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A Critical Review of Gain Enhancement Methods for Microstrip Antenna 微带天线增益增强方法综述
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-06-07 DOI: 10.2174/2352096516666230607153524
K. Quzwain, Haifa Nabila, R. Anwar, A. Ismail
In the recent years, the development in communication system has grown rapidly, especially for the growth of broadband wireless technologies. This technology has some advantages, for instance, flexibility for the transmission of data with very high data rate communications. Antenna is one of the crucial components of broadband wireless systems because it has ability to emit and receive radio waves. There are various types of antennas and microstrip is one of the most popular designs nowadays. This antenna has some advantages and disadvantages. Low gain is known as one of the disadvantages of microstrip antenna. However, there are numerous methods which can be used to enhance gain. Some researches have been done by numerous researchers throughout the world in tackling this disadvantage. This paper presents a critical review of different methods employed to alleviate this problem. For ease of understanding, this paper is classified into five approaches: array configuration approaches, air substrate approaches, metamaterial approaches, yagi-uda approaches, and other approaches.
近年来,通信系统的发展迅速,特别是宽带无线技术的发展。该技术具有一定的优势,如数据传输灵活,具有很高的数据传输速率。天线具有发射和接收无线电波的能力,是宽带无线系统的关键部件之一。天线有多种类型,微带天线是当今最流行的设计之一。这种天线有一些优点和缺点。增益低是微带天线的缺点之一。然而,有许多方法可以用来提高增益。世界各地的许多研究人员已经做了一些研究来解决这个缺点。本文对缓解这一问题所采用的不同方法进行了评述。为了便于理解,本文将其分为五种方法:阵列配置方法、空气基板方法、超材料方法、yagi-uda方法和其他方法。
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引用次数: 0
Blockchain for Big Data: Approaches, Opportunities and Future Directions 区块链大数据:方法、机遇和未来方向
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-06-07 DOI: 10.2174/2352096516666230607104537
Vikash Yadav, Amrita Jyoti, Ayushi Prakash, Sonu Kumar Jha, M. Rahul
The last several years have seen a significant increase in interest in big data across a range of scientific and engineering fields. Despite having several benefits and applications, big data still has some difficulties that must be overcome for a higher level of service, such as big data analytics, big data management, and big data privacy and security. Big data services and apps stand to greatly benefit from blockchain decentralisation and security features. In this article, we present an overview of blockchain for big data with an emphasis on current methods, possibilities, and upcoming trends. We begin by providing a succinct explanation of big data, blockchain, and the purpose of their integration. After that, we look at different types of blockchain assistance for big data, such as blockchain for security in big data collection, data privacy protection, storage, and collection. Next, we examine the latest work on the utilization of blockchain applications for big data across different industries, including smart grid apps and applications, smart city applications, and smart healthcare applications. A few illustrative blockchain-big data initiatives are given and discussed for a good understanding. Finally, difficulties and potential directions are examined to advance research in an exciting field.
在过去的几年里,科学和工程领域对大数据的兴趣显著增加。尽管大数据有许多好处和应用,但要实现更高水平的服务,仍然存在一些必须克服的困难,例如大数据分析、大数据管理、大数据隐私和安全。大数据服务和应用程序将从区块链的去中心化和安全特性中受益匪浅。在本文中,我们概述了大数据的区块链,重点介绍了当前的方法、可能性和未来的趋势。我们首先对大数据、区块链及其集成的目的进行了简要的解释。之后,我们将研究不同类型的区块链对大数据的辅助,例如区块链在大数据收集中的安全,数据隐私保护,存储和收集。接下来,我们将研究区块链应用程序在不同行业大数据利用方面的最新工作,包括智能电网应用程序和应用程序、智能城市应用程序和智能医疗应用程序。为了更好地理解,本文给出并讨论了一些说明性的区块链大数据计划。最后,对这一令人兴奋的领域的研究进行了困难和潜在的方向分析。
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引用次数: 0
LVRT Enhancement of DFIG-based WECS using SVPWM-based Inverter Control 基于svpwm的逆变器控制对基于dfig的wcs的LVRT增强
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-06-06 DOI: 10.2174/2352096516666230606103013
S. P, Dhandapani Samiappan, M. K, Nissyjoseph, Roshan M
Across many countries, wind turbine generation systems (WTGS) have been established over the past few decades. In this paper, we augment the low voltage ride-through (LVRT) enrichment facility of driving a DFIG-based wind energy conversion system (WECS) using space vector pulse width modulation (SVPWM)-based inverter control. The proposed technique employs an SVPWM-based control algorithm to regulate the voltage and frequency of the output power during grid faults, thereby enhancing the WECS's ability to remain connected to the grid and provide power. The study focuses on decreasing transient current throughout the instant of fault. Modeling and control approaches were also discussed in this study. The performance of the proposed technique is evaluated using MATLAB/Simulink simulations, and the results demonstrate that the technique effectively improves the LVRT capability of the DFIG-based WECS.Due to the variation in wind speed, the power generated by wind turbines is inconsistent. The power generated and the losses in wind turbines change correspondingly with changes in wind speed. The only type of machine that can generate power at speeds below the fixed speed is the doubly-fed induction generator (DFIG). But DFIG is oversensitive to network faults, which makes the bidirectional converters and DC link capacitor fail due to high inrush current and over-voltage.The converters connected to DFIG consist of an AC-to-DC converter, a boost converter, and a space vector pulse width modulation (SVPWM)-based DC-AC converter. The performance of the SVPWM controller is analyzed during symmetrical and unsymmetrical fault conditions.The anticipated control provides adequate reactive power support to the network through the time of the fault and improves voltage and current waveform. The reactive power flow is also analyzed, and the effectiveness of the proposed controller is verified using MATLAB and Simulink.SVPWM (Space Vector Pulse Width Modulation)-based inverter control is an effective technique for wind energy conversion systems (WECS). The use of SVPWM can provide accurate and precise control of the AC voltage generated from the DC voltage source, resulting in improved system efficiency and reduced harmonic distortion in the output waveform.The comparative analysis of THD suggests that SVPWM is a superior technique compared to other inverter control techniques such as sine-triangle pulse width modulation (SPWM) and carrier-based pulse width modulation (CPWM). SVPWM can help to reduce the distortion in the output waveform, leading to improved system efficiency, reduced wear on the system components, and overall better performance of the WECS.Furthermore, SVPWM offers several advantages over other inverter control techniques, including better utilization of DC voltage, improved voltage control, and better utilization of switching devices. These advantages make SVPWM a valuable tool for optimizing the operation of WECS and improving
在过去的几十年里,许多国家都建立了风力发电系统(WTGS)。在本文中,我们利用基于空间矢量脉宽调制(SVPWM)的逆变器控制来增强驱动基于dfig的风能转换系统(WECS)的低压穿越(LVRT)增强设施。该技术采用基于svpwm的控制算法,在电网故障时调节输出功率的电压和频率,从而增强WECS保持与电网连接并提供电力的能力。研究的重点是降低故障瞬间的暂态电流。本文还讨论了建模和控制方法。通过MATLAB/Simulink仿真对该技术的性能进行了评估,结果表明该技术有效地提高了基于dfig的wcs的LVRT能力。由于风速的变化,风力发电机产生的功率是不一致的。风力机的发电量和损耗随风速的变化而相应变化。唯一一种能够以低于固定速度的速度发电的机器是双馈感应发电机(DFIG)。但DFIG对网络故障过于敏感,导致双向变流器和直流链路电容因浪涌电流过大和过电压过高而失效。连接到DFIG的转换器包括一个ac - dc转换器、一个升压转换器和一个基于空间矢量脉宽调制(SVPWM)的DC-AC转换器。分析了SVPWM控制器在对称和非对称故障条件下的性能。预期控制可以在故障发生时为电网提供足够的无功支持,改善电压和电流波形。分析了无功潮流,并利用MATLAB和Simulink验证了所提控制器的有效性。基于空间矢量脉宽调制(SVPWM)的逆变器控制是一种有效的风能转换系统控制技术。使用SVPWM可以对直流电压源产生的交流电压进行精确的控制,从而提高系统效率,减少输出波形中的谐波失真。THD的对比分析表明,与正弦三角形脉宽调制(SPWM)和基于载波的脉宽调制(CPWM)等其他逆变器控制技术相比,SVPWM是一种优越的技术。SVPWM可以帮助减少输出波形的失真,从而提高系统效率,减少系统组件的磨损,并提高wcs的整体性能。此外,与其他逆变器控制技术相比,SVPWM提供了几个优势,包括更好地利用直流电压,改进电压控制,更好地利用开关器件。这些优点使SVPWM成为优化WECS运行和提高可再生能源系统可靠性和性能的宝贵工具。wcs中SVPWM逆变器控制的THD在对称故障下为1.53,在不对称故障下为1.34。综上所述,使用基于svpwm的逆变器控制WECS是提高系统效率和性能的有效途径,同时减少输出波形的失真,并提供足够的无功支持。与其他逆变器控制技术相比,SVPWM的优势使其成为可再生能源系统开发和优化的宝贵工具。
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引用次数: 0
Analysis of Harmonic Compensation for Grid-Side Current of Series Sixfold-Circuit “Phase-Hopping” AC-AC Frequency Converter 串联六路跳相交-交变频器电网侧电流谐波补偿分析
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-06-05 DOI: 10.2174/2352096516666230605150903
Jixin Yang, Zhengwang Xu, Jin Zhu, Jiarui Zhang, Shikang Shen
A series sixfold-circuit “phase-hopping” AC-AC frequency converter (SSCPH-AAFC) is an extension of traditional AC-AC frequency converters. Compared to traditional frequency converters, it has the advantages of energy-saving, low cost, and simple control. Additionally, it can increase the upper limit of the frequency conversion to the power frequency. Through multiplexing processing, it reduces the harmonic content of the output waveform, making it suitable for applications, such as large-capacity fan or pump speed control.Although SSCPH-AAFC reduces harmonic content, the harmonic content of the single-phase and three-phase grid-side currents still reach 14.65% and 10.20%, respectively. To meet national standards for practical application, a compensation circuit needs to be designed to further reduce grid-side current harmonics.To address harmonic problems, a targeted single-phase current open-loop compensation method was designed based on the analysis of the current waveform defect. The method compensated for harmonics by selecting appropriate trigger angles and reducing the harmonic distortion rate of the power grid to meet the necessary application standards.The method was simulated and analyzed using MATLAB, and the results showed that after single-phase open-loop compensation, the total harmonic distortion (THD) of the grid-side current for a single-phase SSCPH-AAFC was 2.64%, and for a three-phase SSCPH-AAFC, it was 1.80%.This method has a good effect and can meet the standard requirements.
串联六路跳相交流变频器(SSCPH-AAFC)是传统交流变频器的扩展。与传统变频器相比,具有节能、成本低、控制简单等优点。此外,它可以提高频率转换到工频的上限。通过多路复用处理,降低了输出波形的谐波含量,使其适用于大容量风机或泵转速控制等应用。SSCPH-AAFC虽然降低了谐波含量,但电网侧单相和三相电流的谐波含量仍分别达到14.65%和10.20%。为了满足实际应用的国家标准,需要设计补偿电路来进一步降低电网侧电流谐波。针对谐波问题,在分析电流波形缺陷的基础上,设计了一种有针对性的单相电流开环补偿方法。该方法通过选择合适的触发角度和降低电网谐波畸变率来补偿谐波,以满足必要的应用标准。利用MATLAB对该方法进行仿真分析,结果表明:单相开环补偿后,单相SSCPH-AAFC的电网侧电流总谐波失真(THD)为2.64%,三相SSCPH-AAFC的电网侧电流总谐波失真(THD)为1.80%。该方法效果好,能满足标准要求。
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引用次数: 0
Optimization of RST Controller for Speed Control of Linear Induction Motor Using Genetic Algorithm 基于遗传算法的直线感应电机速度控制RST控制器优化
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-19 DOI: 10.2174/2352096516666230519114514
Khettache Laid, Djarah Djalal, Zidani Ghania, A. Rachid
In this study, a new model of linear induction motor, along with the impact of end-effect on motor performance, is proposed. Moreover, a new strategy of control approach based on the polynomial RST controller is suggested and investigated.The proposed approach can provide a robust control strategy and overcome the limitations imposed by the proportional-integral (PI) regulator in the FOC technique. RST controller has a two-degree of freedom structure and consists of three polynomials, namely R, S and T, which are determined by the pole placement method and resolving of a Diophantine equation. Despite this, the implementation of this method is usually difficult and becomes more complicated with the complexity of the controlled plants.This study proposes the genetic algorithm (GA) optimization strategy for tuning RST controller parameters (adjust the controller coefficients) in order to achieve an adequate response time by minimizing the different objective functions, such as steady-state error, settling time, and rise time.The accuracy and control performance of the proposed technique are checked and validated using Matlab /Simulink environment software tool. Simulation results reported that the proposed method (RST-GA) could provide robust solutions with perfect reference tracking and efficient disturbance rejection.These significant results make the proposed approach a promising technique for the design of a high-performance controller, which is highly suitable for industrial and electrical applications.
本文提出了一种新的线性感应电机模型,并考虑了末端效应对电机性能的影响。此外,提出并研究了一种基于多项式RST控制器的控制策略。该方法提供了一种鲁棒控制策略,克服了比例积分(PI)调节器在FOC技术中的局限性。RST控制器为二自由度结构,由R、S、T三个多项式组成,由极点放置法和丢芬图方程解析确定。尽管如此,这种方法的实施通常是困难的,并且随着被控制工厂的复杂性而变得更加复杂。本文提出了一种遗传算法(GA)优化策略来调整RST控制器参数(调整控制器系数),通过最小化不同的目标函数,如稳态误差、稳定时间和上升时间来获得足够的响应时间。利用Matlab /Simulink环境软件对该技术的精度和控制性能进行了验证。仿真结果表明,该方法具有良好的参考跟踪和抗干扰能力,具有鲁棒性。这些显著的结果使所提出的方法为高性能控制器的设计提供了一种有前途的技术,它非常适合于工业和电气应用。
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引用次数: 0
A Photovoltaic-Based Novel Transformerless High Gain Converter for DC Microgrid Applications 一种基于光伏的新型直流微电网无变压器高增益变换器
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-17 DOI: 10.2174/2352096516666230517105239
S. Pragaspathy, R. Kannan, V. Karthikeyan, K. K. Sagar, S. Saravanan, M. Ganesh
A typical microgrid network sourced by renewable energy encounters a technical setback owing to the voltage imbalance across the source integration and load power dissemination. Transformers employed to stabilize the potential may deteriorate the network efficiency and increases the cost and size of the system as well.Photovoltaic based transformerless high gain DC-DC converter (THG-DC) is proposed here to aid the microgrid infrastructure. Microgrid fuelled by renewable energy sources demands the high gain converter interface to boost low voltage generation. The proposed THG-DC is employed with four switched inductors and three active power switches (IGBT) which are brought together under dual leg configurations.The proposed topology offers dual-duty cycle modes of regulating the active switches to realize the desired output voltage. Moreover, it is reliable to drive the proposed THG-DC with lower values of duty cycles to achieve a higher gain. The voltage stress across the switches is minimized and the magnitude of inductor current ripples is quashed to an extent. The proposed THG-DC is simple in architecture and easy to control in all three operating modes.The operating characteristics and performance investigation of the novel converter during the continuous and discontinuous modes are elucidated briefly and the comparative analysis on switching stress, gain, and efficiency are executed to justify the standards of the proposed THG-DC.Finally, the miniature prototype model is experimented with in the laboratory (0.3 kW) and the obtained results are in agreement with the theory. It is evident from the investigations that the proposed THG-DC shows its dominance over other converters on the voltage gain, switching stress, number of components, and overall efficiency.
典型的可再生能源微电网由于电源集成和负荷分配之间的电压不平衡而遇到技术挫折。变压器用于稳定电势可能会降低网络效率,并增加系统的成本和规模。本文提出了一种基于光伏的无变压器高增益DC-DC变换器(THG-DC)来辅助微电网基础设施。由可再生能源驱动的微电网需要高增益转换器接口来促进低压发电。所提出的THG-DC采用了四个开关电感和三个有源功率开关(IGBT),它们在双支腿配置下汇集在一起。所提出的拓扑结构提供双占空比模式来调节有源开关以实现所需的输出电压。此外,以较低的占空比驱动所提出的THG-DC以获得较高的增益是可靠的。开关间的电压应力被最小化,电感电流波纹的幅度在一定程度上被抑制。所提出的THG-DC结构简单,在三种工作模式下都易于控制。简要阐述了新型变换器在连续和不连续模式下的工作特性和性能研究,并对开关应力、增益和效率进行了比较分析,以证明所提出的THG-DC标准是正确的。最后,在实验室(0.3 kW)进行了微型原型模型的实验,所得结果与理论基本一致。从调查中可以明显看出,所提出的THG-DC在电压增益,开关应力,元件数量和整体效率方面优于其他转换器。
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引用次数: 0
Defect Identification Method of Cable Termination Based on Improved Gramian Angular Field and ResNet 基于改进Gramian角场和ResNet的电缆终端缺陷识别方法
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-17 DOI: 10.2174/2352096516666230517095542
Chuanming Sun, Guangning Wu, Dongli Xin, Kai Liu, B. Gao, Guoqiang Gao
This paper proposes a defect identification method for vehicle-mounted cable terminals in electric multiple units (EMUs) based on the improved Graham angle field and residual network to address the issue of low recognition accuracy caused by the lack of partial discharge (PD) and identification data for Ethylene Propylene Rubber (EPR) cable terminal defects.The improved Gramian angular field (IGAF) characteristic transformation method was used to transform the PD one-dimensional time-series signal into a two-dimensional one after cable terminals with four common insulation defects were constructed, and a PD detection platform was built. Finally, an anti-aliasing downsampling module and attention mechanism were added to the residual network ResNet101 model. The Center loss and Softmax loss functions were integrated to increase accuracy for training and recognition classification. Topological feature images improved the distinguishability of defect categories.The test results showed that the diagnostic method has an accuracy rate of 97.3% for identifying PD at the cable terminal.The proposed diagnosis model has higher recognition accuracy and better balance than other conventional fault diagnosis methods, making it suitable for diagnosing high-voltage cable faults in EMU trains.
针对乙丙橡胶(EPR)电缆终端缺陷缺乏局部放电(PD)和识别数据导致识别精度低的问题,提出了一种基于改进格雷厄姆角场和残差网络的车用电缆终端缺陷识别方法。采用改进的格莱曼角场(IGAF)特征变换方法,对具有4种常见绝缘缺陷的电缆端子进行一维时间序列信号变换,建立了PD检测平台。最后,在残差网络ResNet101模型中加入了抗混叠下采样模块和注意机制。中心损失和Softmax损失函数集成,以提高训练和识别分类的准确性。拓扑特征图像提高了缺陷分类的可分辨性。试验结果表明,该诊断方法对电缆端子PD的识别准确率为97.3%。与其他常规故障诊断方法相比,该诊断模型具有更高的识别精度和更好的均衡性,适用于动车组高压电缆故障的诊断。
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引用次数: 0
Improved DevOps Lifecycle by Integrating a Novel Tool V-Git Lab 通过集成新工具V-Git Lab改进DevOps生命周期
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-17 DOI: 10.2174/2352096516666230517155221
Anurag Mishra, Ashish Sharma
we propose a tool that can automatically generate datasets for software defect prediction from GitHub repositoriesDevOps is a software development approach that emphasizes collaboration, communication, and automation in order to improve the speed and quality of software deliveryThis study aims to demonstrate the effectiveness of the tool, and in order to do so, a series of experiments were conducted on several popular GitHub repositories and compared the performance of our generated datasets with existing datasets.The tool works by analyzing the commit history of a given repository and extracting relevant features that can be used to predict defects. These features include code complexity metrics, code churn, and the number of developers involved in a particular code change.Our results show that the datasets generated by our tool are comparable in quality to existing datasets and can be used to train effective software defect prediction modelsOverall, the proposed tool provides a convenient and effective way to generate high-quality datasets for software defect prediction, which can significantly improve the accuracy and reliability of prediction models.
devops是一种强调协作、沟通和自动化的软件开发方法,以提高软件交付的速度和质量。本研究旨在证明该工具的有效性,为了做到这一点,在几个流行的GitHub存储库上进行了一系列实验,并将我们生成的数据集与现有数据集的性能进行了比较。该工具通过分析给定存储库的提交历史并提取可用于预测缺陷的相关特性来工作。这些特性包括代码复杂性度量、代码混乱以及参与特定代码更改的开发人员的数量。结果表明,该工具生成的数据集质量与现有数据集相当,可用于训练有效的软件缺陷预测模型。总体而言,该工具为生成高质量的软件缺陷预测数据集提供了一种方便有效的方法,显著提高了预测模型的准确性和可靠性。
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引用次数: 0
A New Soft-switched Flyback Converter with a Minimum Number ofElements and High Efficiency 一种新型元件数少、效率高的软开关反激变换器
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-12 DOI: 10.2174/2352096516666230427103110
M. Vesali, Hosein Ranjbar, Mostafa Rabiei
This paper proposes a new soft-switching flyback converter with a simple structure and high efficiency. The proposed converter has zero current switching conditions for the turning-on distance and zero voltage switching conditions for the turning-off distance of the switch.With a minimum number of elements, a soft switching condition is created for all semiconductor devices, and high efficiency is obtained.To create the ZCS condition, an inductor is used, and when the switch is turned on, the current due to the existence of this inductor increases slowly. But when the switch is turned off, this inductor has an energy that suddenly discharge on the switch, which is then controlled by a capacitor and discharged in capacitor. Then when the energy is discharge in capacitor, this capacitor is connected to the switch, which increases the voltage of the switch slowly and ZVS condition is stablished. Also the energy of leakage inductance in this state is discharged in that same capacitor which eliminates destructive effect of this inductor.A prototype of the proposed converter is implemented and tested in 60 W power. The experimental results verified theoretical analysis and shown that soft switching condition is established. Also 92% efficiency at full load is obtained, which shows the efficiency has increased. The current of the diodes in experimental results shows that when the diodes are turned off, ZCS condition is created, therefore reverse recovery problem of the diodes does not exist.Therefore, the proposed converter has high efficiency and simple structure, which is suitable to convert AC voltage to DC voltage for the devices power supply.
本文提出了一种结构简单、效率高的软开关反激变换器。该变换器的导通距离为零电流开关条件,关断距离为零电压开关条件。以最少的元件数量,为所有半导体器件创造了软开关条件,并获得了高效率。为了创建ZCS条件,使用了一个电感,当开关打开时,由于该电感的存在,电流缓慢增加。但是当开关关闭时,这个电感有能量突然在开关上放电,然后由电容器控制并在电容器中放电。当电容中的能量放电时,将该电容接在开关上,使开关的电压缓慢升高,达到ZVS状态。在这种状态下,漏电感的能量在同一电容器中放电,从而消除了电感的破坏性影响。本文在60w功率下实现了该变换器的原型并进行了测试。实验结果验证了理论分析的正确性,并证明了软开关条件的建立。满负荷时的效率达到92%,表明效率有所提高。实验结果表明,当二极管关断时,产生ZCS条件,因此不存在二极管的反向恢复问题。因此,该变换器效率高,结构简单,适用于将交流电压转换为直流电压,为器件供电。
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引用次数: 0
Part Two: Neural Network Controller for Hydrogen-CNG Powered Vehicle 第二部分:氢- cng动力汽车神经网络控制器
IF 0.6 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-12 DOI: 10.2174/2352096516666230512145824
A. Kale, Usman Kadri, Jayesh Kamble, Makarand Thorat, Pallippattu Vijayan, K. Badgujar, P. Kharade
The control system of the vehicle regulates parameters like fuel flow control, vehicle speed control, tracking, etcThe main objective of the paper is to monitor and determine an efficient, and automated control system for an H-CNG-powered vehicle. Using neural networks and machine learning, we would develop an algorithm for the controller to regulate the speed of the car with the help of variables involved during the runtime of the vehicle.Initially, Generating a dataset with the help of formulation and computation for training. Further, analysing different supervised machine learning algorithms and training the Artificial Neural Network (ANN) using the generated dataset to predict and track the gains of the H-CNG vehicle accurately.Analysis of the gains of the H-CNG vehicle are presented to understand the precision of the trained Neural Network.The final verdict of the paper is that the Neural Network is successful in tracking the gains of the H-CNG vehicle with the help of the dataset presented for training using the Random Forest Regression technique for machine learning.
车辆的控制系统调节诸如燃油流量控制、车速控制、跟踪等参数。本文的主要目的是监测和确定一种高效的、自动化的h - cng动力车辆控制系统。利用神经网络和机器学习,我们将为控制器开发一种算法,在车辆运行过程中涉及的变量的帮助下调节汽车的速度。首先,在公式和计算的帮助下生成数据集进行训练。此外,分析不同的监督机器学习算法,并使用生成的数据集训练人工神经网络(ANN),以准确预测和跟踪H-CNG车辆的增益。通过对H-CNG汽车的增益分析,了解训练后的神经网络的精度。本文的最终结论是,在使用随机森林回归技术进行机器学习的训练数据集的帮助下,神经网络成功地跟踪了H-CNG车辆的增益。
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Recent Advances in Electrical & Electronic Engineering
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