择
Pub Date : 2021-12-01 DOI: 10.3233/apc210180
Archana Shivdas Sumant, D. Patil
High dimensional data analytics is emerging research field in this digital world. The gene expression microarray data, remote sensor data, medical data, image, video data are some of the examples of high dimensional data. Feature subset selection is challenging task for such data. To achieve diversity and accuracy with high dimensional data is important aspect of this research. To reduce time complexity parallel stepwise feature subset selection approach is adopted for feature subset selection in this paper. Our aim is to reduce time complexity and enhancing the classification accuracy with minimum number of selected feature subset. With this approach 88.18% average accuracy is achieved.
高维数据分析是数字世界中新兴的研究领域。基因表达微阵列数据、遥感数据、医疗数据、图像、视频数据都是高维数据的一些例子。对于这类数据,特征子集的选择是一项具有挑战性的任务。实现高维数据的多样性和准确性是该研究的重要方面。为了降低时间复杂度,本文采用并行逐步特征子集选择方法进行特征子集选择。我们的目标是用最少的特征子集来降低时间复杂度和提高分类精度。使用该方法,平均准确率达到88.18%。
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引用次数: 0
A Survey on Electric Power Demand Forecasting 电力需求预测研究综述
Pub Date : 2021-12-01 DOI: 10.3233/apc210236
Sandip Ashok Shivarkar, S. Malik
Recently there has been tremendous change in use of the forecasting techniques due to the increase in availability of the power generation systems and the consumption of the electricity by different utilities. In the field of power generation and consumption it is important to have the accurate forecasting model to avoid the different losses. With the current development in the era of smart grids, it integrates electric power generation, demand and the storage, which requires more accurate and precise demand and generation forecasting techniques. This paper relates the most relevant studies on electric power demand forecasting, and presents the different models. This paper proposes a novel approach using machine learning for electric power demand forecasting.
最近,由于发电系统的可用性增加以及不同公用事业单位的电力消耗,预测技术的使用发生了巨大变化。在发电和用电领域,准确的预测模型是避免不同损失的重要手段。随着当前智能电网时代的发展,它将发电、需求和存储集成在一起,这就需要更加准确和精确的需求和发电预测技术。本文对电力需求预测的相关研究进行了综述,并介绍了不同的预测模型。本文提出了一种利用机器学习进行电力需求预测的新方法。
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引用次数: 2
A Wi-Fi Based Smart Irrigation Monitoring for an Agricultural Environment 基于Wi-Fi的农业环境智能灌溉监测
Pub Date : 2021-12-01 DOI: 10.3233/apc210237
N. Patankar, Manoli Charmal, Nikhil Bhaskar, Swati Janrao, Aniket Kamble
A producer who controls irrigation using a smartphone. A firebase that uses weather data to predict when to water crops. Sensors that read how much water is in the soil. From water availability and unpredictable weather patterns to regulations from outside entities, it can be a challenge to irrigate crops. Nowadays IoT has different solutions to overcome with this kind of problem. The particular research targeted successfully by development effected system using NodeMCU, Sensors, firebase, and assertive application. These tools which could conserve a good amount of water, it will become vital to success as the population groves and water availability dries up. The tool works by helping farmers with limited irrigation capacity determine the best time to water their crops. The main ai m of automating the system is to provide a certain amount of water required by crops by monitoring the moisture of soil and surrounding temperature. This obtains with the help of sensors and NodeMCU for interfacing their values. The values are displayed on a mobile application in real-time using Google’s firebase. Irrigation using IoT is a key component of precision agriculture. By changing manual irrigation with automatic valves and systems reduces the human error. Farmer can monitor his crop yield from anywhere at any time.
一个用智能手机控制灌溉的生产者。一个使用天气数据来预测何时给作物浇水的消防基地。传感器可以读取土壤中有多少水。从水的可用性和不可预测的天气模式到外部实体的法规,灌溉作物可能是一个挑战。如今,物联网有不同的解决方案来克服这类问题。通过使用NodeMCU、Sensors、firebase和自信应用程序开发了有效的系统,成功地完成了该研究。这些工具可以保存大量的水,随着人口的减少和可用水的枯竭,这将成为成功的关键。该工具的工作原理是帮助灌溉能力有限的农民确定灌溉作物的最佳时间。自动化系统的主要目的是通过监测土壤湿度和周围温度,为作物提供所需的一定水量。这是在传感器和NodeMCU的帮助下实现的,用于接口它们的值。这些值使用谷歌的firebase实时显示在移动应用程序上。物联网灌溉是精准农业的关键组成部分。通过改变手动灌溉与自动阀门和系统减少人为错误。农民可以随时随地监控作物产量。
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引用次数: 0
A Session Key Based Security Mechanism for Cyber Physical System 基于会话密钥的网络物理系统安全机制
Pub Date : 2021-12-01 DOI: 10.3233/apc210201
Sandip Thite, J. NaveenKumar
In recent years extensive research is going on for the development of applications which convert physical devices into smart devices. Industry 4.0 adopt the technologies under Cyber Physical Systems (CPS) for the development of such types of smart devices. Increase in the use of such type of smart devices without any security mechanism causes an open invitation for cyber attackers to perform cyber-attacks on such devices. Even current security algorithms are not efficiently work due to some constraints of smart devices. The goal of this research paper is to provide effective solution against different cyber-attacks on CPS applications. This paper proposed session key-based security mechanism which is used for the prevention of cyber-attacks and authentication of cyber devices.
近年来,人们对将物理设备转换为智能设备的应用进行了广泛的研究。工业4.0采用网络物理系统(CPS)下的技术来开发这类智能设备。这种没有任何安全机制的智能设备的使用越来越多,导致网络攻击者公开邀请对此类设备进行网络攻击。由于智能设备的一些限制,即使是目前的安全算法也不能有效地工作。本研究论文的目标是提供有效的解决方案,以对抗针对CPS应用的不同网络攻击。本文提出了一种基于会话密钥的安全机制,用于网络设备的网络攻击防范和身份认证。
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引用次数: 0
Analysis of Security in Wireless Network: A Survey 无线网络安全分析:综述
Pub Date : 2021-12-01 DOI: 10.3233/apc210248
Abhimanyu Sangale, Sanjeev Kumar Sharma
Information security maintenances with the truthfulness, accessibility, and secrecy of knowledge irrespective of the arrangement of the information might take. Data security is frequently branded in different ways like in connected and non-connected security. Non-connected grid security varies with execution prerequisites. The proposed study of worries and safety mechanism stages accessible in non-connected networks. The anticipated representations for non-connected networks are grounded on diverse significances for sanctuary and effortlessness.
信息安全维护知识的真实性、可访问性和保密性,而不考虑信息可能采取的安排。数据安全通常以不同的方式命名,例如连接和非连接安全。非连接网格安全性因执行先决条件而异。提出了非连通网络中可达的担忧和安全机制阶段的研究。非连接网络的预期表示基于对庇护所和轻松的不同意义。
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引用次数: 0
LORA (Long Range) Based Low Power Emergency Tracking System in Disaster Areas 基于LORA(远程)的灾区低功耗应急跟踪系统
Pub Date : 2021-12-01 DOI: 10.3233/apc210261
S. Sweetline Shamini, A.P. Anuja, B. Archana, P. Premalakshmi
The communication network is one of the major assistances for disaster management purposes. At each disaster phase, the information flow between the disaster management departments and the population is critical, as it destroys the whole communication infrastructure where the base station to Mobile Switching Centre (MSC) connectivity is broken, power generators are exhausted, and the network may suffer from congestion. Even when radio equipment works, police officers, rescue teams, medical teams cannot communicate with each other because of incompatible radios. To analyze the characteristics of the geological environment in the disaster region and to alert the Disaster Management Department, this solution based on LoRa has been proposed. The penultimate goal of this paper is to fasten the rescue operations.
通信网络是灾害管理方面的主要援助之一。在每个灾害阶段,灾害管理部门和民众之间的信息流是至关重要的,因为它破坏了整个通信基础设施,基站到移动交换中心(MSC)的连接中断,发电机耗尽,网络可能会出现拥塞。即使无线电设备正常工作,警察、救援队、医疗队也因为无线电设备不兼容而无法相互通信。为分析灾区地质环境特点,向灾害管理部门预警,提出了基于LoRa的解决方案。本文的第二个目标是加快救援行动。
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引用次数: 0
25 Meter Rifle Shooting Training Kit 25米步枪射击训练包
Pub Date : 2021-12-01 DOI: 10.3233/apc210291
M. Nikhitha, Shobana D, Anne Sylvia S, B. Hemasree, Priyadharshini P
The goal of this project is to obtain all of the details about the shotgun so that we can correct any mistakes made during practice. With so many undetectable errors made by operators at work, this device aids in locating and adjusting the timing of adjustments in accordance with their errors. This procedure is carried out by detecting deviations from the shooters while shooting from a distance. Following each session, all data is verified, and steps are taken to improve the shooters game and correct their mistakes. This device improves the quality of the archer while also assisting in the improvement of the game. It also appears to be a list of minor blunders that one may deal with. The arduino IDE, which does all mathematical and mathematical operations, is in charge of this device. The light attached to this device indicates the start and stop positions of the shooter, allowing the shooter to be trained to start and stop fire.
这个项目的目标是获得关于霰弹枪的所有细节,以便我们可以纠正在实践中所犯的任何错误。由于操作人员在工作中产生了许多无法检测到的错误,该设备有助于根据他们的错误定位和调整调整时间。这个程序是通过在远距离射击时检测射手的偏差来完成的。在每一节之后,所有的数据都会被核实,并采取措施来改进射击游戏和纠正他们的错误。这个装置提高了射手的素质,同时也有助于比赛的改进。它似乎也是一个可以处理的小错误清单。arduino IDE负责这个设备的所有数学和数学运算。附在该装置上的灯指示射手的开始和停止位置,允许射手接受训练,以启动和停止射击。
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引用次数: 0
MIMO Using Silicon Patch Antenna 使用硅贴片天线的MIMO
Pub Date : 2021-12-01 DOI: 10.3233/apc210278
Jagadeesh D, Karthik E, Gautam K, Gopi
The growth of mass communication system results the need for the high gain compactable multi-antenna base station by employing the recently introduced Multi-Input Multi-Output (MIMO) concept. A dual-band silicon patch antenna for MIMO operating at 2.4GHz and 5GHz has been designed and stimulated results are presented in this paper. The antenna designed with the dielectric constant 2.2 of material RT-duroid results in high efficiency and low substrate loss. ADS software is used for the stimulation of antenna RF-properties and other parameters. With the use of online calculator, the antenna has been designed for 33mm of length and 35mm of width.
大众通信系统的发展导致了对采用最近提出的多输入多输出(MIMO)概念的高增益紧凑型多天线基站的需求。设计了一种工作在2.4GHz和5GHz的MIMO双频硅贴片天线,并给出了仿真结果。采用介电常数为2.2的RT-duroid材料设计的天线具有高效率和低衬底损耗的优点。ADS软件用于天线射频特性和其他参数的仿真。利用在线计算器,天线被设计为长33毫米,宽35毫米。
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引用次数: 0
Pervasive Computing Applications and Security – A Deep Insight 普适计算应用与安全——深入洞察
Pub Date : 2021-12-01 DOI: 10.3233/apc210193
S. Magesh, Sujatha Jamuna Anand, Niveditha V.R, Y. Pavan Kumar Reddy, P. Rajakumar
Pervasive computing has made life easy with communication devices. Today devise collaboration has enhanced everywhere in this environment. It has made computing devices invisible and the services. This pervasive framework provides applications with interactions, numerous cooperation and accessibility, and integration. The proposed work enumerates the applications, pervasive security challenges. It provides security predicaments by assigning certificate credentials, access controls, trust management, and some security techniques to overcome the security paradigms in these distributed networks with IoT and the pervasive computing framework. The work also encounters security perplexities in handling the security threats and user interaction issues. Nevertheless, security techniques are listed for various pervasive applications in distinct domains such as healthcare, industries, and transforming sensitive information. The smart applications with smart environments perhaps force towards the new technologies in the pervasive computing outlook. The work also embedded with middleware with the context-based situation in these pervasive applications
普适计算使通信设备的生活变得轻松。今天,在这种环境中,设计协作无处不在。它使计算设备和服务变得不可见。这个普及框架为应用程序提供了交互、大量协作和可访问性以及集成。建议的工作列举了应用程序、普遍的安全挑战。它通过分配证书凭据、访问控制、信任管理和一些安全技术来克服这些具有物联网和普摄计算框架的分布式网络中的安全范式,从而提供了安全困境。在处理安全威胁和用户交互问题时,也遇到了安全难题。不过,本文列出了针对不同领域(如医疗保健、工业和转换敏感信息)中的各种普及应用程序的安全技术。具有智能环境的智能应用程序可能会推动普适计算前景中的新技术。在这些普及的应用程序中,还嵌入了基于上下文的中间件
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引用次数: 0
Impact of Internet of Things (IoT) in Smart Agriculture 物联网对智慧农业的影响
Pub Date : 2021-12-01 DOI: 10.3233/apc210176
O. Vishali Priya, R. Sudha
In today’s world, technology is constantly evolving; various instruments and techniques are available in the agricultural field. And within the agrarian division, the IoT preferences are Knowledge processing. With the help of introduced sensors, all information can be gathered. The reduction of risks, the mechanization of industry, the enhancement of production, the inspection of livestock, the monitoring of environment conditions, the roboticization of greenhouses, and crop monitoring Nearly every sector, like smart agriculture, has been modified by Internet-of-Things (IoT)-based technology, which has shifted the industry from factual to quantitative approaches. The ideas help to link real devices that are equipped with sensors, actuators, and computing power, allowing them to collaborate on a task while staying connected to the Internet, dubbed the “Internet of Things” (IoT). According to the World Telecommunication Union’s Worldwide Guidelines Operation, the Internet of Things (IoT) is a set of sensors, computers, software, and other devices that are connected to the Internet. The paper is highly susceptible to the consequences of its smart agriculture breakthrough.
在当今世界,技术在不断发展;农业领域有各种各样的仪器和技术。在农业部门中,物联网的偏好是知识处理。在引入传感器的帮助下,可以收集所有信息。风险的降低、工业的机械化、生产的提高、牲畜的检查、环境条件的监测、温室的机器人化和作物监测几乎每一个部门,如智能农业,都被基于物联网(IoT)的技术所改变,这使得该行业从事实方法转向了定量方法。这些想法有助于将配备传感器、执行器和计算能力的真实设备连接起来,使它们能够在保持与互联网连接的同时协作完成任务,这被称为“物联网”(IoT)。根据世界电信联盟的全球操作指南,物联网(IoT)是一组连接到互联网的传感器、计算机、软件和其他设备。该论文很容易受到其智能农业突破的影响。
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引用次数: 7
期刊
Recent Trends in Intensive Computing
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