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2023 International Conference on Emerging Power Technologies (ICEPT)最新文献

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Data driven approach for power system state estimation with consideration of multi-level noise 考虑多级噪声的电力系统状态估计数据驱动方法
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152346
S. Shaikh, M. M. Aman, Usman Ahmed
State estimation is vital tool in observing electrical power system. It is always important to know the operating state of the system with accuracy and less computational efforts. This paper presents a novel data driven approach to perform state estimation of power transmission system using deep neural networks (DNN). The network is trained offline using dataset prepared by generating multiple loading scenarios through programming. The proposed method is evaluated using IEEE 14 bus system with variable Gaussian measurement error at different load buses.
状态估计是观测电力系统的重要工具。准确地了解系统的运行状态和减少计算量总是很重要的。提出了一种利用深度神经网络进行输电系统状态估计的数据驱动方法。通过编程生成多个加载场景,使用数据集对网络进行离线训练。采用IEEE 14总线系统对不同负载总线的高斯测量误差进行了评价。
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引用次数: 0
Design of Double Closed-Loop Boost Converter Controller to Reduce Transient Voltage Dip for Sudden Load Connection 双闭环升压变换器控制器的设计以减小负载突然连接的瞬态电压下降
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152449
M. Ishaq, Muhammad Waqar, M. Afzal
The paper presents a double closed-loop boost converter controller. For regulating output voltage of the boost converter a capacitor, a power switch, and a diode are used. The traditional buck-boost converter has a simple design that achieves high efficiency. Simulink is used to simulate a double closed-loop controller in this manuscript. A double loop is made up of an inner and an outer loop. The outer loop supplies the controller with boost output voltage, while the inner loop supplies the controller with inductor current. The sliding mode controller is regulated by inner loop, whereas the PI controller is regulated by its outer loop. The suggested system is capable of high-voltage photovoltaic applications by using inductors and low-voltage semiconductor devices. The dual closed-loop controller contributes to the achievement of a stable DC output voltage. The converter is capable of producing a broad range of noninverting output voltages. The proposed converter surpasses traditional models in terms of efficiency, voltage gain, ripple content, and dynamic responsiveness. This closed-loop system is durable and dependable, with constant transients and output voltage.
提出了一种双闭环升压变换器控制器。为了调节升压变换器的输出电压,使用了电容器、电源开关和二极管。传统的降压-升压变换器设计简单,效率高。本文采用Simulink对双闭环控制器进行仿真。双环由一个内环和一个外环组成。外环为控制器提供升压输出电压,内环为控制器提供电感电流。滑模控制器由内环调节,PI控制器由外环调节。所建议的系统能够通过使用电感和低压半导体器件实现高压光伏应用。双闭环控制器有助于实现稳定的直流输出电压。该变换器能够产生宽范围的非反相输出电压。所提出的变换器在效率、电压增益、纹波含量和动态响应性方面优于传统模型。该闭环系统具有稳定的瞬态和输出电压,耐用可靠。
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引用次数: 0
Emission Constrained Generation Expansion Planning considering Site-dependent Renewable Energy Sources of Pakistan 考虑现场依赖可再生能源的巴基斯坦排放约束发电扩张规划
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152338
Abdul Haseeb, M. M. Ashraf, A. Arshad
The electric power industry has placed a high priority on reducing carbon emissions to mitigate their negative impact on the environment and to promote cost-effectiveness. To achieve this goal, the industry is increasingly integrating renewable energy sources, such as solar and wind power, into its expansion planning. However, the effectiveness of these sources varies considerably depending on the location. To minimize carbon emissions and costs, a study was conducted to develop a framework to solve the emission-constrained generation expansion problem using the GAMS optimization tool. This model incorporated a site dependent exploration of renewable energy sources, specifically solar and wind power potential of Pakistan. The study compared the carbon emission results with the base case that did not consider the site dependent Renewable Energy Sources and found that incorporating site-specific Renewable Energy Sources significantly reduced carbon emissions. The research highlights the importance of site-specific selection of renewable energy sources to ensure efficient deployment of renewable energy sources across different locations. It also provides valuable insights into the potential of renewable energy sources to reduce carbon emissions in the electrical power industry. By prioritizing site-specific renewable energy sources, power system planners can effectively incorporate renewable energy sources into their expansion plans to reduce carbon emissions. Exploring Pakistan's renewable potential, as recommended by this study, can reduce the country's reliance on imported fossil fuels for energy generation.
电力行业高度重视减少碳排放,以减轻其对环境的负面影响,并提高成本效益。为了实现这一目标,该行业越来越多地将太阳能和风能等可再生能源纳入其扩张计划。然而,这些辐射源的有效性因地点而异。为了最大限度地减少碳排放和成本,研究了利用GAMS优化工具开发一个框架来解决排放约束下的发电扩展问题。该模式结合了对巴基斯坦可再生能源,特别是太阳能和风能潜力的现场勘探。该研究将碳排放结果与不考虑地点相关可再生能源的基本情况进行了比较,发现纳入特定地点的可再生能源显著减少了碳排放。该研究强调了根据具体地点选择可再生能源的重要性,以确保可再生能源在不同地点的有效部署。它还为可再生能源在减少电力行业碳排放方面的潜力提供了宝贵的见解。通过优先考虑特定地点的可再生能源,电力系统规划者可以有效地将可再生能源纳入其扩展计划,以减少碳排放。正如本研究建议的那样,探索巴基斯坦的可再生能源潜力,可以减少该国对进口化石燃料发电的依赖。
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引用次数: 0
Fault Detection & Classification in 230 kV Transmission Networks Using Hybrid-filtering Approach 基于混合滤波方法的230 kV输电网故障检测与分类
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152376
M. Jamil, Kahif Imran, F. Mumtaz, Maliha Shah
Renewable energy integration in transmission networks is more common due to environmental and economical benefits. However, fault detection is a significant subject in such renewable energy-based transmission networks (REBTNs). Furthermore, power transmission lines account for 85 to 87% of all power network faults. The presented research paper proposes an efficient method for detecting and classifying different types of faults on 230-kV REBTNs. Initially, the Adaptive Kalman Filter (AKF) is implemented on the measured 3-Phase current signal for the state estimation of nonfundamental features. Then, the low pass filtering and square law approach is employed for examining the features of the current signal from considered buses. Secondly, the sum of squared current-based fault detection (SSCBFD) and squared current-based fault classification (SCBFC) indices are generated. Then, in case of any faulty condition, considerable variation will be experienced in the SSCBFD and SCBFC indices. A modified IEEE-9 bus test system with a renewable solar energy source is analysed using Matlab/Simulink to determine the efficiency of the suggested methodology. Moreover, the suggested method detects and classifies all kinds of solid and high impedance faults (HIF) successfully and timely.
由于环境和经济效益,可再生能源在输电网中的整合更为普遍。然而,故障检测是基于可再生能源的输电网络中的一个重要课题。此外,输电线路故障占全部电网故障的85 ~ 87%。本文提出了一种用于230 kv rebtn不同类型故障检测和分类的有效方法。首先,对测量的3相电流信号进行自适应卡尔曼滤波(AKF),用于非基态特征的状态估计。然后,采用低通滤波和平方律方法来检查所考虑的母线电流信号的特征。其次,生成基于平方电流的故障检测(SSCBFD)和基于平方电流的故障分类(SCBFC)指标之和;然后,如果出现故障,SSCBFD和SCBFC指标将出现较大的变化。利用Matlab/Simulink对一个可再生太阳能源改进的IEEE-9总线测试系统进行了分析,以确定所建议方法的效率。此外,该方法还能及时有效地对各种固体和高阻抗故障进行检测和分类。
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引用次数: 0
IoT & ML-Based Parameter Monitoring of 3-φ Induction Motors for Industrial Application 基于物联网和机器学习的工业用3-φ感应电机参数监测
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152450
Zohair Ahmed Shehzad, Mubeen Ahmad Shaikh, Muhammad Ariz, M. Zakariya, Afaq Hussain
The effective monitoring and control of numerous industrial processes have been made possible by the integration of the Internet of Things (IoT) with machine learning. The IoT and machine learning approaches are used in this research study to provide a unique method for monitoring the parameters of a three-phase induction motor. The suggested system makes use of a variety of sensors to keep track of crucial variables including temperature, humidity, vibration, voltage, and current. The collected data is subsequently transmitted to a cloud-based platform for machine learning algorithm analysis. The study's findings are utilized to forecast the motor's faults and unusual behavior, allowing for the application of corrective and predictive maintenance before any severe damage occurs. The proposed system is appropriate for numerous industrial applications since it is made to be economical and simple to install. The experimental findings indicate that the proposed framework can reliably forecast motor faults, making it a useful tool for industrial motor monitoring and control.
通过将物联网(IoT)与机器学习相结合,可以对许多工业过程进行有效的监测和控制。本研究使用物联网和机器学习方法,为监测三相感应电动机的参数提供了一种独特的方法。建议的系统利用各种传感器来跟踪关键变量,包括温度、湿度、振动、电压和电流。收集到的数据随后被传输到基于云的平台进行机器学习算法分析。该研究结果可用于预测电机的故障和异常行为,从而在任何严重损坏发生之前进行纠正和预测性维护。所提出的系统适用于许多工业应用,因为它是经济和简单的安装。实验结果表明,该框架能够可靠地预测电机故障,为工业电机监测和控制提供了一种有用的工具。
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引用次数: 0
Design and Experimental Verification of a Laser Engraving Machine 激光雕刻机的设计与实验验证
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152428
Malik Shahaan Khalid, Syed Muhammad Jaleed, Arslan Zafar, Sohaib Ali Khan, Hafiz Zia Ur Rehman, Z. Khan
This paper aims to develop a low-cost laser engraving machine. Materials like plastics, acrylic, glass, wood, cardboard, and leather have been used to engrave desired inputs. It have been found that this laser engraving process has a higher precision and accuracy as compared to traditional embellishing and embossing. The laser beam acquires thermal energy, which emerges from the machine and engraves the material. CREO 2.0 software is used for the 3D modeling and simulation of the machine. Arduino and different controller boards are tried and used in assembling the machine in less time. Different dependency and dimensional tests are conducted in order to validate the machine. The results are found to be satisfactory in terms of quality and cost. The final assembly is experimentally verified which is based on a 2D gantry that is mounted with a laser LED payload for laser engraving on various compatible materials.
本文旨在研制一种低成本的激光雕刻机。塑料、丙烯酸、玻璃、木材、纸板和皮革等材料已被用于雕刻所需的输入。研究发现,这种激光雕刻工艺与传统的点缀和压纹工艺相比,具有更高的精度和精度。激光束获得热能,从机器中产生并雕刻材料。采用CREO 2.0软件对机床进行三维建模和仿真。为了在更短的时间内组装机器,尝试了Arduino和不同的控制器板。为了验证机器,进行了不同的依赖关系和尺寸测试。结果在质量和成本方面令人满意。最后的组装经过实验验证,该组装基于一个2D龙门架,该龙门架安装有激光LED有效载荷,用于在各种兼容材料上进行激光雕刻。
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引用次数: 0
Comparative Analysis of Two-Level and Multilevel CHB Topologies for EV Drivetrain 电动汽车动力传动系统两级和多级CHB拓扑结构的比较分析
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152403
Akhtar Ali, H. Khalid
The climate change and scarcity of fossil fuel resources has resulted in the shift of automotive industry towards an environment friendly and sustainable solution, i.e. electric vehicle (EV). The DC-AC inverter is one of the main building blocks of EV power train. Selection of an appropriate inverter topology leads to optimal performance, cost effectiveness and reliable operation of the whole power train. This paper compares four inverter topologies for EV applications, including the widely used two-level inverter (TLI) based on IGBTs, technologically advanced SiC MOSFET based TLI, and five and seven-level Cascaded H-Bridge (CHB) inverters. While IGBT -based TLIs are simple, cost-effective, and easy to control, they suffer from high harmonic distortion and losses. Recent research has focused on using SiC MOSFETs in TLIs to improve power density and efficiency. CHB inverters have also emerged as a promising alternative to TLIs, offering better power quality, lower voltage stress, scalability, and fault tolerance capabilities. The comparison in this work is based on losses, cost, and thermal analysis using PLECS software for simulations. Based on the results, it is concluded that the CHB five-level inverter topology is a superior choice for EV powertrains, offering better thermal behavior, reduced total harmonic distortion (THD), and lower losses.
气候变化和化石燃料资源的稀缺导致汽车行业转向环保和可持续的解决方案,即电动汽车(EV)。直流-交流逆变器是电动汽车动力系统的主要组成部分之一。选择合适的逆变器拓扑结构可以实现最佳性能、成本效益和整个动力系统的可靠运行。本文比较了四种用于电动汽车应用的逆变器拓扑,包括广泛使用的基于igbt的两电平逆变器(TLI),技术先进的基于SiC MOSFET的TLI,以及五电平和七电平级联h桥(CHB)逆变器。虽然基于IGBT的tli结构简单,成本效益高,易于控制,但它们具有高谐波失真和损耗。最近的研究主要集中在使用SiC mosfet在tli中,以提高功率密度和效率。CHB逆变器也成为tli的一个有前途的替代品,提供更好的电能质量,更低的电压应力,可扩展性和容错能力。这项工作的比较是基于损耗、成本和热分析,使用PLECS软件进行模拟。结果表明,CHB五电平逆变器拓扑结构具有更好的热性能、更低的总谐波失真(THD)和更低的损耗,是电动汽车动力系统的最佳选择。
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引用次数: 0
What is Stopping EVs? A Different Approach to Analyze the Challenges 什么是停止电动汽车?用不同的方法分析挑战
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152321
Farhan H. Malik, Z. Haider, Saqib Ali, S. Akram, Mohammad Khalid, S. Dagher
Global warming, depletion of fossil fuels and energy crisis has been the most debated and researched global challenges of the past few decades and more so from the beginning of the 21st century. One solution that apparently seems to answer our world's biggest challenges is the adoption and penetration of electric vehicles in both private and public transport. Though there has been a steady rise in the use of electric vehicles, yet the estimated targets of electric vehicles in the market share have failed to be met. At the current rate of adoption of EVs, it is not far-fetched to say that it might be too late to make an impact if rigorous efforts are not adopted to promote and incorporate EVs into the system. In this paper, we take a look at some of the issues that are largely preventing consumers from switching toward zero-emission cars.
全球变暖、化石燃料枯竭和能源危机是过去几十年乃至21世纪初以来争论和研究最多的全球性挑战。显然,有一个解决方案似乎可以解决我们这个世界面临的最大挑战,那就是在私人和公共交通中采用和普及电动汽车。尽管电动汽车的使用量稳步上升,但电动汽车在市场份额上的预期目标并没有达到。按照目前电动汽车的普及速度,如果不采取严格的措施来推广电动汽车并将其纳入系统,那么可能为时已晚,这一点并不牵强。在这篇文章中,我们来看看在很大程度上阻碍消费者转向零排放汽车的一些问题。
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引用次数: 0
A Novel Machine Learning-Based Power Trading Algorithm (MLPTA) for Demand Side Management (DSM) 一种新的基于机器学习的电力交易算法(MLPTA)用于需求侧管理
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152394
Y. Ali
Prosumers are those type of consumers that consume as well as produce the electrical energy. The recent research work is focused on finding more optimal solutions to the power trading scenarios in smart grid. Machine Learning Algorithms provide best solution to such power trading scenarios. In this research work, we develop a Machine Learning-Based Power Trading Algorithm (MLPTA) for an efficient prosumers-based smart grid.
产消者是那些既消费又生产电能的消费者。近年来的研究工作主要集中在寻找智能电网中电力交易场景的更优解决方案。机器学习算法为此类电力交易场景提供了最佳解决方案。在这项研究工作中,我们开发了一种基于机器学习的电力交易算法(MLPTA),用于高效的基于产消的智能电网。
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引用次数: 0
Development and Deployment of Programmable Logic Controller-Based Switched Capacitor Banks to Enhance Power Factor of Three-Phase Induction Motors 基于可编程逻辑控制器的开关电容组的开发与部署以提高三相感应电动机的功率因数
Pub Date : 2023-05-06 DOI: 10.1109/ICEPT58859.2023.10152354
Amir Hamza, Mohammad Hamza, M. Awais, Faiza Ahmad, Zahid Rehman
In industries, three-phase inductive loads such as induction motors are widely used due to their low cost, easy maintenance, reliability, and robustness. Due to inductive loads, the power factor is reduced which results in the wastage of power, high billing costs, and penalties from electric power supply companies. In order to resolve this issue, a system has been designed for the power factor improvement of three-phase loads using the programmable logic controller (PLC) which will definitely minimize the operation cost of the plant, and also the demand for electricity supply on utility side will be reduced. The system is implemented by a combination of Hardware and software. The software consists of PLC programming whereas hardware consists of power and control circuits along with the protective devices. The programming of PLC is logic based which controls step by step sequence of operations. When the inductive load adds to the system, PLC will read the signal as an input from the contactor coil of the magnetic contactor connected with the motor and will send the signal as an output to the corresponding contactor coil of the magnetic contactor to switch the appropriate capacitor bank in order to improve the power factor. The experimental results for seven different cases utilized by different combinations of loads, without and with the use of the developed system have been discussed in this paper. So, from the perspective of energy management, we have always a need to improve the power factor of the Load. Due to many industrial control applications, the PLC is used as a power factor controller (PFC).
在工业中,三相感应负载,如感应电动机,由于其成本低,易于维护,可靠性和鲁棒性被广泛使用。由于电感负载的存在,功率因数降低,从而导致电力浪费、高昂的账单成本和电力供应公司的罚款。为了解决这一问题,设计了一种采用可编程逻辑控制器(PLC)对三相负载进行功率因数改进的系统,这将使电厂的运行成本降到最低,也将减少公用事业侧的电力供应需求。该系统采用硬件和软件相结合的方式实现。软件由PLC编程组成,而硬件由电源和控制电路以及保护装置组成。PLC的编程是基于逻辑的,它控制逐级顺序的操作。当系统增加感性负载时,PLC将从与电机相连的磁接触器的接触器线圈读取信号作为输入,并将信号作为输出发送到磁接触器的相应接触器线圈,以切换相应的电容器组,以提高功率因数。本文讨论了在不使用和使用所开发的系统的情况下,不同负载组合下七种不同情况下的试验结果。所以,从能源管理的角度来看,我们一直需要提高负载的功率因数。由于许多工业控制应用,PLC被用作功率因数控制器(PFC)。
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引用次数: 0
期刊
2023 International Conference on Emerging Power Technologies (ICEPT)
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