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Utilization of Machine Learning Algorithms for Prediction of Diseases 利用机器学习算法预测疾病
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696946
F. Deeba, S. Patil
For analysis of any health related problems or diseases, on time investigation and accuracy of prediction plays a vital role. Machine learning technology has become the most significant field that has various applications in the healthcare field. The healthcare professionals are looking forward for most advanced and reliable healthcare systems that assist in providing best possible prognosis and treatment to patients with great accuracy in stipulated amount of time. There are various data mining techniques which are being developed so as to extract useful information from the health dataset collected. The main motto behind the development of prediction system using machine learning algorithms is to find the best possible solution for the health related issues during diagnosis. The sample dataset utilized for the implementation consist a record of about 4922 patients'. The prognosis was carried out based on 132 symptoms for prediction of 42 commonly occurring diseases. The paper also discusses the system design required for prediction of common diseases using ML Algorithms where the doctors/clinicians just need to enter the symptoms with which patient is suffering. The best ML Algorithms found so far for implementation in the field of healthcare are Decision Tree, Random Forest Classifier and Naive Bayes Classifier. The paper presents the comparison results between various algorithms. The system model yields a high accuracy rate of 95.12% for prediction of diseases.
对于任何与健康有关的问题或疾病的分析,及时的调查和准确的预测起着至关重要的作用。机器学习技术已成为医疗保健领域中最重要的应用领域。医疗保健专业人员期待着最先进和可靠的医疗保健系统,以帮助在规定的时间内以极高的准确性为患者提供最佳的预后和治疗。目前正在开发各种数据挖掘技术,以便从收集的卫生数据集中提取有用的信息。使用机器学习算法开发预测系统背后的主要座右铭是在诊断过程中找到与健康相关的问题的最佳解决方案。用于实现的样本数据集包含约4922例患者的记录。根据132种症状预测42种常见病进行预后。本文还讨论了使用ML算法预测常见疾病所需的系统设计,其中医生/临床医生只需要输入患者所患的症状。到目前为止,在医疗保健领域实现的最好的ML算法是决策树,随机森林分类器和朴素贝叶斯分类器。本文给出了各种算法之间的比较结果。该系统模型对疾病的预测准确率高达95.12%。
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引用次数: 5
Soldier Strap For Health Monitoring And Tracking A Proposed Solution 用于健康监测和跟踪的士兵带提出的解决方案
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696714
Rahul S G, Rajnikant Kushwaha, Sayantan Bhattacharjee, Agniv Aditya, K. S. Reddy, Durri Shahwar
Information and data are two key factors that affect the successful completion of a military operation or military patrols. Along with the ground intelligence, monitoring the health and the position of a soldier plays a crucial role during any active situations or contacts. The heart rate, temperature and the humidity level, GPS position should be constantly monitored in the desired situations to provide quick and active medical or tactical support in case of any kind of emergency. We have proposed a wireless system that will be capable of collecting the vitals and the position of the soldier and send the data directly to a base station for monitoring. The system consists of several sensors for the data acquisition, NavIC as the tracking unit, Cortex M4 as the controlling unit and LoRaWAN-02module as the networking unit. In this paper, we will be discussing implementations, methodologies, architectures and the enhancements of the application of Soldier health monitoring and tracking systems
情报和数据是影响军事行动或军事巡逻顺利完成的两个关键因素。除了地面情报外,监测士兵的健康状况和位置在任何活跃情况或接触中都起着至关重要的作用。在需要的情况下,应不断监测心率、温度和湿度水平、GPS位置,以便在发生任何紧急情况时提供快速和积极的医疗或战术支持。我们提出了一种无线系统,它将能够收集生命体征和士兵的位置,并将数据直接发送到基站进行监测。该系统由几个用于数据采集的传感器组成,NavIC作为跟踪单元,Cortex M4作为控制单元,lorawan -02模块作为网络单元。在本文中,我们将讨论士兵健康监测和跟踪系统的实现、方法、架构和应用的增强
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引用次数: 1
Dynamic Charge Allocation of Electric Vehicles Using V2X Communication 基于V2X通信的电动汽车动态充电
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696809
Muskaan Arora, B. Nikhil, R. Munipalle, Jishu Mary Gomez, Prabhakar Karthikeyan Shanmugam
Electric vehicles are becoming immensely popular as a sustainable means of transport. Due to this expansion, the need to charge these vehicles will also grow and a sufficient number of charging stations need to be established. This puts forward additional challenges to the stability of the grid. Replicating dozens of charging stations with the physical constraints of the city presents itself as a complex problem. Manual and intuitive solution will fall short in satisfying the parameters and optimizing investment and maximizes benefits. A data-driven, research-backed and mathematical optimization-based solution is needed which will account for multiple realistic scenarios and come up with the best possible recommendation. This paper focuses on a method to enable smart charging to reduce infrastructural costs and consumer level costs. The methodology helps to flatten load in distribution networks, minimize losses in transmission, reduces phase imbalances and maximizes consumption of renewables.
电动汽车作为一种可持续的交通工具正变得非常受欢迎。由于这种扩张,对这些车辆充电的需求也将增长,并且需要建立足够数量的充电站。这对电网的稳定性提出了新的挑战。在城市的物理限制下复制几十个充电站本身就是一个复杂的问题。手动和直观的解决方案在满足参数、优化投资和最大化效益方面存在不足。我们需要一个数据驱动的、研究支持的、基于数学优化的解决方案,它将考虑到多种现实情况,并提出最好的建议。本文主要研究一种使智能充电能够降低基础设施成本和消费者层面成本的方法。该方法有助于平衡配电网络中的负荷,最大限度地减少传输损失,减少相位不平衡,并最大限度地提高可再生能源的消耗。
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引用次数: 0
Electromechanical Analysis of DFIG under Single Phasing Fault and Air-Gap Eccentricity Fault 单相故障和气隙偏心故障下DFIG的机电分析
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696479
Patel Darsh Devangbhai, Akshat H. Mutta, Arnav V. Jain, Tanmay Motharkar, R. R. Singh
The wind energy industries adapt doubly-fed induction generators (DFIGs) for their dynamic performance and cost-effectiveness. Despite the relative robustness of this machine, it undergoes several faults that decrease its performance. In this paper, an electromechanical analysis is performed on the DFIG, operating under air-gap eccentricity fault and rotor single phasing fault using Ansys Maxwell software. The eccentricity fault and single phasing fault are formed in Ansys Maxwell at distinct levels and phases. Under these fault conditions, the electrical and mechanical characteristics of the generator, such as torque, rpm, stator currents, and flux, are studied and compared to the stable generator The loss effects of these abnormalities on various generator elements, such as the core and windings, are analyzed and reported. These analyses will help us to examine the dynamic behavior of DFIG under rotor single phasing and air-gap eccentricity faults. This analysis will help the designers to build a robust system.
风能行业采用双馈感应发电机(DFIGs),以满足其动态性能和成本效益。尽管这台机器相对坚固,但它也出现了一些降低性能的故障。本文利用Ansys Maxwell软件对DFIG在气隙偏心故障和转子单相故障下的运行情况进行了机电分析。在Ansys Maxwell中,偏心断层和单相断层在不同的水平和阶段形成。在这些故障条件下,研究了发电机的电气和机械特性,如转矩、转数、定子电流和磁通,并与稳定的发电机进行了比较。分析和报告了这些异常对各种发电机元件(如铁芯和绕组)的损耗影响。这些分析将有助于我们研究转子单相和气隙偏心故障下DFIG的动态特性。这种分析将帮助设计者构建一个健壮的系统。
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引用次数: 0
Low Power and Less Delay Circuit Shared Static Flip-Flop (LDCSSFF) for Digital Applications 用于数字应用的低功耗低延迟电路共享静态触发器(LDCSSFF)
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696452
Prakash Jogi, Rajini Karanam, G. Ravikishore, Ravikiran Biroju, Rajini Akula, Umarani Kunsoth
A modified flip flop for high speed and low power digital applications is designed. The proposed less delay circuit shared static flip flop (LDCS2FF) includes five number of NOR gates and back-to-back inverters. The inverter is given with a clock signal and the following signal is given as input to the NOR gates. The proposed LDCS2FF is a master slave flip flop act as a storage element. The proposed LDCS2FF is simulated on Synopsys tool HSPICE under 32 nm BSIM4 model card for bulk CMOS technology of PTM model. The proposed LDCS2FF as 24 transistors with delay of 0.3 ns at 1 V applied voltage and power dissipation of $59.6 mumathrm{W}$ at 0.8 V applied voltage.
设计了一种用于高速低功耗数字应用的改进触发器。所提出的低延迟电路共享静态触发器(LDCS2FF)包括5个NOR门和背对背逆变器。给逆变器一个时钟信号,并给以下信号作为输入到NOR门。所提出的LDCS2FF是一个主从触发器作为存储元件。针对PTM模型的批量CMOS技术,在32 nm BSIM4模型卡上,采用Synopsys工具HSPICE对LDCS2FF进行了仿真。所提出的LDCS2FF为24个晶体管,在1 V电压下延迟为0.3 ns,在0.8 V电压下功耗为59.6 mumathrm{W}$。
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引用次数: 0
Game Theory based EV Charge Scheduling: A Comprehensive Review 基于博弈论的电动汽车充电调度研究综述
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696445
Zaid Siddique, Supriya Jaiswal, Vaibhav Chaturvedi, Ankur Maheshwari
The need for a shift in transportation towards emission-free alternatives has never been more pronounced. EV adoption is interdependent on available charging infrastructure and its management. EV charge scheduling is one such management technique. This paper presents a comprehensive discussion on the existing EV scheduling techniques. In order to efficiently solve the problem of EV charging schedules, the Game theory is introduced, and schedules prepared using different types of games are discussed.
交通运输向无排放替代品转变的必要性从未如此明显。电动汽车的普及取决于可用的充电基础设施及其管理。电动汽车充电计划就是这样一种管理技术。本文对现有的电动汽车调度技术进行了全面的讨论。为了有效地解决电动汽车充电计划问题,引入博弈论,讨论了利用不同类型的博弈制定充电计划。
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引用次数: 1
Hand Gesture Recognition using Convolutional Neural Network 基于卷积神经网络的手势识别
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696463
S. Shanmugam, Lakshmanan S A, P. Dhanasekaran, P. Mahalakshmi, A. Sharmila
The implicit message is usually brought to the spectators through activities involving various body parts like hands, face and arms. This is prominently known as Gesture and many such gestures are generally performed through hands in an involuntary manner. Smartness is to keep tabs on these hand gestures and derive purposeful details out of it. Convolutional neural networks (CNN) track these complex movements and help in extracting prime features. In this paper, training and testing were done consecutively with the aid of images to check the effectiveness of CNN and results are presented.
隐含的信息通常是通过涉及手、脸和手臂等身体部位的活动传递给观众的。这就是众所周知的手势,许多这样的手势通常是通过手无意识地完成的。聪明是密切关注这些手势,并从中获得有目的的细节。卷积神经网络(CNN)跟踪这些复杂的运动,并帮助提取主要特征。本文借助图像连续进行训练和测试,验证了CNN的有效性,并给出了结果。
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引用次数: 0
Dual-Input Single-Output Non-Isolated DC-DC Converter for GIHEVs 用于gihev的双输入单输出非隔离DC-DC转换器
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696750
Bairabathina Saikumar, B. S
In most cases, battery-powered electric vehicles rely heavily on the available power system for their battery charging. This leads to excessive stress on the distribution network of the power system. From the name, grid-independent hybrid electric vehicles run independently by utilizing multiple renewable energy resources by forming hybrid energy systems. In this paper, a dual-input single-output (DISO) non-isolated dc-dc converter with high step-up voltage magnitude is presented for GIHEVs (grid-independent hybrid electric vehicles). Additionally, to improve the output voltage magnitude, voltage multiplier (VM) stages are used with help of diode-capacitor (D-C) combination. Because of this converter, GIHEVs benefit from a minimalist structure, fewer switches, light-weight, high gain, minimal voltage stress, and greater efficiency. To clarify the converter functioning, we stroll via the modelling of a 1000W dual-input single-output model and, also concentrate on the losses and efficiency computations. The fuel cell source of 36V and solar source of 48V is chosen to design the system of 1000W. We uphold the converter design and performance with MATLAB/Simulink model that validates the mathematical computations.
在大多数情况下,电池供电的电动汽车严重依赖于可用的电力系统为电池充电。这就导致了电力系统配电网承受过大的压力。从名称上看,不依赖电网的混合动力汽车通过形成混合能源系统,利用多种可再生能源独立运行。本文提出了一种适用于不依赖电网的混合动力汽车的高升压幅值双输入单输出非隔离dc-dc变换器。此外,为了提高输出电压幅度,电压乘法器(VM)级在二极管-电容(D-C)组合的帮助下使用。由于这种转换器,gihev具有极简的结构,更少的开关,重量轻,高增益,最小的电压应力和更高的效率。为了阐明转换器的功能,我们漫步通过1000W双输入单输出模型的建模,也集中在损耗和效率计算。选用36V的燃料电池电源和48V的太阳能电源设计1000W的系统。利用MATLAB/Simulink模型对变换器的设计和性能进行了验证,并对数学计算进行了验证。
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引用次数: 2
Priority-based Residential Demand Side Management in Smart Grid Using ToU Pricing 基于分时电价的智能电网居民需求侧优先级管理
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696867
G. Muthuselvi, B. Saravanan
This paper proposes curbing peak demand during peak periods using consumer's priority-based load shifting. The response behaviour of each participant in DR is the vital factor of a successful solution to Demand-side management (DSM) problems in the power system. It provides consumption cost savings and smart utilization of electricity. Shifting techniques are the solution that improves the participation factor of the consumer in the DR program and is achieved by making bi-level communication between utility and Consumer. ToU (Time of Use) dynamic pricing schemes are considered for the analysis. Adaptive Differential Evolution Algorithm (ADEA) is used for the optimal scheduling of shiftable appliances efficiently.
本文提出利用基于用户优先级的负荷转移来抑制高峰时段的高峰需求。电力系统中各参与方的响应行为是成功解决电力系统需求侧管理问题的关键因素。它提供了消费成本节约和智能用电。转移技术是通过在电力公司和消费者之间建立双层通信来提高消费者参与DR计划的解决方案。在分析中考虑了ToU(使用时间)动态定价方案。采用自适应差分进化算法(ADEA)有效地解决了可移动设备的最优调度问题。
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引用次数: 1
WATERMARK - Simulation Toolbox to Validate the Test Signal in Underwater Wireless Communication 水印-验证水下无线通信测试信号的仿真工具箱
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696854
N. R. Krishnamoorthy, K. Indira, D. Marshiana, T. M. Delsy
Underwater Acoustic Communication (UAC) is a rapidly growing area in the field of research and engineering. It provide performance enhancement for various underwater applications such as climate monitoring, pollution control, gathering of scientific data, deep sea exploration, etc. However, it is much more challenging to communicate in water medium than in air medium. The reverberation effect in the UAC channel causes multipath effects results in larger delay spread. Moreover, the UAC channel undergoes rapid temporal and spatial variation and it poses a great challenge for high data rate communication. The various techniques that are used at radio frequencies do not work in the UAC channel. This is one of the foremost reasons for low data rate and short range communication. To deal with the highly dispersive and time varying characteristics of UAC channel, coherent single carrier modulation can be applied along with the decision feedback equalizer. As the symbol rate increases, the frequency selectivity of the channel leads to high BER. To overcome this, a multicarrier modulation scheme can be used. To achieve a reliable wireless communication in the air medium, Electromagnetic (EM) waves can be used. These waves have been used extensively for long-range communication. For water medium, propagation of EM waves are of not much use. Moreover, these waves can travel only few meters and attenuated more for long range. Another important issue in underwater communication is the validation of data. In this article, a real time simulation toolbox, WATERMARK tool is illustrated clearly to understand about the toolbox and how it can be used for the validation of data in the real time scenario. Three different modulation scheme was applied for the simulation purpose and its Bit Error Rate was compared.
水声通信(UAC)是一个快速发展的研究和工程领域。它为气候监测、污染控制、科学数据收集、深海勘探等各种水下应用提供了性能增强。然而,在水介质中通信比在空气介质中通信更具挑战性。UAC信道中的混响效应引起的多径效应导致了更大的延迟扩展。此外,UAC信道具有快速的时空变化特性,对高数据速率通信提出了很大的挑战。在无线电频率上使用的各种技术在UAC信道中不起作用。这是低数据速率和短距离通信的主要原因之一。为了解决UAC信道的高色散和时变特性,可以采用相干单载波调制和决策反馈均衡器。随着码元率的增加,信道的频率选择性导致高误码率。为了克服这个问题,可以使用多载波调制方案。为了在空气介质中实现可靠的无线通信,可以使用电磁波。这些电波已广泛用于远距离通信。对于水介质,电磁波的传播作用不大。此外,这些波只能传播几米,在长距离传播时会衰减更多。水下通信的另一个重要问题是数据的验证。在这篇文章中,一个实时仿真工具箱,水印工具被清楚地说明,了解工具箱以及如何使用它来验证实时场景中的数据。采用三种不同的调制方案进行仿真,并对其误码率进行了比较。
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引用次数: 0
期刊
2021 Innovations in Power and Advanced Computing Technologies (i-PACT)
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