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Generic Multi-Output Spectral Representation Method for Uncertainty Propagation Analysis of Power System Dynamics 电力系统动力学不确定性传播分析的通用多输出谱表示方法
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-30 DOI: 10.35833/MPCE.2024.000586
Zhaoyuan Wang;Siqi Bu
Realistic uncertainties of renewable energies and loads may possess complicated probability distributions and correlations, which are difficult to be characterized by standard probability density functions and hence challenge existing uncertainty propagation analysis (UPA) methods. Also, nonintrusive spectral representation (SR)-based UPA methods can only estimate system responses at each time point separately, which is time-consuming for analyzing power system dynamics. Thus, this paper proposes a generic multi-output SR (GMSR) method to effectively tackle the above limitations by developing the generic correlation transformation and multi-output structure. The effectiveness and superiority of GMSR in efficiency and accuracy are demonstrated by comparing it with existing SR methods.
可再生能源和负荷的现实不确定性具有复杂的概率分布和相关性,难以用标准概率密度函数来表征,给现有的不确定性传播分析(UPA)方法带来了挑战。此外,基于非侵入式谱表示(SR)的UPA方法只能单独估计系统在每个时间点的响应,这对于分析电力系统的动力学非常耗时。因此,本文提出了一种通用多输出SR (GMSR)方法,通过发展通用相关变换和多输出结构,有效地解决了上述局限性。通过与现有遗传算法的比较,证明了遗传算法在效率和精度上的有效性和优越性。
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引用次数: 0
Smart Inverter Enabled Meter Encoding for Detecting False Data Injection Attacks in Distribution System State Estimation 基于智能逆变器的电表编码检测配电系统状态估计中的假数据注入攻击
IF 6.1 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-30 DOI: 10.35833/MPCE.2024.000882
Hang Zhang;Bo Liu;Hongyu Wu
Meter encoding, as a side-effect-free scheme, has been proposed to detect false data injection (FDI) attacks without significantly affecting the operation of power systems. However, existing meter encoding schemes either require encoding lots of measurements from different buses to protect a substantial proportion of a power system or are unhidden from alert attackers. To address these issues, this paper proposes a smart in-verter enabled meter encoding scheme for detecting FDI attacks in distribution system state estimation. The proposed scheme only encodes the measurements from the existing programmable smart inverters. Meanwhile, this scheme can protect all the downstream buses from the encoded inverter bus. Compared with existing schemes, the proposed scheme encodes fewer meters when protecting the same number of buses, which decreases the encoding cost. In addition, by following the physical power flow laws, the proposed scheme is hidden from alert attackers who can implement the state estimation-based bad data detection (BDD). Simulation results from the IEEE 69-bus distribution system demonstrate that the proposed scheme can mislead the attacker's state estimation on all the downstream bus-es from the encoded bus without arousing the attacker's suspicion. FDI attacks that are constructed based on the misled estimated state are very likely to trigger the defender's BDD alarm.
电表编码作为一种无副作用的检测虚假数据注入(FDI)攻击的方案,在不显著影响电力系统运行的情况下被提出。然而,现有的电表编码方案要么需要对来自不同总线的大量测量数据进行编码,以保护电力系统的很大一部分,要么无法隐藏,无法躲避警惕的攻击者。为了解决这些问题,本文提出了一种用于检测配电系统状态估计中的FDI攻击的智能逆变表编码方案。该方案仅对现有可编程智能逆变器的测量值进行编码。同时,该方案可以保护所有下游母线免受编码逆变母线的干扰。与现有方案相比,该方案在保护相同数量总线的情况下编码的码数更少,降低了编码成本。此外,通过遵循物理潮流规律,该方案可以隐藏攻击者,攻击者可以实现基于状态估计的坏数据检测(BDD)。对IEEE 69总线分配系统的仿真结果表明,该方案可以在不引起攻击者怀疑的情况下,误导攻击者对编码总线的所有下游总线的状态估计。基于被误导的估计状态构建的FDI攻击很可能触发防御者的BDD警报。
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引用次数: 0
Reinforcement Learning Based Bidding Method with High-dimensional Bids in Electricity Markets 基于强化学习的电力市场高维竞价方法
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-28 DOI: 10.35833/MPCE.2024.000811
Jinyu Liu;Hongye Guo;Yun Li;Qinghu Tang;Fuquan Huang;Tunan Chen;Haiwang Zhong
Over the past decade, bidding in electricity markets has attracted widespread attention. Reinforcement learning (RL) has been widely used for electricity market bidding as a powerful artificial intelligence (AI) tool to make decisions under real-world uncertainties. However, current RL-based bidding methods mostly employ low-dimensional bids (LDBs), which significantly diverge from the $N$ price-power pairs commonly used in current electricity markets. The $N$-pair bid format is denoted as high-dimensional bid (HDB) format, which has not been fully integrated into the existing RL-based bidding methods. The loss of flexibility of current RL-based bidding methods could greatly limit the bidding profits and make it difficult to address the increasing uncertainties caused by renewable energy generation. In this paper, we propose a framework for fully utilizing HDBs in RL-based bidding methods. First, we employ a special type of neural network called the neural network supply function (NNSF) to generate HDBs in the form of $N$ price-power pairs. Second, we embed the NNSF into a Markov decision process (MDP) to make it compatible with most existing RL algorithms. Finally, the experiments on energy storage systems (ES-Ss) in the Pennsylvania-New Jersey-Maryland (PJM) real-time electricity market show that the proposed bidding method with HDBs can increase the bidding flexibility, thereby increasing the profits of state-of-the-art RL-based bidding methods.
在过去的十年里,电力市场的竞价引起了广泛的关注。强化学习(RL)作为一种强大的人工智能(AI)工具,在现实世界的不确定性下进行决策,已被广泛应用于电力市场投标。然而,目前基于rl的投标方法大多采用低维投标(ldb),这与当前电力市场中常用的$N$价格-电力对明显不同。$N$对投标格式表示为高维投标(HDB)格式,尚未完全集成到现有的基于rl的投标方法中。当前基于rl的投标方法缺乏灵活性,将极大地限制投标利润,使其难以解决可再生能源发电带来的日益增加的不确定性。在本文中,我们提出了一个框架,在基于rl的投标方法中充分利用组屋。首先,我们采用一种特殊类型的神经网络,称为神经网络供应函数(NNSF),以$N$价格-功率对的形式生成hdb。其次,我们将NNSF嵌入到马尔可夫决策过程(MDP)中,使其与大多数现有的强化学习算法兼容。最后,在宾夕法尼亚州-新泽西州-马里兰州(PJM)实时电力市场的储能系统(ES-Ss)上进行的实验表明,采用HDBs的竞标方法可以增加竞标的灵活性,从而提高基于rl的最先进的竞标方法的利润。
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引用次数: 0
A Hybrid Data-Driven Approach Integrating Temporal Fusion Transformer and Soft Actor-Critic Algorithm for Optimal Scheduling of Building Integrated Energy Systems 基于时间融合变压器和软行为者评判算法的建筑综合能源系统优化调度混合数据驱动方法
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-28 DOI: 10.35833/MPCE.2024.000909
Ze Hu;Peijun Zheng;Ka Wing Chan;Siqi Bu;Ziqing Zhu;Xiang Wei;Yosuke Nakanishi
Building integrated energy systems (BIESs) are pivotal for enhancing energy efficiency by accounting for a significant proportion of global energy consumption. Two key barriers that reduce the BIES operational efficiency mainly lie in the renewable generation uncertainty and operational non-convexity of combined heat and power (CHP) units. To this end, this paper proposes a soft actor-critic (SAC) algorithm to solve the scheduling problem of BIES, which overcomes the model non-convexity and shows advantages in robustness and generalization. This paper also adopts a temporal fusion transformer (TFT) to enhance the optimal solution for the SAC algorithm by forecasting the renewable generation and energy demand. The TFT can effectively capture the complex temporal patterns and dependencies that span multiple steps. Furthermore, its forecasting results are interpretable due to the employment of a self-attention layer so as to assist in more trustworthy decision-making in the SAC algorithm. The proposed hybrid data-driven approach integrating TFT and SAC algorithm, i.e., TFT-SAC approach, is trained and tested on a real-world dataset to validate its superior performance in reducing the energy cost and computational time compared with the benchmark approaches. The generalization performance for the scheduling policy, as well as the sensitivity analysis, are examined in the case studies.
建筑综合能源系统(BIESs)占全球能源消耗的很大比例,对提高能源效率至关重要。影响双热电联产运行效率的两个关键障碍主要是可再生能源发电的不确定性和热电联产机组的运行非凸性。为此,本文提出了一种软actor-critic (SAC)算法来解决BIES调度问题,该算法克服了模型的非凸性,具有鲁棒性和泛化性。本文还采用时序融合变压器(TFT)对可再生能源发电和能源需求进行预测,增强SAC算法的最优解。TFT可以有效地捕获跨越多个步骤的复杂时间模式和依赖关系。此外,由于采用了自关注层,其预测结果是可解释的,从而有助于SAC算法中更可信的决策。结合TFT和SAC算法提出的混合数据驱动方法,即TFT-SAC方法,在真实数据集上进行了训练和测试,验证了与基准方法相比,其在降低能耗和计算时间方面的优越性能。通过实例分析,验证了调度策略的泛化性能和灵敏度分析。
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引用次数: 0
Interval Demand Response Potential Evaluation and Risk Dispatch to Incorporate Public Buildings into Power System Operation 公共建筑纳入电力系统运行区间需求响应潜力评价与风险调度
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-28 DOI: 10.35833/MPCE.2024.000919
Yu Yao;Chengjin Ye;Yuming Zhao;Yi Ding
Public buildings present substantial demand response (DR) potential, which can participate in the power system operation. However, most public buildings exhibit a high degree of uncertainties due to incomplete information, varying thermal parameters, and stochastic user behaviors, which hinders incorporating the public buildings into power system operation. To address the problem, this paper proposes an interval DR potential evaluation method and a risk dispatch model to integrate public buildings with uncertainties into power system operation. Firstly, the DR evaluation is developed based on the equivalent thermal parameter (ETP) model, actual outdoor temperature data, and air conditioning (AC) consumption data. To quantify the uncertainties of public buildings, the interval evaluation is given employing the linear regression method considering the confidence bound. Utilizing the evaluation results, the risk dispatch model is proposed to allocate public building reserve based on the chance constrained programming (CCP). Finally, the proposed risk dispatch model is reformulated to a mixed-integer second-order cone programming (MISOCP) for its solution. The proposed evaluation method and the risk dispatch model are validated based on the modified IEEE 39-bus system and actual building data obtained from a southern city in China.
公共建筑具有巨大的需求响应潜力,可以参与电力系统的运行。然而,由于信息不完全、热力参数变化、用户行为随机等因素,大多数公共建筑存在高度的不确定性,阻碍了公共建筑融入电力系统运行。针对这一问题,本文提出了区间DR潜力评估方法和风险调度模型,将具有不确定性的公共建筑纳入电力系统运行。首先,基于等效热参数(ETP)模型、室外实际温度数据和空调(AC)消耗数据,建立DR评估。为了量化公共建筑的不确定性,采用考虑置信范围的线性回归方法进行区间评价。利用评价结果,提出了基于机会约束规划(CCP)的公共建筑储备分配风险调度模型。最后,将风险调度模型转化为混合整数二阶锥规划(MISOCP)求解。基于改进的IEEE 39总线系统和中国南方某城市的实际建筑数据,对所提出的评价方法和风险调度模型进行了验证。
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引用次数: 0
Frequency Deadband Control of Grid-forming Energy Storage Inverter in Primary Frequency Regulation 一次调频中并网储能逆变器的频率死带控制
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-27 DOI: 10.35833/MPCE.2024.000757
Wei Zhang;Zhenxiong Wang;Yingjie Peng;Jingting Wu;Qiru Li;Hao Yi;Zebin Yang;Li Li;Fang Zhuo
With the increased penetration of renewable energy sources, the grid-forming (GFM) energy storage (ES) has been considered to engage in primary frequency regulation (PFR), often necessitating the use of a frequency deadband (FDB) to prevent excessive battery charging cycling and miti-gate frequency oscillations. Implementing the FDB is relatively straightforward in grid-following (GFL) control. However, implementing the FDB in GFM control presents a significant challenge since the inverter must abstain from providing active power at any frequency within the FDB. Therefore, in this paper, the performance of PFR control in the GFM-ES inverter is analyzed in detail first. Then, the FDB is implemented for GFM inverters with various types of synchronization methods, and the need for inertia response is also considered. Moreover, given the risk of oscillations near the FDB boundary, different FDB setting methods are proposed and examined, where an improved triangular hysteresis method is proposed to realize the fast response and enhanced stability. Finally, the simulation and experiment results are provided to verify the effectiveness of the above methods.
随着可再生能源的日益普及,电网形成(GFM)储能(ES)被认为涉及一次频率调节(PFR),通常需要使用频率死带(FDB)来防止过度的电池充电循环和减轻栅极频率振荡。在网格跟踪(GFL)控制中,FDB的实现相对简单。然而,在GFM控制中实现FDB提出了一个重大挑战,因为逆变器必须避免在FDB内的任何频率提供有功功率。因此,本文首先对GFM-ES逆变器中的PFR控制性能进行了详细的分析。在此基础上,采用多种同步方式实现了GFM逆变器的FDB,并考虑了对惯性响应的需求。此外,考虑到FDB边界附近的振荡风险,提出并研究了不同的FDB设置方法,其中提出了一种改进的三角迟滞法,以实现快速响应和增强稳定性。最后通过仿真和实验验证了上述方法的有效性。
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引用次数: 0
Guest Editorial: Special Section on Dynamic Performance and Flexibility Enhancement of RES-dominated Power Systems with Grid-forming Converters 嘉宾评论:用并网变流器增强res主导电力系统的动态性能和灵活性专题
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-27 DOI: 10.35833/MPCE.2025.000013
Hassan Bevrani;Federico Milano
Inverter-based distributed generation (DG) and renewable energy sources (RESs) are recognized as key elements to address the challenge of economically harvesting energy while, at the same time, achieving net-zero targets. However, inverter-based generation decreases the physical inertia available in the system and increases uncertainty. Moreover, recent studies have highlighted that relatively high integration of DGs/RESs can negatively impact on power grid dynamics, power quality, frequency control, voltage regulation, as well as other control and operational issues. All these issues significantly limit the penetration of DG and RESs.
基于逆变器的分布式发电(DG)和可再生能源(RESs)被认为是解决经济收集能源挑战的关键要素,同时实现净零目标。然而,基于逆变器的发电降低了系统中可用的物理惯性,增加了不确定性。此外,最近的研究强调,相对较高的dg /RESs集成度会对电网动态、电能质量、频率控制、电压调节以及其他控制和运行问题产生负面影响。所有这些问题都极大地限制了DG和RESs的渗透。
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引用次数: 0
DC Voltage Control with Grid-Forming Capability for Enhancing Stability of HVDC System 具有成网能力的直流电压控制提高直流系统稳定性
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-27 DOI: 10.35833/MPCE.2024.000822
Ghazala Shafique;Johan Boukhenfouf;François Gruson;Frédéric Colas;Xavier Guillaud
Grid-forming (GFM) converters are recognized for their stabilizing effects in renewable energy systems. Integrating GFM converters into high-voltage direct current (HVDC) systems requires DC voltage control. However, there can be a conflict between GFM converter and DC voltage control when they are used in combination. This paper presents a rigorous control design for a GFM converter that connects the DC-link voltage to the power angle of the converter, thereby integrating DC voltage control with GFM capability. The proposed control is validated through small-signal and transient-stability analyses on a modular multilevel converter (MMC)-based HVDC system with a point-to-point (P2P) GFM-GFM configuration. The results demonstrate that employing a GFM-GFM configuration with the proposed control enhances the stability of the AC system to which it is connected. The system exhibits low sensitivity to grid strength and can sustain islanding conditions. The high stability limit of the system with varying grid strength using the proposed control is validated using a system with four voltage source converters.
成网变流器在可再生能源系统中的稳定作用得到了广泛的认可。将GFM变换器集成到高压直流(HVDC)系统中需要直流电压控制。然而,当GFM变换器和直流电压控制组合使用时,它们之间可能存在冲突。本文提出了一种严格的GFM变换器的控制设计,将直流链路电压与变换器的功率角相连接,从而将直流电压控制与GFM能力相结合。通过对基于模块化多电平变换器(MMC)的点对点(P2P) GFM-GFM结构的高压直流系统进行小信号和暂态稳定性分析,验证了该控制方法的有效性。结果表明,采用GFM-GFM结构与所提出的控制可以提高所连接的交流系统的稳定性。该系统对栅格强度的敏感性较低,能够维持孤岛状态。通过一个带有四个电压源变换器的系统,验证了该控制方法在变电网强度条件下的高稳定极限。
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引用次数: 0
Series-Parallel Sequence Impedance Models of Multi-Loop Grid-Forming Converters 多回路并网变换器串并联序阻抗模型
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-27 DOI: 10.35833/MPCE.2024.000676
Xiaokuan Jin;Jianhua Wang;Han Yan;Xijun Ni;Zhendong Ji;Baojian Ji;Ding Wan
The gradual penetration of grid-forming (GFM) converters into new power systems with renewable energy sources may result in the emergence of small-signal instability issues. These issues can be elucidated using sequence impedance models, which offer a more tangible and meaningful interpretation than dq-domain impedance models and state-space models. However, existing research has primarily focused on the impact of power loops and inner control loops in GFM converters, which has not yet elucidated the precise physical interpretation of inner voltage and current loops of GFM converters in circuits. This paper derives series-parallel sequence impedance models of multi-loop GFM converters, demonstrating that the voltage loop can be regarded as a parallel impedance and the current loop as a series impedance. Consequently, the corre-sponding small-signal stability characteristics can be identified through Bode diagrams of sequence impedances or by examining the physical meanings of impedances in series and in parallel. The results indicate that the GFM converter with a single power loop is a candidate suitable for application in new power systems, given its reduced number of control parameters and enhanced low-frequency performance, particularly in weak grids. The results of PLECS simulations and corresponding prototype experiments verify the accuracy of the analytical analysis under diverse grid conditions.
并网变流器逐渐渗透到具有可再生能源的新电力系统中,可能会导致小信号不稳定问题的出现。序列阻抗模型可以比dq域阻抗模型和状态空间模型提供更切实、更有意义的解释。然而,现有的研究主要集中在功率回路和内部控制回路对GFM变换器的影响上,尚未阐明电路中GFM变换器内部电压回路和电流回路的精确物理解释。本文推导了多环GFM变换器的串并联序阻抗模型,证明了电压环可以看作并联阻抗,电流环可以看作串联阻抗。因此,可以通过序列阻抗的波德图或通过检查串联和并联阻抗的物理含义来识别相应的小信号稳定性特性。结果表明,单功率环的GFM变换器具有减少控制参数数量和提高低频性能的优点,适合应用于新型电力系统,特别是在弱电网中。PLECS仿真和相应的样机实验结果验证了不同网格条件下解析分析的准确性。
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引用次数: 0
Dynamic Analysis of Uniformity and Difference for Grid-following and Grid-forming Voltage Source Converters Using Phasor and Topological Homology Methods 基于相量和拓扑同调方法的顺网和成网电压源变换器均匀性和差异性动态分析
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-27 DOI: 10.35833/MPCE.2024.000722
Haiyu Zhao;Hongyu Zhou;Wei Yao;Qihang Zong;Jinyu Wen
Grid-following voltage source converter (GFL-VSC) and grid-forming voltage source converter (GFM-VSC) have different dynamic characteristics for active power-frequency and reactive power-voltage supports of the power grid. This paper aims to clarify and recognize the difference between grid-following (GFL) and grid-forming (GFM) frequency-voltage support more intuitively and clearly. Firstly, the phasor model considering circuit constraints is established based on the port circuit equations of the converter. It is revealed that the voltage and active power linearly correspond to the horizontal and vertical axes in the phasor space referenced to the grid voltage pha-sore Secondly, based on topological homology, GFL and GFM controls are transformed and mapped into different trajectories. The topological similarity of the characteristic curves for GFL and GFM controls is the essential cause of their uniformity. Based on the above model, it is indicated that GFL-VSC and GFM-VSC possess uniformity with regard to active power response, type of coupling, and phasor trajectory. They differ in synchronization, power coupling mechanisms, dynamics, and active power-voltage operation domain in the quasi-steady state. Case studies are undertaken on GFL-VSC and GFM-VSC integrated into a four-machine two-area system. Simulation results verify that the dynamic uniformity and difference of GFL-VSC and GFM-VSC are intuitively and comprehensively revealed.
电网跟随电压源变流器(GFL-VSC)和电网形成电压源变流器(GFM-VSC)对电网的有功功率-频率和无功功率-电压支持具有不同的动态特性。本文旨在更直观、清晰地阐明和认识电网跟随型(GFL)和电网形成型(GFM)频率-电压支持的区别。首先,基于变流器的端口电路方程,建立了考虑电路约束的相量模型。其次,基于拓扑同源性,将 GFL 和 GFM 控制变换并映射为不同的轨迹。GFL 和 GFM 控制器特征曲线的拓扑相似性是其一致性的根本原因。根据上述模型,GFL-VSC 和 GFM-VSC 在有功功率响应、耦合类型和相位轨迹方面具有一致性。它们在同步、功率耦合机制、动态以及准稳定状态下的有功功率-电压运行域方面存在差异。对集成到四机双区系统中的 GFL-VSC 和 GFM-VSC 进行了案例研究。仿真结果验证了 GFL-VSC 和 GFM-VSC 的动态均匀性和差异得到了直观而全面的揭示。
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引用次数: 0
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