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Data-driven modeling of power system dynamics: Challenges, state of the art, and future work 电力系统动力学的数据驱动建模:挑战、现状和未来工作
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0023
Heqing Huang;Yuzhang Lin;Yifan Zhou;Yue Zhao;Peng Zhang;Lingling Fan
With the continual deployment of power-electronics-interfaced renewable energy resources, increasing privacy concerns due to deregulation of electricity markets, and the diversification of demand-side activities, traditional knowledge-based power system dynamic modeling methods are faced with unprecedented challenges. Data-driven modeling has been increasingly studied in recent years because of its lesser need for prior knowledge, higher capability of handling large-scale systems, and better adaptability to variations of system operating conditions. This paper discusses about the motivations and the generalized process of data-driven modeling, and provides a comprehensive overview of various state-of-the-art techniques and applications. It also comparatively presents the advantages and disadvantages of these methods and provides insight into outstanding challenges and possible research directions for the future.
随着电力电子接口可再生能源的不断部署,电力市场放松管制带来的隐私问题日益严重,以及需求方活动的多样化,传统的基于知识的电力系统动态建模方法面临着前所未有的挑战。近年来,数据驱动建模因其对先验知识的需求较小、处理大规模系统的能力较高以及对系统运行条件变化的适应性较好而受到越来越多的研究。本文讨论了数据驱动建模的动机和一般过程,并全面概述了各种最先进的技术和应用。它还比较介绍了这些方法的优缺点,并对未来的突出挑战和可能的研究方向提供了见解。
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引用次数: 0
Explore the positioning, connotation and characteristics of new-type power system 探索新型电力系统的定位、内涵和特点
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0030
The third issue in 2023 of iEnergy comes, which published 12 papers, including 3 news and views, 3 highlights, 1 letter, 2 review articles, and 3 original research articles.
《iEnergy》2023年第三期,共发表12篇论文,包括3篇新闻和观点、3篇亮点、1封信、2篇评论文章和3篇原创研究文章。
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引用次数: 0
High-temperature dielectric polymers with tailored structural units 具有定制结构单元的高温介电聚合物
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0031
Yao Zhou;Qing Wang
The rapid expansion of renewable energy, electrified transportation and advanced electromagnetic power systems requires electronic devices that can operate stably at harsh temperatures (e.g., 150 to 250 °C). However, as one of the critical components of electronic devices and power systems, film capacitors can currently only operate at temperatures below 105 °C because conventional polymer dielectric materials suffer from high conduction loss at high temperature and high electric field, resulting in severe heat accumulation and thermal runaway of film capacitors.
可再生能源、电气化交通和先进电磁电力系统的快速扩张需要能够在恶劣温度(例如150至250°C)下稳定运行的电子设备。然而,作为电子设备和电力系统的关键部件之一,薄膜电容器目前只能在105°C以下的温度下运行,因为传统的聚合物介电材料在高温和高电场下具有高传导损耗,导致薄膜电容器严重积热和热失控。
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引用次数: 0
A novel thermal runaway warning method of lithium-ion batteries 锂离子电池热失控预警新方法
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0029
Rui Xiong;Chenxu Wang;Fengchun Sun
To improve the safety of electric vehicles and battery energy storage systems, early prediction of thermal runaway (TR) is of great significance. This work proposes a novel method for early warning and short-term prediction of the TR. To give warning of TR long time in advance, a variety of battery models are established to extract key features, such as Pauta feature and Shannon entropy of voltage deviation, and then local outlier factor algorithm is used for feature fusion to detect abnormal cells. For the short-term pre-diction, the predefined threshold and variation rates are used. By measuring the real-time signals, such as voltage and temperature, their variation rates are calculated, based on which TR can be predicted exactly. The real data including TR from an electric vehicle are used to verify the method that it can give a warning on TR long time before it happens up to 74 days. This is remarkable for providing replacement recommendations for abnormal cells. It can also predict the occurrence of TR 33 seconds in advance to ensure the safe use of batteries.
为了提高电动汽车和电池储能系统的安全性,早期预测热失控(TR)具有重要意义。本文提出了一种新的TR预警和短期预测方法。为了提前长时间预警TR,建立了多种电池模型来提取关键特征,如电压偏差的Pauta特征和Shannon熵,然后使用局部异常因子算法进行特征融合来检测异常电池。对于短期预测,使用预定义的阈值和变化率。通过测量电压和温度等实时信号,计算出它们的变化率,从而可以准确地预测TR。使用包括电动汽车TR在内的真实数据来验证该方法,即它可以在TR发生之前很长一段时间内发出警报,直到74天。这对于为异常细胞提供替换建议是显著的。它还可以提前33秒预测TR的发生,以确保电池的安全使用。
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引用次数: 0
“Vehicle-Energy-Road-Cloud” integration to promote China's economic transformation and upgrade “车能路云”一体化推动中国经济转型升级
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0028
Minggao Ouyang
In June 2023, the State Council executive meeting proposed the development of an integrated industrial ecosystem, namely, “Vehicle-Energy-Road-Cloud,” indicating a new direction for the next development of new energy vehicles. I would like to discuss three important points regarding the introduction of “Vehicle- Energy-Road-Cloud” and necessity of integrated industrial ecosystem of “Vehicle-Energy-Road-Cloud.”
2023年6月,国务院常务会议提出发展一体化产业生态系统,即“车能路云”,为新能源汽车的下一步发展指明了新方向。关于“车能路云”的引入和“车能路云”一体化产业生态系统的必要性,我想讨论三个要点
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引用次数: 0
A gate driver for parallel connected MOSFETs with crosstalk suppression 一种用于具有串扰抑制的并联MOSFET的栅极驱动器
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0024
Yury Mikhaylov;Giampaolo Buticchi;Michael Galea
New semiconductor materials offer several advantages for modern power systems, including low switching and conduction losses, excellent thermal conduction of a die, and high operation temperature. Avionics is one of the main beneficiaries of the progress in power devices, as it enables more compact and lighter converters for future More Electrical Aircraft. However, these advancements also come with new challenges that must be addressed to avoid potentially dangerous situations and fully utilize the capabilities of fast SiC MOSFETs. One such challenge is the high drain voltage rate during the switching process, which leads to a significant injection of current into the gate circuit (crosstalk effect). This increased current injection increases the risk of shoot-through conduction and thermal runaway. Although preventive measures are well-known, they offer limited protection in the case of parallel MOSFET connections. Therefore, this paper considers crosstalk features for parallel MOSFET connections, such as parasitic inductance of gate driver trace and gate voltage distribution. A special model is proposed to predict the magnitude of induced gate voltage under different conditions considering the nonlinear behavior of the MOSFET reverse capacitance. A new clamp circuit with an individual low-inductance path for each parallel switch is also proposed to suppress the consequences of crosstalk. The modified circuit operates independently from the main gate driver circuit; therefore, it does not change the switching time and electromagnetic interference pattern of the inverter. The efficiency of the new gate driver is confirmed through simulation and experimental results.
新型半导体材料为现代电力系统提供了几个优点,包括低开关和传导损耗、良好的管芯热传导和高操作温度。航空电子是电力设备进步的主要受益者之一,因为它为未来的更多电动飞机提供了更紧凑、更轻的转换器。然而,这些进步也带来了新的挑战,必须解决这些挑战,以避免潜在的危险情况,并充分利用快速SiC MOSFET的能力。一个这样的挑战是开关过程中的高漏极电压率,这导致电流显著注入栅极电路(串扰效应)。这种增加的电流注入增加了击穿传导和热失控的风险。尽管预防措施是众所周知的,但在并联MOSFET连接的情况下,它们提供的保护有限。因此,本文考虑了并联MOSFET连接的串扰特征,如栅极驱动器迹线的寄生电感和栅极电压分布。考虑到MOSFET反向电容的非线性行为,提出了一个特殊的模型来预测不同条件下感应栅极电压的大小。为了抑制串扰的影响,还提出了一种新的箝位电路,每个并联开关都有一个单独的低电感路径。修改后的电路独立于主栅极驱动器电路进行操作;因此,它不会改变逆变器的开关时间和电磁干扰模式。通过仿真和实验结果验证了新型栅极驱动器的有效性。
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引用次数: 0
Boost industrial energy efficiency, Leading the way for industrial development 提升工业能效,引领工业发展
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0025
Hao Wu;Xiaobao Zhang
Recently, the Industrial Energy Efficiency Conference 2023 was held at Beijing West Suburb Hotel(see the figure). Zhi Hui, the secretary-general of the China Association of Industrial Energy Saving and Clean Production, pointed out at the conference that as China enters a new stage of high-quality development, industrial energy saving and efficiency improvement needs to shift to low-carbon energy, systematic whole-process energy conservation, and refined management.
近日,2023年工业能效大会在北京西郊大酒店召开(见图)。中国工业节能与清洁生产协会秘书长支辉在会上指出,随着中国进入高质量发展的新阶段,工业节能增效需要转向低碳能源、系统化全过程节能和精细化管理。
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引用次数: 0
Physics-informed transient stability assessment of microgrids 微电网的物理瞬态稳定性评估
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0022
Priyanka Mishra;Peng Zhang
With the integration of a voltage source converter (VSC), having variable internal voltages and source impedance, in a microgrid with high resistance to reactance ratio of short lines, angle-based transient stability techniques may find limitations. Under such a situation, the Lyapunov function can be a viable option for transient stability assessment (TSA) of such a VSC-interfaced microgrid. However, the determination of the Lyapunov function with the classical method is very challenging for a microgrid with converter controller dynamics. To overcome such challenges, this paper develops a physics-informed, Lyapunov function-based TSA framework for VSC-interfaced microgrids. The method uses the physics involved and the initial and boundary conditions of the system in learning the Lyapunov functions. This method is tested and validated under faults, droop-coefficient changes, generator outages, and load shedding on a small grid-connected microgrid and the CIGRE microgrid.
随着具有可变内部电压和源阻抗的电压源变换器(VSC)在具有高电阻电抗比的短线路的微电网中的集成,基于角度的瞬态稳定技术可能会发现局限性。在这种情况下,李雅普诺夫函数可以作为这种VSC接口微电网瞬态稳定性评估(TSA)的可行选择。然而,对于具有变换器控制器动力学的微电网来说,用经典方法确定李雅普诺夫函数是非常具有挑战性的。为了克服这些挑战,本文为VSC接口微电网开发了一个基于李雅普诺夫函数的TSA框架。该方法在学习李雅普诺夫函数时使用了所涉及的物理以及系统的初始条件和边界条件。该方法在小型并网微电网和CIGRE微电网的故障、下垂系数变化、发电机停运和甩负荷情况下进行了测试和验证。
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引用次数: 0
Parallel arrangement of MOSFETs, effective suppression of crosstalk: A new gate driver topology mosfet的平行排列,有效抑制串扰:一种新的栅极驱动器拓扑
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0032
Jinpeng Wu
With extraordinary advantages including fast switching transient processes, high operational temperature and great thermal conduction, new semiconductor materials provide a fascinating prospect for the future development of power electronic equipment. However, several challenges must be addressed before the power electronics goes comprehensive and mature. One such challenge faced by SiC MOSFET is the crosstalk effect, which refers to the current with a significant magnitude injecting into the gate circuit, when the devices meet high drain-source voltage in the fast-switching process. Although negative gate voltage is considered to be a rule of thumb to cover the problem, we still lack solutions for parallel SiC MOSFETs.
新型半导体材料具有开关瞬态过程快、工作温度高、导热性好等优点,为电力电子设备的未来发展提供了广阔的前景。然而,在电力电子技术全面成熟之前,必须解决几个挑战。SiC-MOSFET面临的一个挑战是串扰效应,串扰效应是指当器件在快速开关过程中遇到高漏源电压时,具有显著幅度的电流注入栅极电路。尽管负栅极电压被认为是解决这个问题的经验法则,但我们仍然缺乏并联SiC MOSFET的解决方案。
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引用次数: 0
Current and future trends in electrification of road and air transportation 公路和航空运输电气化的当前和未来趋势
Pub Date : 2023-09-01 DOI: 10.23919/IEN.2023.0027
Kaushik Rajashekara
Transportation accounts for about 20% of the global greenhouse gas emissions, which is a major source of greenhouse gases. Road transportation accounts for three quarters of this share, while aviation and maritime transportation each account for 11% (see Figure 1). For improving the air quality and thus to achieve long term environmental sustainability, transportation electrification is an important area with the electricity used being generated from renewable energy sources. In 2022, there were 26 million electric cars on globally on the roads. Half of all electric vehicles (EVs) on the road were in China, according to the International Energy Agency's latest analysis of EV trends. In order to achieve net zero emissions from road vehicles by 2050, nearly 2 billion vehicles have to be either battery EVs or fuel cell based vehicles.
交通运输约占全球温室气体排放量的20%,是温室气体的主要来源。公路运输占这一份额的四分之三,而航空和海运各占11%(见图1)。为了改善空气质量,从而实现长期环境可持续性,交通电气化是一个重要领域,所用电力来自可再生能源。2022年,全球有2600万辆电动汽车在路上行驶。根据国际能源署对电动汽车趋势的最新分析,道路上一半的电动汽车在中国。为了在2050年前实现道路车辆的净零排放,近20亿辆汽车必须是电池电动汽车或燃料电池汽车。
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