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2022 IEEE Industry Applications Society Annual Meeting (IAS)最新文献

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Modeling and Performance Analysis of Redox-Flow Battery Unit for Large-Scale Hybrid Renewable Energy Systems 大型混合可再生能源系统氧化还原液流电池单元建模与性能分析
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9939893
I. K. Amin, Md. Nahid Islam, Azam Jaman, Md. Kabir Hasan, Muslima Akter Bithi, M. Uddin
As the demand of electric power generation has increased vastly across the world, the requirement of upgraded schemes for efficient power extraction and bulky storage has burgeoned tantamountly. To adopt the randomness and best uti-lization of the renewable energy sources, power profile prediction and energy management of large-scale solar and wind farms are major concerns for grid operators. A bulk efficient energy storage system may eliminate the issues related to unpredictability of sustainable power sources. Mostly conventional deep cycle lead-acid battery banks are utilized to meet massive storage requirement in solar and wind farms. However, the high cost, extensive maintenance, requirement of extra space and relatively short lifetime are the major shortcomings of lead-acid batteries. On the other hand, the development of Vanadium Redox-flow battery (VRFB) makes it possible to be utilized for large-scale storage because of its viable chemical composition, compact energy density and long lifecycle. In this paper, a multiphysics model of a 8 MW-h Vanadium redox-flow battery is developed for large-scale storage. The features of the VRFB have been analyzed for variation of its key parameters. To observe the effectiveness of the proposed model, a 3 MW grid-connected hybrid renewable power system consisting of photovoltaic (PV) panels and wind turbines is simulated with proposed storage unit. The battery framework is designed in COMSOL Multiphysics platform and dynamic simulations are performed in MATLAB/Simulink en-vironment. The results show that the proposed model exhibits compatible performance in managing the energy flow from the hybrid sources towards the load by maintaining the real power demanded by the grid operator.
随着世界范围内发电需求的急剧增长,对高效抽电和大容量储能的升级方案的需求也不断增长。为了充分利用可再生能源的随机性和最佳利用率,大型太阳能和风力发电场的电力分布预测和能源管理是电网运营商关注的主要问题。大容量高效储能系统可以消除与可持续能源不可预测性相关的问题。传统的深循环铅酸蓄电池组大多用于满足太阳能和风力发电场的大规模存储需求。然而,铅酸电池的主要缺点是成本高,维护量大,需要额外的空间和相对较短的寿命。另一方面,钒氧化还原液流电池(VRFB)的发展使其具有可行的化学成分、紧凑的能量密度和较长的生命周期,可以用于大规模存储。本文建立了8mw -h钒液流电池的多物理场模型。分析了VRFB的特点,分析了其关键参数的变化。为了观察所提模型的有效性,以一个由光伏板和风力发电机组成的3mw并网混合可再生能源发电系统为例,对所提存储单元进行了仿真。在COMSOL Multiphysics平台上设计了电池框架,并在MATLAB/Simulink环境下进行了动态仿真。结果表明,该模型在保持电网运营商实际用电需求的前提下,在管理混合电源向负荷的能量流方面具有良好的兼容性。
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引用次数: 0
Study on Installation of Neutral Ground Resistance in Very Small Power Plant Transformer 小型发电厂变压器中性点接地电阻的安装研究
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9939721
P. Chiradeja, C. Pothisarn, Panu Srisuksai, Suntiti Yoomak, A. Ngaopitakkul, Natthanon Phannil
Faults in the distribution system of the Thai electrical system occur frequently. Such faults directly affect the protective equipment of the distribution system. The protective device disconnects the circuit unnecessarily on many occasions because it detects a higher current than expected. In this study, a 22-kV distribution system and a very small power plant (VSPP) were connected. The system consists of two feeders. Feeder 1 supplies electricity directly to the load; a fault was enforced in this feeder. Feeder 2 supplies electricity directly to the load; the VSPP was connected to this feeder. The fault in Feeder 1 was simulated, and the behavior of the defense system was studied. Unnecessary disconnection of the VSPP circuit took place because the high fault current caused the overcurrent protection relay to operate instantaneously. Therefore, a neutral ground resistance was installed at the VSPP transformer to reduce the fault current, extend the relay operating time to the delay range, and reduce unnecessary disconnections of the overcurrent protection relay of the VSPP. In addition, when a fault occurs in the distribution system, the faulted phase voltage decreases, whereas the non-faulted phase voltage increases. Surge arresters and voltage transformers must be able to withstand an increase in voltage. This is also explained and discussed in this paper.
泰国电力系统配电系统故障频繁。此类故障直接影响配电系统的保护设备。在许多情况下,保护装置会因为检测到比预期更高的电流而不必要地断开电路。在本研究中,连接了一个22kv配电系统和一个非常小的发电厂(VSPP)。该系统由两条馈线组成。馈线1直接向负载供电;这台馈线出现了故障。馈线2直接向负载供电;VSPP连接到这个馈线。对馈线1的故障进行了仿真,研究了防御系统的行为。由于故障电流过大导致过流保护继电器瞬间动作,导致VSPP电路不必要的断开。因此,在VSPP变压器处安装中性点接地电阻,以减小故障电流,将继电器动作时间延长到延时范围,减少VSPP过流保护继电器不必要的断开。此外,当配电系统发生故障时,故障相电压降低,而非故障相电压升高。避雷器和电压互感器必须能够承受电压的升高。本文也对此进行了说明和讨论。
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引用次数: 0
Modelling of PDIV evolution over time under multiple ageing factors for insulation of inverter-fed electrical machines 逆变电机绝缘在多种老化因素下PDIV随时间演变的建模
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9939736
Paweł Pietrzak, David Malec, A. Picot, P. Maussion, Tahar Hamiti, Loucif Benmamas, P. Manfe
The presented study falls within the scope of research on multi-factor tests and lifetime prediction of insulation systems for electrical machines. It is an attempt to find an indicator of state or remaining life of an insulation system for inverter fed electric motors. Samples of twisted pairs are subjected to high temperature and inverter voltage over long periods of time. Partial Discharge Inception Voltage (PDIV) is measured over the course of their life. The article contains the description of the experimental test bench, method of PDIV measurement and a method of analysis and modeling of the obtained PDIV evolution over time. Changes of PDIV over time are observed. The found evolution of PDIV is modeled with Inverse Power Model with a prediction error of a few percent.
本研究属于电机绝缘系统多因素试验和寿命预测的研究范围。这是一个试图找到状态或剩余寿命的指标,绝缘系统的逆变器供电电动机。双绞线的样品要经受长时间的高温和逆变器电压。局部放电起始电压(PDIV)是在其寿命过程中测量的。本文介绍了实验测试台架、PDIV测量方法以及所获得的PDIV随时间演变的分析和建模方法。观察到PDIV随时间的变化。对发现的PDIV演化用逆幂模型进行建模,预测误差为几个百分点。
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引用次数: 1
Multi-Agent and State Observer-Based Technique for Fault Detection of Microgrid System 基于多智能体和状态观测器的微电网系统故障检测技术
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9940050
Saad Alzahrani, Khalil Sinjari, J. Mitra
The protection of microgrids (MGs) is an emerging research issue due to integrating various levels of distributed generation (DG). Although microgrid can operate in two modes of operation: grid-connected and islanded, detecting the fault cur-rent poses a significant challenge, essentially when the microgrid operates in islanded mode. This paper presents a new approach for detecting faults in multiple protection zones utilizing a Multi-Agent System (MAS) technique and state observer. The proposed framework comprises decentralized Multi-Agents, which will communicate, interact, and exchange the data for detecting the fault through the residual current value of state observer at a given protection zone. The agents then send a trip signal to isolate/restore the faulted section. The proposed fault detection scheme has been tested and applied to an islanded microgrid configuration and demonstrated to be an effective means to detect the fault for multiple protection zones of the microgrid system.
微电网的保护是一个新兴的研究问题,由于集成了不同层次的分布式发电(DG)。虽然微电网可以在并网和孤岛两种运行模式下运行,但检测故障电流是一个重大挑战,特别是当微电网在孤岛模式下运行时。提出了一种利用多智能体系统(MAS)技术和状态观测器进行多保护区域故障检测的新方法。该框架由分散的多智能体组成,通过给定保护区域状态观测器的剩余电流值进行通信、交互和数据交换,以检测故障。然后,代理发送一个中断信号来隔离/恢复有故障的部分。本文提出的故障检测方案已在孤岛微网配置中进行了测试和应用,证明了该方案是一种有效的微网系统多保护区域故障检测手段。
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引用次数: 0
Genetic Algorithm based Fuzzy Logic Controller for Optimal Charging-Discharging of Energy Storage in Microgrid applications 基于遗传算法的微电网储能最优充放电模糊控制器
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9939768
M. Faisal, M. Hannan, P. Ker, K. Muttaqi
Microgrid (MG) concept with renewable technologies have the challenges of supplying reliable power considering the intermittent nature of the sources. Energy storage system (ESS) has become a viable solution to control the power fluctuation and thus providing the reliable power to the consumer. However, commonly used charging-discharging control techniques have the limitations of solving overcharging or over-discharging problem, fast charging capability, and rapid response time. To overcome these problems, fuzzy logic controller (FLC) has been proposed to control the charging-discharging due to its easy implementation, no mathematical calculation, and simplicity. However, existing FLC technologies have the limitations in considering the battery control parameters, and selecting the safe operating region (20% to 80%) of the battery state of charge (SOC). Therefore, this research proposes an improved FLC considering the available power from grid and distributed sources, load demand, battery SOC and temperature. To improve the performance of the controller, membership functions (MFs) of the FLC have been optimized by using genetic algorithm (GA). To prove the superiority of GA, another widely used optimization algorithm, particle swarm optimization (PSO) is applied with the same load variation. Obtained results show that, the minimum and maximum SOC level for fuzzy-GA only system has been improved compared to fuzzy only and fuzzy-PSO system. Therefore, it can be concluded that, the developed model works efficiently in controlling the charging and discharging of the battery. The authors are in progress to apply the controller system for MG connected waste water treatment plant.
考虑到能源的间歇性,采用可再生技术的微电网(MG)概念在提供可靠电力方面面临挑战。储能系统(ESS)已成为控制电力波动、向用户提供可靠电力的可行解决方案。然而,常用的充放电控制技术在解决过充或过放电问题、快速充电能力和快速响应时间等方面存在局限性。为了克服这些问题,模糊逻辑控制器(FLC)因其易于实现、无需数学计算和简单而被提出来控制充放电。然而,现有的FLC技术在考虑电池控制参数和选择电池荷电状态(SOC)的安全工作区域(20% ~ 80%)方面存在局限性。因此,本研究提出了一种考虑电网和分布式电源可用功率、负载需求、电池SOC和温度的改进FLC。为了提高控制器的性能,采用遗传算法对FLC的隶属度函数进行了优化。为了证明遗传算法的优越性,在相同负荷变化的情况下,采用粒子群优化算法(PSO)。结果表明,与模糊遗传算法和模糊粒子群算法相比,模糊遗传算法能提高系统的最小和最大SOC水平。由此可见,所建立的模型能够有效地控制电池的充放电过程。作者正在将该控制器系统应用于MG连接的污水处理厂。
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引用次数: 1
A Consensus ADMM-Based Distributed Volt-VAr Optimization for Unbalanced Distribution Networks 基于共识admm的不平衡配电网电压无功优化
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9939862
Adedoyin Inaolaji, Alper Savasci, S. Paudyal, S. Kamalasadan
Volt-VAr optimization (VVO) is usually performed by a central coordinator which provides the optimal setpoints of the control devices in the network for efficient voltage regulation in active distribution networks. However, such a central control scheme is prone to a single-point failure and results in privacy concerns. Conversely, distributed optimization methods decompose the entire network into subsystems such that local controllers compute a local optimization problem and have limited communication with their neighboring control agents, thereby enhancing data dignity. This work, therefore, adopts a distributed VVO approach which is based on the alternating direction method of multipliers (ADMM). The linearized Dist3Flow model (LinDist3Flow) is used as a convex grid model and the distributed VVO minimizes voltage deviation in an unbalanced active distribution system subject to limits on voltage magnitudes and inverter active and reactive power capabilities. Case studies implemented on the IEEE-123 node system and a 2522-node system demonstrate that ADMM-based VVO converges to the same solution as that obtained from the centralized VVO, but the performance of the ADMM algorithm is sensitive to the choice of the penalty parameter. Moreover, if the centralized formulation is convex and already tractable for even large-scale feeders, then solving the distributed counterpart might not necessarily provide any computational advantage but is still desirable for reasons such as data privacy and robustness to processor failure.
电压-无功优化(VVO)通常由一个中央协调器执行,该协调器为有功配电网中的有效电压调节提供网络中控制设备的最佳设定值。然而,这样的中央控制方案容易出现单点故障,并导致隐私问题。相反,分布式优化方法将整个网络分解为子系统,使得局部控制器计算局部优化问题,并且与相邻控制代理的通信有限,从而提高了数据的尊严。因此,本工作采用基于乘法器交替方向法(ADMM)的分布式VVO方法。线性化的Dist3Flow模型(LinDist3Flow)被用作凸网格模型,分布式VVO在受电压幅值和逆变器有功和无功能力限制的情况下,使不平衡有功配电系统中的电压偏差最小化。在IEEE-123节点系统和2522节点系统上的实例研究表明,基于ADMM算法的VVO收敛到与集中式VVO相同的解,但ADMM算法的性能对惩罚参数的选择比较敏感。此外,如果集中式公式是凸的,并且对于甚至大型馈线来说都是可处理的,那么解决分布式对应物可能不一定提供任何计算优势,但出于数据隐私和处理器故障的鲁棒性等原因,仍然是可取的。
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引用次数: 3
Integrating Advanced Applications in Industrial ADMS for Estimating PV Resources and Topology 集成先进的应用在工业ADMS估计光伏资源和拓扑
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9939987
Surendra Bajagain, Chuan Qin, Sanjeev Pannala, Amal Srivastava, Anamika Dubey
In contrast to traditional utility monitoring and operational tools, advanced distribution management systems (ADMS) provide the advanced operational features to monitor, secure and operate the distribution system in an integrated manner. Large-scale adoption of ADMS at utilities is in the early stage since advanced applications within ADMS environments are still evolving. The topology estimation module is one of the important and challenging ADMS application with enhanced automation. For accurate topology estimation, the topology estimator should capture both uncertainties due to load and PV injection in node measurement data. Load/PV estimation module can provide individual/disaggregated load and PV estimates and supports accurate network estimates. This paper provides a proof-of-the concept for the integration of advanced applications (Load/PV estimation and topology estimation) within an industrial ADMS environment using utility feeder data.
与传统的公用事业监控和操作工具相比,先进的配电管理系统(ADMS)提供了先进的操作功能,以综合的方式监控、保护和操作配电系统。由于ADMS环境中的高级应用程序仍在不断发展,因此在公用事业中大规模采用ADMS还处于早期阶段。拓扑估计模块是自动化程度较高的ADMS应用中重要且具有挑战性的模块之一。为了获得准确的拓扑估计,拓扑估计器应该同时捕获节点测量数据中由于负载和PV注入引起的不确定性。负载/PV估计模块可以提供单独/分解的负载和PV估计,并支持准确的网络估计。本文提供了在工业ADMS环境中使用公用事业馈线数据集成高级应用(负载/PV估计和拓扑估计)的概念证明。
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引用次数: 0
A Novel Decentralized Unbalance Load Sharing Approach For Islanded Microgrids 孤岛微电网分散式不平衡负荷共享方法
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9940042
S. Yahyaee, P. Sreekumar, V. Khadkikar
The presence of unbalance in the load, particularly, in Islanded Microgrids is gaining increased attention recently as it introduces unbalance in both load voltage and current. The existing work in this area is mainly focused on reducing the unbalance in the load voltage or sharing the negative sequence current equally. Furthermore, most of these methods are based on the knowledge of load voltages which requires a low bandwidth communication infrastructure to send the load information to the local DG controllers. However, the low bandwidth communication increases the overall cost and reduces the reliability of system. In this paper, a decentralized control approach for Islanded Micro-grid to share the load current unbalance factors equally among distributed generation (DG) units is proposed. It is shown in the paper that in an Islanded Microgrid, the presence of unbalance in the load current effects the DG output voltages causing them to become unbalanced as well. A droop-based control approach is developed that compensates the unbalance in DG output voltages and thus, achieving equal unbalance current factor sharing. A detailed Matlab/Simulink based study is presented to validate the performance of the proposed decentralized approach.
负载不平衡的存在,特别是在孤岛微电网中,最近受到越来越多的关注,因为它引入了负载电压和电流的不平衡。现有的工作主要集中在降低负载电压的不平衡或平均分担负序电流上。此外,这些方法大多基于负载电压的知识,这需要低带宽通信基础设施将负载信息发送到本地DG控制器。但是,低带宽通信增加了系统的总体成本,降低了系统的可靠性。本文提出了一种孤岛微电网分散控制方法,使各分布式发电机组平均分担负载电流不平衡因素。本文表明,在孤岛微电网中,负载电流不平衡的存在会影响DG输出电压,导致它们也变得不平衡。提出了一种基于下垂的控制方法,补偿DG输出电压的不平衡,从而实现相等的不平衡电流因数共享。基于Matlab/Simulink的详细研究验证了所提出的分散方法的性能。
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引用次数: 0
A Stability Analysis Tool for Bulk Power Systems Using Black-Box Models of Inverter-based Resources 基于逆变器资源黑盒模型的大容量电力系统稳定性分析工具
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9940032
Dongsen Sun, Hanchao Liu, Maozhong Gong
This paper presents a small-signal stability analysis tool for large-scale power systems with high penetration of inverter-based resources (IBRs). Firstly, a network transfer function matrix (NTFM), which represents the information of the system topology, transmission lines, loads, IBRs locations, etc., is derived to model the entire power system network. Secondly, small-signal perturbation method is applied to obtain the sequence impedance/admittance responses of IBRs considering the frequency cross-coupling effects. With the obtained NTFM as well as IBRs' models, a multi-input, multi-output (MIMO) feedback system is constructed, and the generalized Nyquist criterion (GNC)-based stability method is employed to analyze the stability of the entire power system. Different testing cases based on a modified IEEE-14 bus system are leveraged to verify the proposed stability analysis tool.
本文提出了一种适用于具有高逆变器资源渗透率的大型电力系统的小信号稳定性分析工具。首先,推导了代表系统拓扑结构、输电线路、负荷、ibr位置等信息的网络传递函数矩阵(NTFM),对整个电力系统网络进行建模。其次,采用小信号摄动法获得了考虑频率交叉耦合效应的IBRs序列阻抗/导纳响应;利用得到的NTFM模型和IBRs模型,构建了多输入多输出(MIMO)反馈系统,并采用基于广义Nyquist准则(GNC)的稳定性方法分析了整个电力系统的稳定性。利用基于改进的IEEE-14总线系统的不同测试用例来验证所提出的稳定性分析工具。
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引用次数: 2
Reinforcement Learning for Service Restoration Algorithms in Distribution Networks 配电网络服务恢复算法的强化学习
Pub Date : 2022-10-09 DOI: 10.1109/IAS54023.2022.9939804
Pablo Alejandro Parra, David F. Celeita, G. Ramos, W. Martínez, G. Chaffey
Modern Distribution Networks (DNs) are highly susceptible to faults, which affects their dependability and reliability. The operation complexity is crucial when DNs include critical infrastructure such as distributed energy resources, storage systems, charging stations and decentralized supply. FLISR (Fault Location, Isolation and Service Restoration) relies on advanced methodologies which aim to improve the quality of service with automated algorithms. This paper proposes a novel Service Restoration approach to automatically assist DNs resupply the out-of-service unfaulted customers after an event. The approach integrates Reinforcement Learning techniques in a co-simulation environment with OpenDSS. The results and contribution of this study could improve power supply quality and reliability of DNs throughout advanced Service Restoration (SR) methodologies. The idea is validated in real-time simulation to offer a performance assessment after training with co-simulated data.
现代配电网极易发生故障,影响配电网的可靠性和可靠性。当DNs包含分布式能源、存储系统、充电站和分散供应等关键基础设施时,操作复杂性至关重要。FLISR(故障定位、隔离和服务恢复)依赖于先进的方法,旨在通过自动化算法提高服务质量。本文提出了一种新的服务恢复方法,用于在事件发生后自动协助DNs重新为无故障客户提供服务。该方法在OpenDSS的联合仿真环境中集成了强化学习技术。本研究的结果和贡献可以通过先进的服务恢复(SR)方法来提高DNs的供电质量和可靠性。该思想在实时仿真中得到了验证,可以在训练后使用联合模拟数据进行性能评估。
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引用次数: 1
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2022 IEEE Industry Applications Society Annual Meeting (IAS)
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