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2022 4th International Conference on Power and Energy Technology (ICPET)最新文献

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A Robust Distributed Secondary Control of Microgrids Considering Communication Failures 考虑通信故障的微电网鲁棒分布式二次控制
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918252
Xiaoyan Wu, Sicheng Deng, Wenkai Yuan, S. Mei
Consensus-based algorithm is widely used in secondary frequency and voltage control in islanded microgrids. However, most existing control strategies require communication network to be connected. The control performance considering communication failures has not been adequately studied owing to the lack of a robust secondary control strategy for communication failures This article proposed a robust secondary frequency and voltage control strategy, which is suitable for the emergency that communication links are disrupted. Simulation based on MATLAB/Simulink verifies its effectiveness. The communication performance of the proposed algorithm under typical communication topologies is further studied and analyzed, and several characteristics of typical communication failures are presented, as well as communication network design suggestions.
共识算法广泛应用于孤岛微电网的二次频率和电压控制。然而,大多数现有的控制策略都需要连接通信网络。由于缺乏针对通信故障的鲁棒二次控制策略,对考虑通信故障的控制性能研究不足。本文提出了一种适用于通信链路中断紧急情况的鲁棒频率和电压二次控制策略。基于MATLAB/Simulink的仿真验证了该方法的有效性。进一步研究和分析了该算法在典型通信拓扑下的通信性能,给出了典型通信故障的几种特征,并给出了通信网络设计建议。
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引用次数: 0
Optimal Dispatch of Regional Integrated Energy System Considering the Integrations of Electric Vehicles under the Dual Carbon Goal 双碳目标下考虑电动汽车集成度的区域综合能源系统优化调度
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918405
LinGang Li, Dechang Yang, H. Pandžić, N. Tomin
In order to further reduce the rate of abandonment of wind and light and improve the operation economy of the Regional Integrated Energy System (RIES), this paper proposes a bi-level optimization scheduling model of RIES with consideration of electric vehicle (EV) charging. Firstly, according to the analysis of the EV charging characteristics, the disordered charging model based on Monte Carlo and the orderly charging model based on Time-of-Use (TOU) electricity price are established. Then, considering the uncertainty of wind and photovoltaic power, as well as the flexibility of EV charging, the bi-level optimization scheduling model is adopted to reduce the carbon transaction cost and to improve the utilization rate of renewable energy. Finally, verified by the wind-solar hydrogen storage regional integrated energy system, the simulation results indicate that: the proposed bi-level optimization scheduling model has the characteristics of high wind and solar utilization, low carbon transaction costs, and good economic effects.
为了进一步降低风电弃光率,提高区域综合能源系统的运行经济性,本文提出了考虑电动汽车充电的区域综合能源系统双层优化调度模型。首先,在分析电动汽车充电特性的基础上,建立了基于蒙特卡罗的无序充电模型和基于分时电价的有序充电模型;然后,考虑风电和光伏发电的不确定性,以及电动汽车充电的灵活性,采用双层优化调度模型,降低碳交易成本,提高可再生能源利用率。最后,通过风能-太阳能储氢区域综合能源系统进行仿真验证,仿真结果表明:所提出的双层优化调度模型具有风能和太阳能利用率高、碳交易成本低、经济效果好的特点。
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引用次数: 0
Sensitivity Analysis of Influencing Factors for Renewable Energy Accommodation 可再生能源住房影响因素敏感性分析
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918199
Juan Chen, Bo Cheng, Zheng Zeng, Hongkun Chen, Yingxin Shen, Zilun Cheng
Renewable energy has been growing rapidly inspired by the goal of "emission peak and carbon neutrality" in China. However, the phenomena of wind and solar power curtailment still exist, so the issue of renewable energy accommodation has attracted extensive attention. In this context, this paper proposes a sensitivity analysis method for the parameters of renewable energy accommodation, which comprehensively considers the load rate, the reserve rate, the conventional unit peak shaving rate, and the renewable energy penetration rate. Firstly, the mechanism of renewable energy accommodation is analyzed. Moreover, the mathematical model of the sensitivity of the accommodation capacity to each parameter is established, revealing the influence of each parameter on the sensitivity. Finally, the validity of the proposed method is verified by a case study using field data. The result shows that the proposed method can efficiently improve the capacity of renewable energy accommodation.
在中国“峰值排放和碳中和”目标的激励下,可再生能源发展迅速。然而,风能和太阳能弃电现象依然存在,因此可再生能源住宿问题引起了广泛关注。在此背景下,本文提出了综合考虑负荷率、备用率、常规机组调峰率、可再生能源渗透率等因素的可再生能源调节参数敏感性分析方法。首先,分析了可再生能源调节的机理。建立了容纳能力对各参数敏感性的数学模型,揭示了各参数对其敏感性的影响。最后,通过现场数据算例验证了所提方法的有效性。结果表明,该方法能有效提高可再生能源住宅容量。
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引用次数: 0
Safety Warning of Lithium-Ion Battery Energy Storage Cabin by Image Recogonition 基于图像识别的锂离子电池储能舱安全预警
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918364
Kangyong Yin, Feng Tao, Wei Liang, Zhechen Huang
Lithium-ion battery will emit gas-liquid escapes from the safety valve when it gets in an accident. The escapes contains a large amount of visible white vaporized electrolyte and some colorless gas. Effective identification of the white vaporized electrolyte and an early warning can greatly reduce the risk of fire, even an explosion in the energy storage power stations. In this paper, an early warning method of lithium-ion battery fire is proposed, which is based on gas-liquid escape image recognition. Firstly, an image recogonition algorithm based on the YOLOv3 is proposed. The original Darknet53 feature extraction network in the algorithm is replaced with a lightweight ReXNet feature extraction network, considering the safety requirements of fast and accurate identification of the storage. In addition, the K-means clustering algorithm is used to obtain appropriate initialized anchor boxes to speed up the convergence of the model. Finally, the multi-scale feature fusion is combined with the path aggregation network to improve the detection accuracy of the model, so that the model can achieve good recognition of both large and small targets. The results show that the method shows a good effect in identifying the vaporized electrolyte of the actual lithium-ion battery storage. The model prediction speed tested on the GTX1650 graphics card can reach 65 frames per second, and the average accuracy is 84.35%. It basically meets the needs of practical applications. The research in this paper can further improve the safety of lithium-ion battery energy storage power stations and promote the healthy development of electrochemical energy storage.
锂离子电池在发生事故时,会从安全阀中释放出气液逃逸物。逸出液中含有大量可见的白色蒸发电解质和一些无色气体。有效识别白色蒸发电解质并进行早期预警,可以大大降低储能电站发生火灾甚至爆炸的风险。本文提出了一种基于气液逃逸图像识别的锂离子电池火灾预警方法。首先,提出一种基于YOLOv3的图像识别算法。考虑到存储快速准确识别的安全要求,算法中原有的Darknet53特征提取网络被替换为轻量级的ReXNet特征提取网络。此外,采用K-means聚类算法获得合适的初始化锚盒,加快模型的收敛速度。最后,将多尺度特征融合与路径聚合网络相结合,提高模型的检测精度,使模型无论对大目标还是小目标都能实现较好的识别。结果表明,该方法对实际锂离子电池存储的汽化电解质具有较好的识别效果。在GTX1650显卡上测试的模型预测速度可以达到65帧/秒,平均准确率为84.35%。基本满足实际应用的需要。本文的研究可以进一步提高锂离子电池储能电站的安全性,促进电化学储能的健康发展。
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引用次数: 0
System Harmonic Impedance Calculation Method Based on Complex Linear Regression and Data Filtering 基于复线性回归和数据滤波的系统谐波阻抗计算方法
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918207
Liu Ke, Yan Han, Wang Xin, Wang Xuan, Yang Fangnan, Li Jianwu, Zhu Xuenian, Cen Baoyi
Because of the fluctuation of the system background harmonic, it is difficult to obtain the system harmonic impedance accurately. According to characteristics of the dominant fluctuation, linearity and continuity of the system harmonic impedance, a novel system harmonic impedance calculation method has been developed, combined with a fluctuation filtering technique, linear correlation test and outlier elimination technique. Field test results show that the proposed method is practical and accurate so that it can be used to determine the system impedance.
由于系统背景谐波的波动,很难准确地获得系统谐波阻抗。根据系统谐波阻抗的主导波动、线性和连续性特点,结合波动滤波技术、线性相关检验和离群值消除技术,提出了一种新的系统谐波阻抗计算方法。现场测试结果表明,该方法实用、准确,可用于系统阻抗的确定。
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引用次数: 0
Research on Fast Power Flow Calculation Method for Multiple Faults Based on Double Line Outage Distribution Factors 基于双线停电分布因子的多故障快速潮流计算方法研究
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918367
Wang Miao, Y. Yijun, S. Lue, Sun Bo, Huang Haiyu
With the continuous expansion of the power grid scale, the power grid is more prone to multiple faults, resulting in more serious power outages. Based on the distribution factor of N-1 single branch, the line outage distribution factor of N-2 double branch power flow transfer is derived. Based on the DC power flow model, the active power flow transfer after two branches are broken at the same time is quickly calculated. The simulation results of IEEE 39 bus system show that the fast power flow calculation method of double line outage distribution factor N-2 contingency in this paper has good accuracy and practicability, and can be applied to the screening of N-2 expected faults and the rapid safety verification of power generation plan or market clearing results.
随着电网规模的不断扩大,电网更容易出现多重故障,造成更严重的停电。在N-1单支路分配系数的基础上,推导出N-2双支路潮流输送的线路停电分配系数。基于直流潮流模型,快速计算了两支路同时断开后的有功潮流转移。IEEE 39母线系统的仿真结果表明,本文提出的双线停电分配因子N-2突发事件的快速潮流计算方法具有较好的准确性和实用性,可用于N-2预期故障的筛选和发电计划或市场出清结果的快速安全验证。
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引用次数: 1
Capacitor Voltage Observation for Series-Connected-Double Submodule based Modular Multilevel Converter 基于串联双子模块的模块化多电平变换器电容电压观测
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918284
Hu Yinghong, Song Peng, Guo Qing, Cao Yu
Due to the high modularity and easy scalability for voltage and power, modular multilevel converter (MMC) has been the most appropriate converter in the high voltage direct current (HVDC) transmission system. The series-connected-double submodule (SCDSM) based MMC not only own the ability of the dc fault blocking but also features simple topology and control strategy. Then, the SCDSM based MMC has a promising application in the HVDC system. In the MMC system, the number of the submodules and capacitors is very large, which means the number of the voltage sensors is also huge. Reduced voltage sensors could decrease the cost of the MMC and improve the reliability of the MMC system. Based on the topology of the SCDSM, this paper proposes a novel arrangement of the voltage sensors and Kalman filter based capacitor voltage observer. Compared with the traditional arrangement of the voltage sensors, the number of the voltage sensors in this paper is halved. The simulation and experimental results verify the effectiveness of the proposed strategy in this paper.
模块化多电平变换器(MMC)由于其高度模块化和易于对电压和功率进行扩展,已成为高压直流输电系统中最合适的变换器。基于串联双子模块(SCDSM)的MMC不仅具有直流故障阻断的能力,而且具有简单的拓扑结构和控制策略。因此,基于MMC的SCDSM在高压直流系统中具有广阔的应用前景。在MMC系统中,子模块和电容器的数量非常大,这意味着电压传感器的数量也非常庞大。减少电压传感器可以降低MMC的成本,提高MMC系统的可靠性。基于SCDSM的拓扑结构,提出了一种新颖的电压传感器和基于卡尔曼滤波的电容电压观测器的排列方式。与传统的电压传感器布置方式相比,本文所设计的电压传感器数量减少了一半。仿真和实验结果验证了本文所提策略的有效性。
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引用次数: 0
Research on Distributed Power Flow Controller and Application 分布式潮流控制器的研究与应用
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918390
Dian-hua Zhang, Donglai Zhao, Fangling Li, Qingqing Zheng, Fan Zhang, Li Yang, Qingtao Wang, Wang Liu, Weixiang Di
The distributed power flow controller (DPFC) works to increase or reduce the reactance of the transmission line by injecting series compensation voltage. The DPFC control system, including DPFC centralized control device and valve layer controller, is designed based on the analysis of DPFC main circuit topology, control architecture, control strategy and protection configuration. It is verified by engineering application that the device can regulate power flow, and effectively solve the problem of the limit-exceeding of the power supply section of the power grid.
分布式潮流控制器(DPFC)通过注入串联补偿电压来增大或减小输电线路的电抗。在分析DPFC主电路拓扑结构、控制体系结构、控制策略和保护组态的基础上,设计了DPFC控制系统,包括DPFC集中控制装置和阀层控制器。经工程应用验证,该装置能有效调节潮流,有效解决电网供电段超限问题。
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引用次数: 1
Evaluating the Importance of Samples in Deep Learning Based Transient Stability Assessment 基于深度学习的暂态稳定性评估中样本的重要性评估
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918314
Le Zheng, Zheng Wang, Yanhui Xu
Deep learning based transient stability assessment has achieved big success in power system analysis. However, it is still unclear that how much of the data is superfluous and which samples are important for training. In this work, we introduce the latest technique from the computer science community to evaluate the importance of the samples used in deep learning model for transient stability assessment. From empirical experiments, it is found that nearly 80% of the low importance samples can be pruned without affecting the testing performance at early training stages, thus saving much computational time and effort. We also observe that the samples with fault clearing time close to the critical clearing time often have higher importance scores, indicating that the decision boundary learned by the deep network is the transient stability boundary. This is intuitive, but to the best of our knowledge, this work is the first to analyze the connection from sample importance aspects. The ultimate goal of the study is to create a tool to generate and evaluate some benchmark datasets for power system transient stability assessment analysis, so that various algorithms can be tested in a unified and standard platform which could verify and compare the performance of the algorithms.
基于深度学习的暂态稳定评估在电力系统分析中取得了巨大成功。然而,目前还不清楚有多少数据是多余的,哪些样本对训练很重要。在这项工作中,我们引入了计算机科学界的最新技术来评估深度学习模型中用于暂态稳定性评估的样本的重要性。从实证实验中发现,在不影响测试性能的前提下,近80%的低重要性样本可以在训练早期被修剪掉,从而节省了大量的计算时间和精力。我们还观察到,故障清除时间接近临界清除时间的样本往往具有更高的重要性得分,这表明深度网络学习的决策边界是暂态稳定边界。这是直观的,但据我们所知,这项工作是第一次从样本重要性方面分析联系。本研究的最终目标是创建一个工具来生成和评估电力系统暂态稳定评估分析的一些基准数据集,使各种算法可以在一个统一的标准平台上进行测试,从而验证和比较算法的性能。
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引用次数: 1
Mechanism of Transformer Magnetic Bias Caused by Sub-synchronous Resonance of Wind Farm Cluster 风电场群次同步共振引起变压器偏磁的机理
Pub Date : 2022-07-28 DOI: 10.1109/ICPET55165.2022.9918220
Jianchun Cao, Qian Li, Yingjing He, Keping Zhu, Yangqing Dan
When sub-synchronous resonance (SSR) occurs in wind power clusters, the main transformers of wind farms will produce abnormal noise and increased vibration, which brings potential risks to the security and stability of power system. By analyzing the fault records and the equivalent circuit of the system, it is proposed that the injection of more than a certain amount of SSR current into the system causes transformer core saturation, which leads to the increase of the main transformer excitation current, strange noise and vibration. When SSR occurs in the transmission system of the wind farm cluster through the FSC, the primary transformer voltage contains considerable sub-synchronous frequency component and result in corresponding fluctuation of magnetic flux in transformer core. As a result, the core of the transformer is periodically alternating positive and negative magnetic bias, and repeatedly enters the saturation state, and then periodically appears a large peak excitation current spike. The degree of partial magnetic saturation of the transformer core is determined by the magnitude of the power frequency flux and the sub-synchronous flux. When the system with higher operating voltage resonates, the core of the transformer is more prone to magnetic bias saturation. This result is verified by Real Time Digital Simulator (RTDS) simulation and physical transformer low-voltage model experiments. Appropriate reduction of the system voltage can reduce the saturation level and the harm of the main transformer and damping of SSR is the ultimate solution to solve the above problems.
当风电集群发生次同步共振时,风电场主变压器会产生异常噪声和振动加剧,给电力系统的安全稳定带来潜在风险。通过对故障记录和系统等效电路的分析,提出在系统中注入超过一定数量的SSR电流会导致变压器铁心饱和,从而导致主变压器励磁电流增大,产生奇怪的噪声和振动。当风电场集群的输电系统通过FSC发生SSR时,变压器一次电压中含有相当大的次同步频率分量,导致变压器铁心磁通相应波动。因此,变压器铁心周期性地交变正、负偏磁,并反复进入饱和状态,然后周期性地出现较大的峰值励磁电流尖峰。变压器铁心局部磁饱和的程度由工频磁通和次同步磁通的大小决定。当工作电压较高的系统发生谐振时,变压器铁心更容易发生偏磁饱和。通过实时数字模拟器(RTDS)仿真和物理变压器低压模型实验验证了这一结果。适当降低系统电压可以降低饱和水平和对主变压器的危害,对SSR的阻尼是解决上述问题的最终解决方案。
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引用次数: 0
期刊
2022 4th International Conference on Power and Energy Technology (ICPET)
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