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IoT-Based Smart Energy Monitoring, Management, and Protection System for a Smart MicroGrid 基于物联网的智能微电网能源监测、管理和保护系统
Pub Date : 2024-01-18 DOI: 10.1109/ICPC2T60072.2024.10474733
Md. Ibne Joha, Md Minhazur Rahman, Md. Ibna Zubair
The electric power sector is making significant changes to the power grid in order to make the power supply more stable, meet rising demand, and optimize the use of distributed generators. The Internet of Things (IoT) and digital technologies are being used simultaneously in smart microgrids, a key strategy for future power grids. IoT -based smart energy monitoring and management systems are a type of technology that uses devices and software connected to the Internet to monitor, control, and manage the energy use of the micro grid. In this paper, IoT-based technology is used to create a smart energy monitoring, management, and protection system for a smart microgrid. The whole system can provide real-time monitoring, control, protection, and efficient management of the microgrid's energy resources, as well as ways to detect electric theft. Using wireless communication technology, the IoT platform can send and receive measured data from the control panel room. Once access permissions to the Blynk IoT cloud software for the ESP32 and ESP8266 modules for the system are set up, micro grid operators can simply monitor all electrical parameters and control relay modules of the control panel room, electric distribution poles, and energy meters using smartphones or personal computers at any-time from anywhere. So, the IoT-based smart energy monitoring, management, and control strategy presented in this research is set up to improve energy use efficiency, reduce energy costs, and improve grid stability through real-time monitoring, control, and protection systems.
电力部门正在对电网进行重大变革,以使电力供应更加稳定,满足不断增长的需求,并优化分布式发电机的使用。物联网(IoT)和数字技术正被同时应用于智能微电网,这是未来电网的一项关键战略。基于物联网的智能能源监测和管理系统是一种利用连接到互联网的设备和软件来监测、控制和管理微电网能源使用的技术。本文利用基于物联网的技术为智能微电网创建了一个智能能源监测、管理和保护系统。整个系统能对微电网的能源资源进行实时监测、控制、保护和有效管理,并能检测窃电行为。利用无线通信技术,物联网平台可以发送和接收来自控制面板室的测量数据。一旦为系统的 ESP32 和 ESP8266 模块设置了 Blynk 物联网云软件的访问权限,微电网操作人员就可以使用智能手机或个人电脑随时随地监控控制面板室、配电杆和电表的所有电气参数和继电器模块。因此,本研究提出的基于物联网的智能能源监测、管理和控制策略是通过实时监测、控制和保护系统来提高能源利用效率、降低能源成本和改善电网稳定性。
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引用次数: 0
Autoencoders for Compressed Transmission of Vehicular Data 用于压缩传输车载数据的自动编码器
Pub Date : 2024-01-18 DOI: 10.1109/ICPC2T60072.2024.10474994
George Eldho John, Rajesh G
V2V(vehicle-to-vehicle) communication has many applications with regard to intelligent transportation systems(ITS), accident prevention, traffic detection, etc. One of the major challenges in V2V communication is the data transmission in high mobility and bandwidth bottlenecks. CAM (cooperative awareness messages), messages are transmitted at a very high rate to update LDM (local dynamic map) to get better traffic awareness. CAM uses broadcast messaging. This could overload the communication network in a dense traffic scenario. In this paper, a data compression framework using the transmission of autoencoder(AE) models in vehicular sensor networks is proposed, where the comparable AE variants are analyzed. The accelerometer and gyrometer data have been used for analysis and the evaluation of the AE variants is performed. The simulation results show the superior performance of the denoising AE. Security is also a concern in transmitting sensor data to other vehicles. The proposed method adds an extra layer of security due to the transmission of AE models in the initialization phase.
V2V(车对车)通信在智能交通系统(ITS)、事故预防、交通检测等方面有许多应用。V2V 通信的主要挑战之一是高流动性和带宽瓶颈下的数据传输。CAM(合作感知信息),即以极高的速率传输信息以更新 LDM(本地动态地图),从而获得更好的交通感知。CAM 使用广播消息传递。在交通密集的情况下,这可能会使通信网络超载。本文提出了一种在车辆传感器网络中使用自动编码器(AE)模型传输的数据压缩框架,并对可比较的 AE 变体进行了分析。本文使用加速度计和陀螺仪数据进行分析,并对 AE 变体进行了评估。仿真结果表明去噪 AE 性能优越。在向其他车辆传输传感器数据时,安全性也是一个值得关注的问题。由于在初始化阶段传输 AE 模型,所提出的方法增加了一层额外的安全性。
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引用次数: 0
Performance Analysis of Solar Powered EV with Transformerless Buck-Boost Converter 采用无变压器降压-升压转换器的太阳能电动汽车性能分析
Pub Date : 2024-01-18 DOI: 10.1109/ICPC2T60072.2024.10475105
Arpana A R, Parvathy S
Electric vehicles (EVs) have become a popular trend in modern times due to their numerous benefits such as the use of renewable energy instead of conventional fuel. When designing the EV architecture, selecting the appropriate DC-DC converter topology is crucial. These converters are essential for matching input voltage with system requirements and controlling power flow. In this study, a high voltage gain Transformerless Buck-Boost converter was chosen for the EV system, which demonstrated high efficiency and minimal power loss. The source for the converter was obtained from solar panels and the MPPT controller was employed for converter control. The performance of the selected converter topology was compared with that of the conventional Buck-Boost converter and Boost converter because these two converters are mainly used in EV systems. The analysis showed that the transformer-less buck-boost converter[2] performed better than the conventional buck-boost converter. The simulation of these converters was carried out using MATLAB Simulink and the results were verified. In conclusion, the chosen converter topology offers improved performance and efficiency, making it a suitable choice for EV systems that use renewable energy sources.
电动汽车(EV)具有使用可再生能源代替传统燃料等诸多优点,已成为当代的流行趋势。在设计电动汽车架构时,选择合适的直流-直流转换器拓扑结构至关重要。这些转换器对于使输入电压与系统要求相匹配以及控制功率流至关重要。本研究为电动汽车系统选择了一种高电压增益无变压器降压-升压转换器,该转换器效率高,功率损耗小。转换器的电源来自太阳能电池板,转换器控制采用 MPPT 控制器。所选转换器拓扑结构的性能与传统降压-升压转换器和升压转换器的性能进行了比较,因为这两种转换器主要用于电动汽车系统。分析表明,无变压器降压-升压转换器[2]的性能优于传统的降压-升压转换器。使用 MATLAB Simulink 对这些转换器进行了仿真,结果得到了验证。总之,所选的转换器拓扑结构提高了性能和效率,适合使用可再生能源的电动汽车系统。
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引用次数: 0
Performance Improvement of EV Charger Using AI Based Controllers 利用基于人工智能的控制器提高电动汽车充电器的性能
Pub Date : 2024-01-18 DOI: 10.1109/ICPC2T60072.2024.10474658
Divya S, P. G. Latha
The rapidly growing demand of electric vehicle(EV) has a detrimental impact on power quality of the utility distribution grid. The choice of EV battery charger design is crucial in reducing power quality issues. Conventional diode bridge rectifier(DBR) based converters introduce significant harmonics which also adversely affects the battery life. A DBR interfaced with a zeta converter can reduce the power supply distortions and improve the input power factor during battery charging. PI controllers are comprehensively applied in battery chargers; nevertheless, their performance tends to suffer under system dynamics. The diversity of electric vehicles (EVs) and the dynamic changes in battery operating conditions introduce numerous uncertainties, making an artificial intelligence (AI) based controller a preferable choice for EV charging applications. The performance of an isolated zeta converter with PI, fuzzy logic and Artificial Neural Network(ANN) based controllers is tested in MATLAB/Simulink environment under different operating conditions. Analysis of the results clearly indicates that AI based controllers are not only effective in reducing harmonics but also in ensuring improved performance under both steady-state and dynamic conditions.
电动汽车(EV)需求的快速增长对公用配电网的电能质量产生了不利影响。电动汽车电池充电器设计的选择对于减少电能质量问题至关重要。传统的二极管桥式整流器(DBR)转换器会引入大量谐波,对电池寿命产生不利影响。与zeta转换器连接的二极管桥整流器可减少电源失真,提高电池充电时的输入功率因数。PI 控制器已被广泛应用于电池充电器中,但在系统动态条件下,其性能往往会受到影响。电动汽车(EV)的多样性和电池工作条件的动态变化带来了许多不确定性,这使得基于人工智能(AI)的控制器成为电动汽车充电应用的首选。采用基于 PI、模糊逻辑和人工神经网络(ANN)的控制器,在 MATLAB/Simulink 环境中测试了隔离式 Zeta 转换器在不同工作条件下的性能。结果分析清楚地表明,基于人工智能的控制器不仅能有效减少谐波,还能确保在稳态和动态条件下提高性能。
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引用次数: 0
Performance Comparison of Routing Techniques using Sink Mobility Models for IoT assisted WSN 针对物联网辅助 WSN 使用 Sink 移动模型的路由技术性能比较
Pub Date : 2024-01-18 DOI: 10.1109/ICPC2T60072.2024.10475067
Akshika Jain, Gunjan, Ajay K Sharma
Improving network lifetime with energy-efficient utilization is the main aim of Wireless Sensor Networks (WSNs) design. Sink mobility is an effective strategy for increasing performance in WSNs, such as easing traffic stress from sensor nodes. WSN routing protocols are categorized into distinct groups depending on their network topology and suitability. In this research article, we have analyzed the performance of various WSN routing protocols such as DIRECT, LEACH, PEGASIS, MR-LEACH, and EEUCLC under the following mobile sink locations. We assumed three sink positions for static sink scenarios: center, corner, and outside the Region of Interest (RoI). Random, grid, spiral, and Gaussian models have been used for the mobile sink. For a large-scale WSN, multi-hopping and unequal clustering is an effective mechanisms for improving the network performance. However, to further improve the efficiency, sink mobility is an efficient method for enhancing the execution of WSNs as it avoids creating energy holes/hot spots by avoiding long-distance transmissions in those areas. It is found through our simulation that by using random and deterministic mobility patterns, energy efficiency improves by 7%-10%.
以节能方式提高网络寿命是无线传感器网络(WSN)设计的主要目标。Sink 移动是提高 WSN 性能的有效策略,如减轻传感器节点的流量压力。根据网络拓扑和适用性,WSN 路由协议可分为不同的组别。在这篇研究文章中,我们分析了 DIRECT、LEACH、PEGASIS、MR-LEACH 和 EEUCLC 等各种 WSN 路由协议在以下移动水槽位置下的性能。我们为静态水槽场景假设了三种水槽位置:中心、角落和兴趣区域(RoI)外。移动汇使用了随机模型、网格模型、螺旋模型和高斯模型。对于大规模 WSN,多跳和不等聚类是提高网络性能的有效机制。然而,为了进一步提高效率,水槽移动是提高 WSN 执行力的有效方法,因为它可以避免在这些区域进行长距离传输,从而避免产生能量漏洞/热点。我们通过模拟发现,通过使用随机和确定性移动模式,能源效率提高了 7%-10%。
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引用次数: 0
Fuzzy C-Means Clustering Approach for Green IoT in Smart Cities 用于智慧城市绿色物联网的模糊 C-Means 聚类方法
Pub Date : 2024-01-18 DOI: 10.1109/icpc2t60072.2024.10474897
A. A. Hussein, H. Abdulrazzak
Cluster-based routing or Hierarchical is a widely recognized approach with particular benefits in terms of scalability and communication efficiency. In Wireless Sensor Networks supported $IoT$, the utilization of clustered routing is a cost-effective method of data collection and transmission, where nodes with the most energy remaining can be utilized to collect and transmit data. This paper proposed a soft Fuzzy C-Means Dynamic Clustering (FCM-DC) Approach. A new Cluster Head (CH) selection technique was presented also. The proposed model was compared with an existing cluster based routing protocol, LEACH protocol, and LEACH-C protocol. The proposed FCM-DC model reduce the packet delay about 16% in 50 nodes scenario and 86% in 100 nodes scenario compared with LEACH.
基于集群的路由或分层路由是一种广受认可的方法,在可扩展性和通信效率方面具有特殊优势。在支持物联网的无线传感器网络中,利用集群路由是一种经济高效的数据收集和传输方法,可以利用剩余能量最多的节点收集和传输数据。本文提出了一种软模糊 C-Means 动态聚类(FCM-DC)方法。同时还提出了一种新的簇头(CH)选择技术。将所提出的模型与现有的基于簇的路由协议、LEACH 协议和 LEACH-C 协议进行了比较。与 LEACH 相比,拟议的 FCM-DC 模型在 50 个节点的情况下减少了约 16% 的数据包延迟,在 100 个节点的情况下减少了 86%。
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引用次数: 0
Protection Coordination Impact on Reliability of Distribution Systems With Distributed Energy Resources 保护协调对分布式能源资源配电系统可靠性的影响
Pub Date : 2024-01-18 DOI: 10.1109/ICPC2T60072.2024.10475112
Rani Kumari, B. K. Naick
The effectiveness and reliability of a power distribution system hinge on the establishment and maintenance of efficient coordination between protective relays. Alongside the prevention of unwarranted overloads, inadequate coordination among relays may lead to an increased likelihood of revealing concealed failures within crucial components of the protection system, like Circuit Breakers. To assess the potential degradation of system reliability due to protection system malfunctions, this study proposes the utilization of a Markov model (MM) in combination with a Monte Carlo simulation (MCS) algorithm. Furthermore, the study also addresses the impact of the protective equipment mis-coordination on the concealed failure of protection systems. Subsequently, using a modified Canadian benchmark distribution system, the study computes the reliability indices of System Average Interruption Duration Index (SAIDI) and Expected Energy Not Supplied (EENS) for three distinct scenarios characterized by varying relay settings and protection coordination. The findings are subsequently presented to demonstrate how miscoordination of protection systems within the distribution network can affect the overall system reliability.
配电系统的有效性和可靠性取决于保护继电器之间有效协调的建立和维护。在防止不必要的过载的同时,继电器之间协调不足可能会导致保护系统的关键部件(如断路器)暴露出隐蔽故障的可能性增加。为了评估保护系统故障可能导致的系统可靠性下降,本研究建议使用马尔可夫模型 (MM) 结合蒙特卡罗模拟 (MCS) 算法。此外,本研究还探讨了保护设备协调不当对保护系统隐蔽故障的影响。随后,该研究使用修改后的加拿大基准配电系统,针对继电器设置和保护协调不同的三种不同情况,计算了系统平均中断持续时间指数 (SAIDI) 和预期未供应能量 (EENS) 的可靠性指数。研究结果随后将展示配电网络中保护系统的不协调如何影响整个系统的可靠性。
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引用次数: 0
Forward LC - Reverse LCC Bidirectional Resonant Converter for Buck and Boost Operation 用于降压和升压操作的正向 LC - 反向 LCC 双向谐振转换器
Pub Date : 2024-01-18 DOI: 10.1109/ICPC2T60072.2024.10474726
Piyush Gajbhiye, P. Chaturvedi
This paper provides detailed design and implementation of bidirectional dc/dc converter in continuous conduction mode using two full bridge circuits separated by LC-LCC resonant tank in forward buck and reverse boost mode respectively. AC equivalent circuit analysis method using first harmonic approximation is used for analysis. Soft switching of all switches is achieved which helps in improving the efficiency of the converter. Bidirectional power flow is achieved using phase angle control method. The analysis is verified using computer simulation results in MATLAB software.
本文详细介绍了连续导通模式下双向直流/直流转换器的设计与实现,该转换器采用两个全桥电路,由 LC-LCC 谐振槽分隔,分别采用正向降压和反向升压模式。分析中使用了交流等效电路分析方法,并采用了一次谐波近似法。所有开关都实现了软开关,这有助于提高转换器的效率。利用相位角控制方法实现了双向功率流。分析结果通过 MATLAB 软件中的计算机仿真结果进行了验证。
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引用次数: 0
Model Predictive Control for Nine Phase Induction Motor 九相感应电机的模型预测控制
Pub Date : 2024-01-18 DOI: 10.1109/icpc2t60072.2024.10474940
Amit Kumar Singh, Himani Dewangan, Sonti Venu, Sachin Jain
Using electric motors with a phase greater than three present some advantages over conventional three phase machines: higher reliability, reduced power per phase, increased torque density, and reduced torque pulsations. A nine-phase inverter implies 512 switching vectors in each one of its four harmonic planes. Recently, model predictive control (MPC) has attracted a wide attention in area of power converters and drives due to its various advantages like that of several control targets, variables and constraints can be included in single cost function and simultaneously controlled. Consequently, in this article performance of model predictive control is studied within the context of a nine-phase system. The motor is driven by a nine-phase power supply system, which means it has nine distinct windings or phases instead of the typical three in a three-phase system. This allows for more precise control of the motor's torque and speed, as well as better performance in terms of torque ripple reduction and efficiency. This article explores the principles and advantages of nine-phase MPC, particularly in applications such as robotics, electric vehicles, and industrial automation where high precision and dynamic performance are crucial.
与传统的三相电机相比,相位大于三相的电机具有一些优势:可靠性更高、每相功率更小、转矩密度更大、转矩脉动更小。一个九相逆变器意味着在其四个谐波平面中的每个平面上都有 512 个开关矢量。近来,模型预测控制(MPC)在功率变流器和驱动器领域引起了广泛关注,因为它具有多种优势,例如可以将多个控制目标、变量和约束条件包含在单个成本函数中,并同时进行控制。因此,本文以一个九相系统为背景,对模型预测控制的性能进行了研究。电机由九相供电系统驱动,这意味着它有九个不同的绕组或相位,而不是三相系统中的典型三相。这样可以更精确地控制电机的转矩和速度,并在降低转矩纹波和提高效率方面有更好的表现。本文将探讨九相 MPC 的原理和优势,尤其是在机器人、电动汽车和工业自动化等对高精度和动态性能要求极高的应用领域。
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引用次数: 0
Voltage Stability Enhancement for EV Stations: An Optimal Mechanism Utilizing a Smart Solar Inverter 增强电动汽车站的电压稳定性:利用智能太阳能逆变器的最佳机制
Pub Date : 2024-01-18 DOI: 10.1109/icpc2t60072.2024.10474694
Md Ashraful Alam, Meharajul Kabir, Mayur Basu, Ahmed Saber
The rapid growth of Electric Vehicle (EV) charging stations has raised concerns about their impact on grid stability. This paper presents a study on integrating PV Systems with smart inverters in EV charging stations to enhance grid stability and energy efficiency. Two scenarios are analyzed: one without smart inverters and one with their integration. In the absence of smart inverters, charging events are poorly aligned with energy supply, resulting in voltage fluctuations, grid instability, and higher operational costs. However, the introduction of smart inverters significantly improves the situation. It optimizes charging operations, reduces energy waste, enhances grid stability, and minimizes voltage fluctuations. The proposed system's model and mechanism are comprehensively analyzed using the ETAP platform. This research underscores the vital role of smart inverters in promoting eco-friendly charging and improving overall grid stability in the context of EV charging stations.
电动汽车(EV)充电站的快速增长引发了人们对其对电网稳定性影响的担忧。本文介绍了一项关于将光伏系统与智能逆变器集成到电动汽车充电站中以提高电网稳定性和能源效率的研究。本文分析了两种情况:一种是没有智能逆变器,另一种是集成了智能逆变器。在没有智能逆变器的情况下,充电事件与能源供应不匹配,导致电压波动、电网不稳定和运营成本增加。然而,智能逆变器的引入大大改善了这一状况。它优化了充电操作,减少了能源浪费,提高了电网稳定性,并将电压波动降至最低。本研究利用 ETAP 平台对拟议系统的模型和机制进行了全面分析。这项研究强调了智能逆变器在电动汽车充电站促进环保充电和提高整体电网稳定性方面的重要作用。
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引用次数: 2
期刊
2024 Third International Conference on Power, Control and Computing Technologies (ICPC2T)
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