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A stochastic simulation-based approach for sizing DRES penetration level and BESS capacity in distribution grids 基于随机模拟的配电网 DRES 渗透水平和 BESS 容量确定方法
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-08 DOI: 10.1016/j.ijepes.2024.110164

The extensive integration of distributed renewable energy resources (DRES) can lead to several issues in power grids, particularly in distribution grids, due to their inherent intermittency. This paper presents a stochastic simulation-based approach to estimate the maximum permissible penetration level of DRES and to determine the optimal capacity of centralized battery energy storage systems (BESS) in distribution networks while adhering to technical constraints. The stochastic method creates a wide range of scenarios under various conditions. For each scenario, our proposed approach calculates the maximum allowable penetration level of DRES and the required BESS capacity with different DRES control logics. The maximum allowable penetration level of DRES and the requirements of the BESS capacity are determined by an analysis of various simulation results. This paper’s unique contribution lies in equipping distribution system operators (DSOs) with the ability to compare results and select the most appropriate voltage control and power smoothing methods. This aids in mitigating challenges associated with overvoltage and intermittency issues arising from DRES-generated power, thereby enhancing the overall resilience and reliability of the power grid. Case studies that include four voltage control algorithms and three power smoothing methods demonstrate the universality and effectiveness of the proposed approach.

由于分布式可再生能源资源(DRES)固有的间歇性,其广泛集成可能会导致电网,尤其是配电网出现一些问题。本文提出了一种基于随机模拟的方法,用于估算 DRES 的最大允许渗透水平,并确定配电网中集中式电池储能系统 (BESS) 的最佳容量,同时遵守技术限制。随机方法可在各种条件下创建多种情景。针对每种情况,我们提出的方法都能计算出 DRES 的最大允许渗透水平,以及不同 DRES 控制逻辑下所需的 BESS 容量。通过对各种模拟结果的分析,确定了 DRES 的最大允许渗透水平和 BESS 容量要求。本文的独特贡献在于为配电系统运营商(DSO)提供了比较结果并选择最合适的电压控制和功率平滑方法的能力。这有助于减轻与 DRES 发电产生的过电压和间歇性问题相关的挑战,从而提高电网的整体恢复能力和可靠性。案例研究包括四种电压控制算法和三种功率平滑方法,证明了所提方法的普遍性和有效性。
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引用次数: 0
TSO-DSO interface flow pricing: A bilevel study on efficiency and cost allocation TSO-DSO 接口流量定价:关于效率和成本分配的双层研究
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-08 DOI: 10.1016/j.ijepes.2024.110155

In the context of increasing distributed flexibility, enhanced TSO-DSO coordination is needed when procuring and activating flexibility. The literature shows that pricing the changes in the power flow over the TSO-DSO interfacing substation leads to optimal flexibility procurement cost in sequential TSO-DSO flexibility markets. This paper proposes a bilevel model, considering a TSO leader which sets interface flow prices freely, and DSO-followers in a Stackelberg game. This game-theoretical approach allows for the identification of regulatory risks and the testing of regulatory mechanisms. Based on two case studies, results show that, if left unregulated, the strategic TSO creates significant cost allocation distortions, creating unwanted financial transfers from DSOs to the TSO. However, when acting strategically, the TSO also activates (or leads to the activation of) economical flexibility providers, having as a reference the first-best option, namely the Common Coordination Scheme (CS). Leveraging on these results, a cap and floor mechanism is proposed, limiting unwanted cost allocation distortions and retaining incentives for efficient flexibility activations. Results showcase that a Fragmented CS with regulated interface flow prices could be an efficient second-best compared to the Common CS, outperforming other regulatory options found in the literature.

在分布式灵活性不断提高的背景下,需要在采购和激活灵活性时加强 TSO-DSO 协调。文献表明,对 TSO-DSO 接口变电站的电力流变化进行定价,可使 TSO-DSO 连续灵活性市场中的灵活性采购成本达到最优。本文提出了一个双层模型,考虑了自由设定接口流量价格的 TSO 领导者和 Stackelberg 博弈中的 DSO 追随者。这种博弈理论方法有助于识别监管风险和测试监管机制。基于两个案例的研究结果表明,如果不进行监管,战略性 TSO 会造成严重的成本分配扭曲,导致不必要的资金从 DSO 转移到 TSO。然而,在采取战略行动时,TSO 也会激活(或导致激活)经济灵活度提供商,并以第一最佳方案(即共同协调方案 (CS))为参考。基于这些结果,我们提出了一种上限和下限机制,以限制不必要的成本分配扭曲,并保持对高效灵活性激活的激励。结果表明,与共同协调方案相比,具有监管接口流量价格的分散协调方案是一个高效的次优方案,优于文献中发现的其他监管方案。
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引用次数: 0
Stability Analysis Method of a Hierarchical Control Structure Microgrid Based on a Small-Signal Model and Hopf Bifurcation Theory 基于小信号模型和霍普夫分岔理论的分层控制结构微电网稳定性分析方法
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-06 DOI: 10.1016/j.ijepes.2024.110157

To the oscillation and stability problem caused by multi-scale and broadband electromagnetic dynamics among many isomerized power electronic devices in a microgrid, a small-signal model of hierarchical control structure microgrid and stability analysis method based on oscillation trajectories are proposed. Moreover, a hierarchical control structure is used as the research object in microgrid, and the analysis is performed based on the small-signal model and Hopf bifurcation theory. First, the small-signal model of the hierarchical control structure microgrid is established, combining the dominant eigenvalue and participation factor analysis methods, to analyze the influence of the controller and related sensitive parameters on the dynamic performance of the system. Then, based on the small-signal model and Hopf bifurcation theory, a stability analysis method based on oscillation trajectories is proposed. The relationship between different oscillation modes and limit cycles in the microgrid system and the influence of the sag control parameter values on the oscillation trajectory and stability domain of the system are researched on. Combining Hopf bifurcation theory and oscillation trajectory to delineate the stable domain of parameter trajectories, the influence of secondary control on the system stability is analyzed under different oscillation trajectories and load disturbances, revealing the corresponding relationship between the state trajectories of different oscillation modes and system stability of a hierarchical control structure microgrid. Based on the proposed oscillating trajectories, the stability analysis method has sufficient universality for studying the impact of system stability, establishing the parameter selection standards for the design of microgrids. Finally, according to the verification results, the correctness and applicability of above methods are verified.

针对微电网中众多异构电力电子装置之间的多尺度、宽带电磁动力学引起的振荡和稳定性问题,提出了分层控制结构微电网的小信号模型和基于振荡轨迹的稳定性分析方法。并以微网中的分层控制结构为研究对象,基于小信号模型和霍普夫分岔理论进行分析。首先,建立分层控制结构微电网的小信号模型,结合显性特征值和参与因子分析方法,分析控制器及相关敏感参数对系统动态性能的影响。然后,基于小信号模型和霍普夫分岔理论,提出了基于振荡轨迹的稳定性分析方法。研究了微电网系统中不同振荡模式和极限循环之间的关系,以及下垂控制参数值对系统振荡轨迹和稳定域的影响。结合霍普夫分岔理论和振荡轨迹划分参数轨迹的稳定域,分析了不同振荡轨迹和负荷扰动下二次控制对系统稳定性的影响,揭示了分层控制结构微电网不同振荡模式的状态轨迹与系统稳定性之间的对应关系。基于所提出的振荡轨迹,该稳定性分析方法在研究系统稳定性的影响方面具有足够的普适性,为微电网的设计建立了参数选择标准。最后,根据验证结果,验证了上述方法的正确性和适用性。
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引用次数: 0
Addressing challenges inverse problem with convolutional neural networks and regulation techniques: Applications in extraction of physical parameters of semiconductors devices 利用卷积神经网络和调节技术解决逆问题:半导体器件物理参数提取中的应用
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-06 DOI: 10.1016/j.ijepes.2024.110172

The instability of the inverse problem is caused by its nonlocal and non-causal nature. This study addresses the inverse problem of determining the physical parameters of semiconductor devices. Based on statistical inversion theory, the probability distribution (posterior distribution) of the SBHs has been estimated by convolutional neural networks. Regularization techniques were then applied to such a distribution to accurately determine the SBHs of semiconductor devices. The results reveal that the fluctuations in the predicted SBHs by convolutional neural networks are similar to the amplitude between the upper and lower envelopes of the free decay curve. The method achieves a maximum relative error below 3.4% when using theoretical diode current–voltage data as input and maintains a relative error of less than 7% when compared to traditional methods when using experimental current–voltage data. Furthermore, the proposed method offers a mathematical interpretation of the inverse problem and demonstrates the capability of the proposed method to extract the physical parameters of semiconductor devices with a small amount of data.

逆问题的不稳定性是由其非局部性和非因果性造成的。本研究解决了确定半导体器件物理参数的逆问题。基于统计反演理论,卷积神经网络估算了 SBH 的概率分布(后验分布)。然后将正则化技术应用于该分布,以精确确定半导体器件的 SBHs。结果表明,卷积神经网络预测的 SBH 波动与自由衰减曲线上下包络线之间的振幅相似。在使用二极管电流-电压理论数据作为输入时,该方法的最大相对误差低于 3.4%;在使用电流-电压实验数据时,与传统方法相比,该方法的相对误差保持在 7% 以下。此外,所提出的方法还提供了对逆问题的数学解释,并证明了所提出的方法能够利用少量数据提取半导体器件的物理参数。
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引用次数: 0
Three-vector model predictive power control of doubly fed induction generator based on linear extended state observer under unbalanced grid 不平衡电网下基于线性扩展状态观测器的双馈感应发电机三矢量模型预测功率控制
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-06 DOI: 10.1016/j.ijepes.2024.110168

Doubly-fed induction generator (DFIG) is susceptible to unbalanced grid voltage and mismatched motor parameters during grid-connected operation. The conventional model predictive control (MPC) has low complexity and fast dynamic response, which is widely used in the control of DFIG. However, it has a high steady-state ripple, large computation, and poor robustness. This paper proposes a three-vector model predictive power control based on linear extended state observer (TVMPPC-LESO) to solve the above problems. The method introduces linear extended state observer (LESO) to estimate the system’s lumped disturbance, which makes the calculation of the rotor reference voltage less dependent on the motor parameters to improve the robustness of the MPC. On this basis, the number of switches is decreased and the steady-state ripple is lowered by applying three voltage vectors in a control period and optimizing the switching sequence acting on the rotor-side converter (RSC). By adding a flexible power compensation value to the original power reference value, the TVMPPC-LESO can be extended to unbalanced grids and improve the grid-connected performance of the DFIG. The simulation and experimental results validate its effectiveness by comparing it with conventional MPC, direct power control with space vector modulation based on extended power theory (EXDPC-SVM), and three-vector-based model predictive power control (TV-MPPC).

双馈感应发电机(DFIG)在并网运行过程中容易受到电网电压不平衡和电机参数不匹配的影响。传统的模型预测控制(MPC)具有复杂度低、动态响应快等优点,被广泛应用于双馈异步发电机的控制中,但其稳态纹波大、计算量大、鲁棒性差。本文提出了一种基于线性扩展状态观测器的三矢量模型预测功率控制(TVMPPC-LESO)来解决上述问题。该方法引入了线性扩展状态观测器(LESO)来估计系统的叠加扰动,使转子参考电压的计算对电机参数的依赖性降低,从而提高了 MPC 的鲁棒性。在此基础上,通过在一个控制周期内应用三个电压矢量并优化作用于转子侧变流器(RSC)的开关顺序,减少了开关数量并降低了稳态纹波。通过在原始功率参考值上添加灵活的功率补偿值,TVMPPC-LESO 可以扩展到不平衡电网,并改善双馈变流器的并网性能。 仿真和实验结果验证了其有效性,并将其与传统 MPC、基于扩展功率理论的空间矢量调制直接功率控制(EXDPC-SVM)和基于三矢量的模型预测功率控制(TV-MPPC)进行了比较。
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引用次数: 0
Simultaneous sizing and energy management of multi-energy Virtual Power Plants operating in regulated energy markets 在受监管的能源市场中运行的多能源虚拟电厂的同步规模和能源管理
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-05 DOI: 10.1016/j.ijepes.2024.110171

This research analyses the case of a Virtual Power Plant (VPP) in regulated electricity markets, trading energy with the consumers and the grid under a Power Purchase Agreement (PPA). The VPP propagates the deployment of solar PVs while balancing its intermittency with a dispatchable power plant, which is assumed in this research to be a CCHP, supplying cooling, heating, and power. The VPP also integrates energy storage systems for a comprehensive assessment. Traditionally, the VPP concept has not been introduced in regulated markets, but it is widely researched in deregulated markets where VPPs trade energy with the electricity grid for profit maximisation. In regulated markets, a special architecture is proposed for a VPP that mediates between residential compounds and electricity grids for profit maximization and energy demand coverage, thus converting the compound into a power generator with minimum dependence on the grid for its energy demand. In the literature on aggregated energy systems in regulated markets, it is usually overlooked to perform detailed energy modelling and optimisation on an hourly level. Only basic rule-based frameworks for energy management are proposed. In this research, it is initially assumed that since the VPP integrates multi-energy components supplying heating, cooling and electricity, optimization of the output of each component for a common profit maximization, is necessary. However, in VPP-related literature, the capacity of each component, which is a main input for energy modelling, is traditionally assumed and not assessed. Therefore, the research aims to explore how to find the optimal capacity configuration of the residential VPP that achieves optimal profit. The paper analyses an iterative exhaustive search framework, integrating the 2-levels of energy optimisation (hourly profit maximisation objective) and capacities optimisation (Life cycle CAPEX & OPEX minimisation). Compared to baseline cases, where only energy optimisation is performed, and capacities are assumed and not assessed in terms of capital investment, the proposed framework achieved a higher annual profit by 3.1 % and a payback period of 11 years. The results also provide comprehensive 3D charts drawing the relations between the achieved profit against capacities configurations, thus allowing high-level decision-making. The results also prove the hypothesis that hourly energy optimisation should not be performed without investment cost assessment and that targeting the minimization of investment costs will indirectly benefit the achieved profit.

本研究分析了受监管电力市场中虚拟发电厂(VPP)的案例,该发电厂根据购电协议(PPA)与消费者和电网进行能源交易。VPP 推广太阳能光伏发电的部署,同时与可调度电厂平衡其间歇性,本研究假设可调度电厂为冷热电三联供,提供制冷、供热和供电。VPP 还整合了储能系统,以进行综合评估。传统上,VPP 概念并未被引入管制市场,但在放松管制的市场中得到了广泛研究,在放松管制的市场中,VPP 与电网进行能源交易,以实现利润最大化。在管制市场中,有人提出了一种 VPP 的特殊架构,它在住宅区和电网之间进行调解,以实现利润最大化和能源需求覆盖率,从而将住宅区转化为发电厂,使其能源需求对电网的依赖降至最低。在有关受监管市场的综合能源系统的文献中,通常忽略了以小时为单位进行详细的能源建模和优化。只提出了基于规则的基本能源管理框架。在本研究中,最初假设由于 VPP 集成了供热、供冷和供电等多种能源组件,因此有必要对每个组件的输出进行优化,以实现共同的利润最大化。然而,在与 VPP 相关的文献中,作为能源建模主要输入的每个组件的容量传统上都是假定的,并未进行评估。因此,本研究旨在探讨如何找到住宅 VPP 的最佳容量配置,以实现最佳利润。本文分析了一个迭代穷举搜索框架,整合了两个层面的能源优化(每小时利润最大化目标)和容量优化(生命周期 CAPEX & OPEX 最小化)。与只进行能源优化、假设产能且不评估资本投资的基线情况相比,建议的框架实现了更高的年利润(3.1%)和 11 年的投资回收期。研究结果还提供了全面的三维图表,描绘了实现的利润与产能配置之间的关系,从而为高层决策提供了依据。结果还证明了一个假设,即每小时能源优化不应在没有投资成本评估的情况下进行,以投资成本最小化为目标将间接有利于实现利润。
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引用次数: 0
Efficient power system year-round hourly operation simulation based on multi-stage Stochastic Dual Dynamic Integer Programming 基于多阶段随机双动态整数编程的高效电力系统全年小时运行模拟
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-05 DOI: 10.1016/j.ijepes.2024.110158

In the context of power systems increasingly reliant on renewable energy sources, the consideration of uncertainty becomes paramount for year-round hourly operational simulations aimed at assessing the efficacy of power grid development strategies. While multi-stage stochastic programming has been effective in capturing multi-scale power fluctuations, its adoption faces challenges related to computational complexity and convergence performance. To address these issues, this paper presents a novel fast multi-stage stochastic unit commitment method tailored for year-round hourly operational simulation. This method strategically incorporates the expectations of a limited number of future stages to expedite the iteration process, thereby mitigating computational burdens. The annual time-series data is adaptively segmented based on the fluctuation characteristics of power and load, ensuring a balanced sub-problem scale aligned with the number of stages. Results from rigorous testing across multiple standard cases demonstrate that the proposed method consistently achieves optimal lower bounds within 6-8 iterations, resulting in significant computational time savings of up to 50%. Furthermore, the efficacy of the proposed method is showcased through its application in the annual operational simulation of a real-world provincial high-voltage power grid in China.

在电力系统日益依赖可再生能源的背景下,考虑不确定性对于全年每小时的运行仿真至关重要,旨在评估电网发展战略的有效性。虽然多阶段随机编程在捕捉多尺度电力波动方面非常有效,但其应用面临着计算复杂性和收敛性能方面的挑战。为解决这些问题,本文提出了一种为全年每小时运行模拟量身定制的新型快速多阶段随机机组承诺方法。该方法战略性地纳入了对未来有限阶段的预期,以加快迭代过程,从而减轻计算负担。年度时间序列数据根据电力和负荷的波动特性进行自适应分割,确保子问题规模与阶段数量保持平衡。多个标准案例的严格测试结果表明,所提出的方法可在 6-8 次迭代内持续实现最优下限,从而显著节省计算时间达 50%。此外,该方法还被应用于中国某省高压电网的年度运行仿真,从而展示了其功效。
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引用次数: 0
Enhancing stability control of Phase-Locked loop in weak power grids 加强弱电网中锁相环的稳定性控制
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-03 DOI: 10.1016/j.ijepes.2024.110145

This paper analyzes the factors affecting the stability of phase-locked loops (PLLs) in weak power grids. By establishing a PLL model in weak power grids, it is found that line impedance, grid frequency disturbances, and output power all have an impact on PLL stability. The influence of line impedance, grid frequency disturbances, and output power on PLL is analyzed using the phase plane method. Additionally, it is observed that increasing the PLL damping ratio can enhance PLL stability, but when the damping ratio exceeds the critical damping ratio, PLL instability may occur. Therefore, this paper divides the controllable range of PLL into two cases: damping ratio greater than the critical damping ratio and damping ratio less than the critical damping ratio. For the case where the damping ratio is less than the critical damping ratio, a transient virtual inductance control method is proposed to enhance the PLL damping ratio and improve PLL stability without introducing power coupling. For the case where the damping ratio is greater than the critical damping ratio, PLL adaptive parameter adjustment control is proposed to ensure that the PLL trajectory does not diverge by increasing the PLL adjustment time without increasing the damping ratio, thus improving VSC stability. Finally, a comparison with conventional methods is conducted, and the feasibility and correctness are analyzed through time-domain simulations, followed by presenting the result analysis.

本文分析了影响弱电网中锁相环(PLL)稳定性的因素。通过建立弱电网中的锁相环模型,发现线路阻抗、电网频率干扰和输出功率都会对锁相环的稳定性产生影响。利用相位平面法分析了线路阻抗、电网频率干扰和输出功率对 PLL 的影响。此外,还发现增加 PLL 阻尼比可以提高 PLL 的稳定性,但当阻尼比超过临界阻尼比时,可能会出现 PLL 不稳定。因此,本文将 PLL 的可控范围分为两种情况:阻尼比大于临界阻尼比和阻尼比小于临界阻尼比。对于阻尼比小于临界阻尼比的情况,本文提出了一种瞬态虚拟电感控制方法,在不引入功率耦合的情况下提高 PLL 的阻尼比,改善 PLL 的稳定性。对于阻尼比大于临界阻尼比的情况,提出了 PLL 自适应参数调整控制,在不增加阻尼比的情况下,通过增加 PLL 调整时间来确保 PLL 轨迹不发散,从而提高 VSC 稳定性。最后,与传统方法进行比较,通过时域仿真分析其可行性和正确性,并给出结果分析。
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引用次数: 0
Detection of faulted phases in a medium-voltage main feeder using the cyber grid guard system with distributed ledger technology 利用分布式账本技术的网络电网防护系统检测中压主馈线的故障相位
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-01 DOI: 10.1016/j.ijepes.2024.110162

Modern electrical grids have intelligent electronic devices (IEDs) such as protective relays that use internal logic to detect the types of electrical faults. The increasing integration of distributed energy sources and the resulting complexity of electrical grid communication architectures necessitates enhanced robustness of IEDs’ monitoring while maintaining security against potential cyber threats. In this study, a backup electrical faulted phase detection method with a distributed ledger technology (DLT) platform was implemented. Cyber Grid Guard software was developed to collect phase currents and voltages transmitted through IEC 61850 GOOSE messages, detect faulted phases from the IEDs using the GOOSE data, and validate the data by hashing them and storing them in the distributed ledger. In this way, the hashed data were run into an electrical faulted phase algorithm based on using a current threshold for detecting the faulted phases in the medium-voltage main feeder of an electrical substation. The detection of the electrical faulted phases was assessed in a real-time simulator with protective relays, meters, the software framework, and DLT in the loop. The proposed method provides secure and reliable backup detection external to the IEDs, and DLT validation enhances system security and trust.

现代电网拥有智能电子设备 (IED),如利用内部逻辑检测电气故障类型的保护继电器。分布式能源的日益集成以及由此导致的电网通信架构的复杂性,要求增强 IED 监测的鲁棒性,同时保持安全以应对潜在的网络威胁。在这项研究中,利用分布式账本技术(DLT)平台实现了一种备用电力故障相位检测方法。开发的 Cyber Grid Guard 软件可收集通过 IEC 61850 GOOSE 报文传输的相电流和电压,使用 GOOSE 数据检测 IED 的故障相位,并通过散列验证数据并将其存储到分布式账本中。通过这种方式,散列数据被输入电气故障相位算法,该算法基于使用电流阈值来检测变电站中压主馈线中的故障相位。电气故障相位的检测在实时模拟器中进行了评估,模拟器中包括保护继电器、仪表、软件框架和环路中的 DLT。所提出的方法在 IED 外部提供了安全可靠的备份检测,而 DLT 验证增强了系统的安全性和可信度。
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引用次数: 0
Automatic voltage control considering demand response: Approximatively completed observed Markov decision process-based reinforcement learning scheme 考虑需求响应的自动电压控制:基于马尔可夫决策过程的近似完成观察强化学习方案
IF 5 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-01 DOI: 10.1016/j.ijepes.2024.110156

To fully utilize the voltage regulation capacity of flexible load and distributed generations (DGs), we propose a novel Approximatively Completed Observed Markov Decision Process-based (ACOMDP-based) Reinforcement Learning (RL) (namely, ACMRL) scheme for a multi-objective Automatic Voltage Control (AVC) problem considering Differential Increment Incentive Mechanism (DIIM)-based Incentive-Based Demand Response (IBDR). Firstly, we propose a DIIM to motivate high-flexibility consumers to achieve maximum potential in real-time voltage control while ensuring the best economy. Secondly, we characterize the multi-objective AVC problem as an ACOMDP model, transformed from the Partially Observable Markov Decision Process (POMDP) model, by introducing a novel hidden system state vector that incorporates the belief state, and the high confidence probability vector. The belief state and the high-confidence probability vector describe the probability distribution extracted from the historical observed state, portraying the precise state and the uncertainty existing in the state update process. Then, the ACOMDP block is inputted into the RL block, which adopts a modified underlying network architecture with the Asynchronous Advantage Actor-Critic (MA3C) algorithm embedded with the Shared Modular Policies(SMP) module. The MA3C-based RL block, characterized by enhanced communication efficiency, enables expedited generation of optimal decision-making actions even in the face of substantial uncertainty. Case studies are conducted in a practical district in Suzhou, China, and simulation results validate the superior performance of the proposed methodology.

为了充分利用灵活负载和分布式发电(DGs)的电压调节能力,我们针对考虑了基于差分增量激励机制(DIIM)的多目标自动电压控制(AVC)问题,提出了一种基于近似完成观测马尔可夫决策过程(ACOMDP)的强化学习(RL)(即 ACMRL)方案。首先,我们提出了一种 DIIM,以激励高灵活性用户在实时电压控制中发挥最大潜力,同时确保最佳经济性。其次,我们将多目标 AVC 问题表征为一个 ACOMDP 模型,该模型由部分可观测马尔可夫决策过程(POMDP)模型转化而来,引入了一个包含信念状态和高置信度概率向量的新型隐藏系统状态向量。信念状态和高置信度概率向量描述了从历史观测状态中提取的概率分布,描绘了状态更新过程中存在的精确状态和不确定性。然后,将 ACOMDP 模块输入 RL 模块,RL 模块采用经过改进的底层网络架构,在共享模块化策略(SMP)模块中嵌入了异步优势行动者批判(MA3C)算法。基于 MA3C 的 RL 模块具有更高的通信效率,即使在面临重大不确定性的情况下,也能快速生成最佳决策行动。在中国苏州的一个实际地区进行了案例研究,仿真结果验证了所提方法的优越性能。
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International Journal of Electrical Power & Energy Systems
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