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Power System Decarbonization: A Comparison Between Carbon Taxes and Forcing Coal Power Plant Retirements 电力系统去碳化:碳税与强制淘汰煤电厂的比较
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-06-12 DOI: 10.1109/TSTE.2024.3413593
Jing Peng;Jesse Buchsbaum;Catherine Hausman;Johanna L. Mathieu
The U.S. power system faces a 2035 decarbonization target, though the exact pathway to the target remains unclear. Policy instruments, like carbon taxes and forcing coal plants to retire through various mechanisms, could help achieve the target. It is critical to analyze and compare decarbonization policies as different policies lead to different costs, emissions pathways, and political challenges. In this paper, we explore the ramifications of adopting alternative decarbonization policies. We assume a particular carbon tax to be the benchmark policy and compare it to alternative carbon tax and forced coal retirement policies in terms of emissions and costs. We use a power system dispatch model that co-optimizes unit commitment, energy, and frequency regulation capacity to simulate system evolution over multiple years, including retirements and renewables/storage expansion, under each policy. Our case study highlights the trade-offs between policies. We find that, counter-intuitively, higher carbon taxes do not always achieve lower emissions due to the complexity of dispatch, resulting profits and retirements, and the addition of renewables/storage. In contrast, forced coal retirements result in lower power system costs but higher emissions than the benchmark policy, with a large range of possible outcomes across different retirement cases.
美国电力系统面临着 2035 年去碳化的目标,但实现这一目标的具体途径仍不明确。碳税和通过各种机制迫使煤电厂退役等政策工具可以帮助实现这一目标。分析和比较去碳化政策至关重要,因为不同的政策会导致不同的成本、排放路径和政治挑战。在本文中,我们探讨了采用其他去碳化政策的影响。我们假定某项碳税为基准政策,并将其与其他碳税和强制煤炭退役政策在排放和成本方面进行比较。我们使用了一个电力系统调度模型,该模型对机组承诺、能源和频率调节能力进行了共同优化,以模拟在每种政策下多年的系统演变,包括退役和可再生能源/储能的扩展。我们的案例研究强调了不同政策之间的权衡。我们发现,与直觉相反,由于调度的复杂性、由此产生的利润和退役以及可再生能源/储能的增加,较高的碳税并不总能实现较低的排放。相反,与基准政策相比,强制煤炭退役会导致电力系统成本更低,但排放却更高,不同退役情况下的可能结果范围很大。
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引用次数: 0
Nonlinear Behavior and Transient Stability of Grid-Following Converters Using Direct Power Control Under Weak Grid 弱电网下使用直接功率控制的并网变流器的非线性行为和暂态稳定性
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-06-12 DOI: 10.1109/TSTE.2024.3413343
Chao Charles Liu;Chi K. Tse;Jingxi Yang
Ensuring reliable operation of renewable energy sources requires robust grid-connected converters. Depending on the choice of synchronization methods, grid-connected converters may exhibit distinct nonlinear behavior that plays a vital role in determining their transient stability. Recently, the grid-voltage-modulated direct power control (DPC) has been proposed as an alternative to the conventional phase-locked loop (PLL) to enhance the dynamic response of the grid-following converter (GFLC). However, existing studies have primarily treated the DPC-based GFLC as a linear system. In this paper, we investigate the nonlinear behavior of this converter under weak grids using a large-signal model based on double reference frames. Our findings reveal that the DPC-based GFLC demonstrates sustained oscillation. Interestingly, the stable periodic orbit observed does not arise from a Hopf bifurcation but rather a saddle-node bifurcation of periodic orbits. This critical bifurcation is characterized by the coexistence of a stable periodic orbit and a stable equilibrium point, resulting in a sudden contraction of the converter's stability region. Furthermore, we provide a comparison between the nonlinear behavior of PLL-based GFLCs and DPC-based GFLCs. To validate our findings, we present full-circuit simulations and laboratory experiments.
确保可再生能源的可靠运行需要稳健的并网变流器。根据同步方法的选择,并网变流器可能会表现出不同的非线性行为,这在决定其瞬态稳定性方面起着至关重要的作用。最近,有人提出用电网电压调制直接功率控制(DPC)来替代传统的锁相环(PLL),以增强电网跟随转换器(GFLC)的动态响应。然而,现有研究主要将基于 DPC 的 GFLC 视为线性系统。在本文中,我们使用基于双参考帧的大信号模型研究了该转换器在弱电网下的非线性行为。我们的研究结果表明,基于 DPC 的 GFLC 显示出持续振荡。有趣的是,所观察到的稳定周期轨道并非来自霍普夫分岔,而是周期轨道的鞍节点分岔。这种临界分岔的特点是稳定的周期轨道和稳定的平衡点共存,导致转换器的稳定区域突然收缩。此外,我们还比较了基于 PLL 的 GFLC 和基于 DPC 的 GFLC 的非线性行为。为了验证我们的发现,我们进行了全电路仿真和实验室实验。
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引用次数: 0
Graph Spatio-Temporal Networks for Condition Monitoring of Wind Turbine 用于风力涡轮机状态监测的图时空网络
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-06-10 DOI: 10.1109/TSTE.2024.3411884
Xiaohang Jin;Shengye Lv;Ziqian Kong;Hongchun Yang;Yuanming Zhang;Yuanjing Guo;Zhengguo Xu
Condition monitoring of wind turbines (WTs) is essential for advancing wind energy. Existing data-driven methods heavily rely on deep learning and big data, leading to challenges in distinguishing true faults from false alarms, impacting operational decisions negatively. Thus, this paper proposes a spatio-temporal graph neural network framework that incorporates prior knowledge. Prior WT knowledge is utilized by establishing a spatially structured directed graph embedded in a graph attention network (GAT). The features in WTs’ supervisory control and data acquisition system are indicated by the nodes in GAT. Then, the global and local attention embedding layers as well as long short-term memory layers are employed to combine spatio-temporal information from each node. Finally, the condition monitoring in WTs’ graph and node-level are established, and a fault propagation chain at node-level is constructed for explaining condition monitoring results. To demonstrate the explainability, robustness and sensitivity of the proposed approach, a comparative analysis between a true fault case and a false alarm case are given, and anomaly detection results are also reported.
风力涡轮机(WT)的状态监测对于推进风能发展至关重要。现有的数据驱动方法在很大程度上依赖于深度学习和大数据,导致在区分真实故障和误报方面面临挑战,从而对运营决策产生负面影响。因此,本文提出了一种结合先验知识的时空图神经网络框架。通过建立嵌入图注意网络(GAT)的空间结构有向图,利用了 WT 的先验知识。风电机组的监控和数据采集系统的特征由 GAT 中的节点表示。然后,利用全局和局部注意力嵌入层以及长短期记忆层来组合来自每个节点的时空信息。最后,建立风电机组图和节点层的状态监测,并构建节点层的故障传播链来解释状态监测结果。为了证明所提方法的可解释性、鲁棒性和灵敏度,给出了真实故障案例和误报案例的对比分析,并报告了异常检测结果。
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引用次数: 0
Integrated Two-Stage Benders Decomposition and Dual Dynamic Programming for Hydrothermal-Wind Planning With Intra-Stage Cost Functions 针对具有阶段内成本函数的水热-风规划的两阶段本德尔分解和双重动态规划综合方法
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-06-10 DOI: 10.1109/TSTE.2024.3411577
Carlos Araújo Júnior;Bruno Dias;Andre Diniz
The continuous increase of renewable energy sources (RES) brings challenges to electric power system planning, since RES effects must be considered in both short-term dispatch and mid/long-term planning (MLTP). In the latter, immediate or intra-stage cost functions (ICF or ISCF) have been proposed in the literature to provide thermal generation costs for each weekly/monthly stage, to address the uncertainty and high variability of RES without explicitly discretizing the stage in hourly steps. This work proposes a combined two-stage Benders decomposition and dual dynamic programming (DDP) approach to improve the construction and consideration of such ISCF for the MLTP problem. In this case, a set of subproblems considering hourly aspects as load curve, RES intermittency and peak capacity of hydro-generation are iteratively solved in the DDP master problem of each stage, for several scenarios of RES generation profiles, along DDP iterations. Since the discretization points of the ISCF are obtained on demand, this approach yields more accurate ISCF functions, specially in multi-area systems. The methodology is validated for both a tutorial case and a case based on data from the large-scale Brazilian system, where more realistic mid-term policies are obtained when compared to current approaches, with a reduced number of subproblems.
可再生能源(RES)的持续增长给电力系统规划带来了挑战,因为在短期调度和中长期规划(MLTP)中都必须考虑可再生能源的影响。在中长期规划中,文献中提出了即时或阶段内成本函数(ICF 或 ISCF),为每周/每月的每个阶段提供热发电成本,以解决可再生能源的不确定性和高变异性问题,而无需明确地以小时为单位对阶段进行离散。本研究提出了一种结合两阶段本德斯分解和双动态编程(DDP)的方法,以改进 MLTP 问题中此类 ISCF 的构建和考虑。在这种情况下,考虑到负荷曲线、可再生能源间歇性和水力发电峰值容量等小时方面的一系列子问题,将在每个阶段的 DDP 主问题中,针对几种可再生能源发电剖面方案,在 DDP 迭代过程中求解。由于 ISCF 的离散点是按需获取的,因此这种方法能产生更精确的 ISCF 函数,特别是在多区域系统中。该方法在一个教程案例和一个基于巴西大规模系统数据的案例中都得到了验证,与现有方法相比,在减少子问题数量的情况下,获得了更切合实际的中期政策。
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引用次数: 0
Dynamic Equivalents of Active Distribution Networks Considering IBDG Transient Characteristics 考虑到 IBDG 瞬态特性的有源配电网络动态等效电路
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-06-06 DOI: 10.1109/TSTE.2024.3410289
Shanhua Hu;Yalou Li;Xing Zhang;Qing Mu;Pengfei Tian;Yizheng Xu
In modern power systems, Inverter-Based Distributed Generators (IBDGs) are rapidly increasing. Their aggregated effects alter the dynamic characteristics of the active distribution network (ADN). However, the typical model of ADNs does not consider the transient characteristics of IBDGs, leading to an inaccurate characterization of the dynamic characteristics of ADNs. This paper proposes an ADN equivalent model that considers the transient characteristics of IBDGs. Firstly, the detailed ADN model with IBDGs and the corresponding typical model are constructed, and the effect of IBDG on the accuracy of the equivalent model under large disturbances is analyzed. To characterize the transient behavior of IBDGs, the Low-Voltage-Ride-Through (LVRT) exit time is introduced. Subsequently, the AGglomerative NESting (AGNES) algorithm is used to cluster IBDGs within ADN based on their LVRT exit times. The determination of several clusters is based on multiple evaluation indexes. Then, a parameterization method is given for an ADN equivalent model structure applicable to IBDG grouping. Finally, the effectiveness of the proposed model is demonstrated by constructing practical engineering. Simulation results illustrate that the proposed model accurately reflects the transient characteristics of ADN and maintains high accuracy under different operating conditions.
在现代电力系统中,基于逆变器的分布式发电机(IBDGs)正在迅速增加。它们的聚集效应改变了有源配电网络(ADN)的动态特性。然而,ADN 的典型模型并未考虑 IBDG 的瞬态特性,导致对 ADN 动态特性的描述不准确。本文提出了一种考虑 IBDG 瞬态特性的 ADN 等效模型。首先,构建了带 IBDG 的 ADN 详细模型和相应的典型模型,并分析了 IBDG 在大扰动下对等效模型精度的影响。为了描述 IBDG 的瞬态行为,引入了低电压穿越(LVRT)退出时间。随后,使用 AGglomerative NESting(AGNES)算法,根据 IBDG 的低电压穿越退出时间在 ADN 中对其进行聚类。多个聚类的确定基于多个评价指标。然后,给出了适用于 IBDG 分组的 ADN 等效模型结构的参数化方法。最后,通过构建实际工程来证明所提模型的有效性。仿真结果表明,所提出的模型准确地反映了 ADN 的瞬态特性,并在不同的运行条件下保持了较高的精度。
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引用次数: 0
Model Predictive Control Optimization Strategy for Integrated Energy Systems: A Two-stage Dual-loop Optimization Framework 综合能源系统的模型预测控制优化策略:两阶段双环优化框架
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-06-04 DOI: 10.1109/TSTE.2024.3409370
Xing Dong;Chao Jiang;Jibin Liu;Daduan Zhao;Bo Sun
Integrated Energy Systems (IESs) are important vehicles for achieving energy conservation and emission reduction. However, operating an IES smoothly is difficult due to source–load fluctuations and the complexity of the multiple timescales of different energy flows. To tackle the challenges, this paper proposes a two-stage dual-loop optimization framework for IESs, where the two stages comprise the first stage: day-ahead cooperative optimization of source-storage-demand (DCOS), and the second stage: intraday dual-loop rolling optimization control (IDRO). In DCOS, energy storage, and integrated demand response models are established, and a carbon emission trading mechanism is introduced to achieve an economically low-carbon operating plan. In IDRO, an electric power rolling optimization model based on model predictive control is established in the inner loop, and a cooling and heating power output adjustment strategy based on user comfort event-trigger mechanism is developed in the outer loop. The proposed optimization strategy enables the coordinated operation of multiple energy flows across various time scales, effectively mitigating the imbalance between production and demand during intraday operations under source–load fluctuations scenario. In case studies, this strategy is applied to a typical IES, with simulations conducted to evaluate its performance during typical summer and winter seasons.
综合能源系统(IES)是实现节能减排的重要手段。然而,由于能源-负荷波动以及不同能源流的多重时间尺度的复杂性,综合能源系统的平稳运行十分困难。为了应对这些挑战,本文提出了一种针对 IES 的两阶段双环优化框架,其中两个阶段包括第一阶段:日前源-储-需协同优化(DCOS)和第二阶段:日内双环滚动优化控制(IDRO)。在 DCOS 中,建立了储能和综合需求响应模型,并引入了碳排放交易机制,以实现经济低碳的运营计划。在 IDRO 中,内环建立了基于模型预测控制的电力滚动优化模型,外环开发了基于用户舒适事件触发机制的冷热功率输出调整策略。所提出的优化策略可实现多种能源流在不同时间尺度上的协调运行,有效缓解源-负载波动情况下日间运行期间的生产与需求失衡问题。在案例研究中,该策略被应用于一个典型的 IES,并在典型的夏季和冬季进行了模拟,以评估其性能。
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引用次数: 0
Enhancing the Small-Signal Stability of Power Grids via Optimally Coordinating Inverter-Based Resources 通过优化协调逆变器资源增强电网的小信号稳定性
IF 8.8 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-05-31 DOI: 10.1109/tste.2024.3406758
Hui Yuan, Huanhai Xin, Zhiyi Li, Shiyang Li, Jiang Dai, Huisheng Gao
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引用次数: 0
Robust Adaptive Control of STATCOMs to Mitigate Inverter-Based-Resource (IBR)-Induced Oscillations 对 STATCOM 进行鲁棒自适应控制以减轻基于逆变器资源 (IBR) 引起的振荡
IF 8.8 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-05-24 DOI: 10.1109/tste.2024.3404555
Hui Yuan, Linbin Huang, Huisheng Gao, Di Zheng, Di Wu, Jikui Xing, Ruisheng Diao, Huanhai Xin
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引用次数: 0
A Convex Approximation Method for Smoothing Out Control of Voltage Profile at a Critical Distribution Bus Under Sharp PV Power Fluctuations 光伏功率剧烈波动下平滑控制关键配电母线电压曲线的凸近似方法
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-04-26 DOI: 10.1109/TSTE.2024.3394148
Xuanyi Xiao;Zhiyi Li;Xutao Han;Wen Huang;Guanzhong Wang;Mohammad Shahidehpour
The high penetration of photovoltaic (PV) panels in a distribution system could cause sharp fluctuations in bus voltages. This phenomenon could induce abnormal operations in high-precision equipment or result in erroneous computer memory functions. To handle this issue, this paper proposes a voltage control to smooth out a critical bus voltage, without utilizing the local controllable devices, while maintaining the bus voltages across the distribution system within the allowable range. First, a smoothing out control of voltage is proposed and theoretically proved to mitigate the voltage fluctuations at the critical bus by the first-order inertia. Second, an optimization model is proposed for the coordinated voltage control, which coordinates the actions of discrete control devices with the smoothing out control of PV inverters. A novel convex approximation method is proposed to transform the nonconvex model into an approximate convex model. It is theoretically proved that the solutions obtained by solving the approximation model can control the bus voltages across the distribution system within the allowable range. Last, the proposed voltage control is simulated in 15-bus and 51-bus distribution systems. The 6-minute and 24-hour simulations show that a single voltage fluctuation and the sum of squared voltage fluctuations at a critical bus are reduced by 22.4% and 36.5%, respectively, as compared to the results offered by using the existing benchmark control method.
配电系统中光伏(PV)电池板的高渗透率会导致母线电压急剧波动。这种现象可能会导致高精密设备运行异常或计算机内存功能出错。为解决这一问题,本文提出了一种电压控制方法,在不使用本地可控设备的情况下,平滑临界母线电压,同时将整个配电系统的母线电压保持在允许范围内。首先,本文提出了一种平滑电压控制方法,并从理论上证明了该方法可通过一阶惯性来缓解临界母线电压波动。其次,提出了协调电压控制的优化模型,该模型协调了离散控制设备与光伏逆变器平滑控制的作用。提出了一种新颖的凸近似方法,将非凸模型转化为近似凸模型。理论证明,通过求解近似模型得到的解可以将整个配电系统的母线电压控制在允许范围内。最后,在 15 总线和 51 总线配电系统中模拟了建议的电压控制。6 分钟和 24 小时模拟结果表明,与现有基准控制方法相比,关键母线的单次电压波动和电压波动平方和分别降低了 22.4% 和 36.5%。
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引用次数: 0
Voltage Regulation Enhanced Hierarchical Coordinated Volt/Var and Volt/Watt Control for Active Distribution Networks With Soft Open Points 针对具有软开路点的有源配电网络的电压调节增强型分层协调电压/电压和电压/瓦特控制
IF 8.6 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-04-26 DOI: 10.1109/TSTE.2024.3394049
Qilin Hou;Ningyi Dai;Ying Huang
The integration of renewable energy sources (RESs) into active distribution networks (ADNs) is essential for reducing carbon emissions but often results in voltage fluctuations and violations. This paper proposes a hierarchical voltage control framework that effectively coordinates diverse controllable devices with various response times in an ADN. The framework comprises three stages: day-ahead scheduling of on-load tap changer (OLTC), intra-day optimization for droop slopes and references for droop controllers in Soft Open Points (SOPs) and distributed generators (DGs), and real-time local voltage regulation. Unlike existing approaches, the proposed approach analytically establishes voltage stability constraints and incorporates them into droop slope optimization for local controllers, mitigating voltage oscillation risks. Additionally, a novel deviation-aware optimization method is developed to calculate optimal voltage references. This method treats the deviations between fixed-point voltages and their references as uncertainties and accounts for their impacts on voltage security through chance-constrained programming. Simulation results demonstrate the effectiveness of the proposed framework in improving voltage regulation performance with guaranteed stability.
将可再生能源(RES)纳入有源配电网(ADN)对减少碳排放至关重要,但往往会导致电压波动和违规。本文提出了一种分层电压控制框架,可有效协调 ADN 中具有不同响应时间的各种可控设备。该框架包括三个阶段:有载分接开关(OLTC)的日前调度、软开点(SOP)和分布式发电机(DG)中下垂斜率和下垂控制器参考值的日内优化,以及实时本地电压调节。与现有方法不同的是,所提出的方法通过分析建立了电压稳定性约束,并将其纳入了本地控制器的斜率优化,从而降低了电压振荡风险。此外,还开发了一种新型偏差感知优化方法来计算最佳电压基准。该方法将定点电压与其参考值之间的偏差视为不确定因素,并通过机会约束编程考虑其对电压安全性的影响。仿真结果表明,所提出的框架在提高电压调节性能和保证稳定性方面非常有效。
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引用次数: 0
期刊
IEEE Transactions on Sustainable Energy
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