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2020 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS)最新文献

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A Survey of Industry Practices in Probabilistic Assessment and Composite System Reliability Analysis 概率评估与复合系统可靠性分析的行业实践综述
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183548
D. Logan, M. Papic
There is a vast amount of literature dealing with composite system reliability. A survey was conducted by the IEEE Composite System Reliability Task Force to assess the state of industry practice in probabilistic assessment in general and composite system reliability (CSR) analysis in particular. Increasing interest has been seen in evaluating the reliability impact of the high penetration of renewables such as photovoltaics and wind, retirement of coal plants, regulatory requirements, and other policies on a composite system basis – that is, including both generation and transmission. These have all significantly increased the uncertainties in power systems and made the reliability assessment of composite power systems much more complicated. The survey questions addressed the types of analyses being done, the contexts and purposes of these analyses, the software tools in use, the importance of various features of the software tools, and whether the implementation of these features is adequate or lacking. The survey also sought to identify impediments that may be constraining more widespread implementation of probabilistic and CSR analysis.
有大量的文献研究复合系统的可靠性。IEEE复合系统可靠性工作组进行了一项调查,以评估一般概率评估和复合系统可靠性(CSR)分析的行业实践状况。人们越来越有兴趣评价可再生能源如光伏和风能的高度普及对可靠性的影响、燃煤电厂的退役、管制要求和综合系统基础上的其他政策,即包括发电和输电。这些都大大增加了电力系统的不确定性,使复合电力系统的可靠性评估变得更加复杂。调查问题涉及正在进行的分析的类型,这些分析的背景和目的,使用的软件工具,软件工具的各种功能的重要性,以及这些功能的实现是否充分或缺乏。该调查还试图找出可能限制更广泛地实施概率和CSR分析的障碍。
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引用次数: 4
Distributions of cascade sizes in power system emergency response 电力系统应急响应中的级联大小分布
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183642
M. Goodridge, J. Moriarty, A. Pizzoferrato
Following disturbances to a power system triggering emergency responses such as protection or load/generation shedding, several factors affect the way in which these responses may cascade through the network. Beyond deterministic factors such as network topology, in this paper we aim to quantify the effect of correlations in power disturbances. These arise, for example, from common weather patterns causing correlated forecast errors in renewable generation. Our results suggest that for highly connected networks, the cascade size distribution is bimodal and positively correlated disturbances have the benefit of reducing cascade size. For a fixed network the latter relationship is observed to be stronger when emergency responses are rare, which is consistent with the mathematical theory of large deviations.
电力系统受到干扰后,会触发紧急响应,如保护或负荷/发电脱落,有几个因素会影响这些响应在网络中的级联方式。除了网络拓扑等确定性因素外,本文的目标是量化功率干扰中相关性的影响。例如,常见的天气模式会导致可再生能源发电的相关预报错误。我们的研究结果表明,对于高度连接的网络,级联大小分布是双峰的,正相关的扰动有利于减小级联大小。对于固定网络,当应急响应很少时,后者的关系更强,这与大偏差的数学理论是一致的。
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引用次数: 3
Periodic Time Series Model with Annual Component Applied to Operation Planning of Hydrothermal Systems 具有年分量的周期时间序列模型在热液系统运行规划中的应用
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183472
F. Treistman, M. Maceira, J. M. Damázio, C. Cruz
In countries that present a high share of hydropower, as is the case of Brazil, the operation planning is based on optimization models that require the generation of synthetic hydrological inflow scenarios by models capable of representing the associated natural periodic behavior. For example, in Brazil, the PAR(p) model is employed in the computational models officially used by the National Electrical System Operator for the long- and medium-term operation planning. Usually, the average of the synthetic monthly inflow scenarios generated by the PAR(p) model presents the usual prognostic of returning to the historical average roughly in some months even when the actual regime is presenting very dry or wet partner. This paper presents an extended memory approach for the PAR(p) model to overcome this drawback by including a new term in the periodic autoregressive regression given by the average of the 12 previous inflows. A case study of the monthly long-term operation program conducted by ONS with a real configuration of the Brazilian large scale interconnected hydrothermal system is presented and discussed.
在水电占很大比例的国家,如巴西,其运行规划是基于优化模型,该模型要求能够表示相关自然周期行为的模型生成综合水文流入情景。例如,在巴西,PAR(p)模型被国家电力系统运营商正式用于长期和中期运营规划的计算模型中。通常,PAR(p)模型生成的综合月流入情景的平均值,即使在实际情况非常干燥或潮湿的情况下,也会在某些月份大致返回到历史平均水平。本文提出了PAR(p)模型的扩展记忆方法,通过在由之前12次流入的平均值给出的周期性自回归回归中包含一个新项来克服这一缺点。介绍并讨论了国家海洋局在巴西大型互联热液系统实际配置下进行的月度长期运行方案的案例研究。
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引用次数: 3
Optimal Investments to Improve Grid Resilience Considering Initial Transient Response and Long-term Restoration 考虑初始瞬态响应和长期恢复的电网弹性优化投资
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183506
B. Pierre, Bryan Arguello, Manuel J. Garcia
This paper presents a multi-time period two-stage stochastic mixed-integer linear optimization model which determines the optimal hardening investments to improve power system resilience to natural disaster threat scenarios. The input to the optimization model is a set of scenarios for specific natural disaster events, that is based on historical data. The objective of the optimization model is to minimize the expected weighted load shed from the initial impact and the restoration process over all scenarios. The optimization model considers the initial impact of the severe event by using electromechanical transient dynamic simulations. The initial impact weighted load shed is determined by the transient simulation, which allows for secondary transients from protection devices and cascading failures. The rest of the event, after the initial shock, is modeled in the optimization with a multi-time period dc optimal power flow (DCOPF) which is initialized with the solution from the dynamic simulation. The first stage of the optimization model determines the optimal investments. The second stage, given the investments, determines the optimal unit commitment, generator dispatch, and transmission line switching during the multi-time period restoration process to minimize the weighted load shed over all scenarios. Note, an investment will change the transient simulation result, and therefore change the initialization to the DCOPF restoration model. The investment optimization model encompasses both the initial impact (dynamic transient simulation results) and the restoration period (DCOPF) of the event, as components come back online. The model is tested on the IEEE RTS-96 system.
本文提出了一种多时段两阶段随机混合整数线性优化模型,确定了提高电力系统对自然灾害威胁情景恢复能力的最优加固投资。优化模型的输入是一组基于历史数据的特定自然灾害事件的场景。优化模型的目标是在所有情况下最小化初始影响和恢复过程的期望加权负荷。该优化模型通过机电瞬态动力学仿真,考虑了严重事件的初始影响。初始冲击加权负荷由瞬态模拟确定,该模拟允许保护装置和级联故障产生的二次瞬态。在初始冲击后,剩余的事件在优化中建模为多时段直流最优潮流(DCOPF),该潮流由动态仿真的解初始化。优化模型的第一阶段确定最优投资。第二阶段,在给定投资的情况下,确定多时间段恢复过程中的最佳机组投入、发电机调度和输电线路切换,以最大限度地减少所有情况下的加权负荷。注意,投资将改变瞬态模拟结果,从而改变DCOPF恢复模型的初始化。投资优化模型包括初始影响(动态瞬态模拟结果)和事件恢复周期(DCOPF),因为组件重新上线。该模型在IEEE RTS-96系统上进行了测试。
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引用次数: 2
An improved treatment of operating reserves in generation expansion planning models 发电扩展规划模型中运营储备的改进处理
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183389
Sebastian Gonzato, K. Bruninx, E. Delarue
Energy system optimisation (ESOM) and generation expansion planning (GEP) models are often used to study energy transition pathways. These typically entail an increased penetration of variable renewable energy sources (VRES), which can lead to increased operating reserve requirements due to their associated forecast uncertainty. Representing this effect has previously been tackled using either stochastic programming techniques or deterministic GEPs which use heuristics to size reserves while ignoring their activation cost. In this paper, we propose a novel GEP formulation which determines operating reserve requirements using a second order cone (SOC) constraint. This formulation approximates the solution of a stochastic GEP by accounting for reserve activation costs without resorting to scenario based methods. A case study on the Belgian system indicates possible cost savings of 70 MAC(0.9%) and less bias towards installing peaking technologies to satisfy reserve requirements compared to a deterministic GEP. The sensitivity of the results to the assumption of normality of forecast errors and temporal detail is also investigated. Two final case studies on the value of emergency measures and improving forecast uncertainties illustrate the benefits of accounting for reserve activation costs and appropriate reserve sizing.
能源系统优化(ESOM)和发电扩展规划(GEP)模型常用于研究能源转换路径。这通常需要增加可变可再生能源(VRES)的渗透,由于其相关预测的不确定性,这可能导致运营储备需求增加。表示这一效应之前已经使用随机规划技术或确定性gep来解决,后者使用启发式方法来确定储量的大小,而忽略了它们的激活成本。在本文中,我们提出了一种新的GEP公式,该公式使用二阶锥(SOC)约束来确定运行储备需求。该公式通过考虑储备激活成本来近似求解随机GEP,而无需采用基于情景的方法。比利时系统的案例研究表明,与确定性GEP相比,可能节省70 MAC(0.9%)的成本,并且较少偏向于安装峰值技术以满足储备要求。结果对预测误差和时间细节正态性假设的敏感性也进行了研究。最后两个关于应急措施价值和改善预测不确定性的案例研究说明了考虑储备激活成本和适当储备规模的好处。
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引用次数: 0
Risk-Based Reserve Procurement 基于风险的储备采购
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183585
M. Ortega-Vazquez, N. Costilla-Enríquez, E. Ela, A. Tuohy
Operating reserves are needed to accommodate the vagaries generated by stochastic resources such as the ever-increasing shares of variable renewable energy (VRE). Increasing the amounts of reserve to accommodate the increased stochasticity needs to be carefully justified since this resource comes at a cost. Therefore, reserve procurement needs to be determined considering both, the benefits in terms of reliability improvements and the increased operating costs to the system. Traditionally the procurement of this service has relied on deterministic rules-of-thumb, while academic research has demonstrated the advantages of modeling the variability and uncertainty endogenously in the decision-making process through advanced scheduling methods. Those approaches do not explicitly model the risk (or its components) in the decision-making process. This work proposes practical methods to determine the reserve requirements to maintain risk (or risk component) below a desired threshold during system operation. Numerical results on the RTS-GMLC system demonstrate the effectiveness of the proposed methods.
运营储备需要适应随机资源产生的变幻莫测,例如不断增加的可变可再生能源(VRE)份额。增加储备数量以适应增加的随机性需要仔细证明,因为这种资源是有成本的。因此,储备采购需要同时考虑可靠性提高带来的好处和系统运营成本的增加。传统上,该服务的采购依赖于确定性的经验法则,而学术研究已经证明了通过先进的调度方法对决策过程中的可变性和不确定性进行内生建模的优势。这些方法没有明确地对决策过程中的风险(或其组成部分)进行建模。这项工作提出了确定储备需求的实用方法,以在系统运行期间将风险(或风险成分)维持在期望的阈值以下。在RTS-GMLC系统上的数值结果验证了该方法的有效性。
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引用次数: 6
Prioritization of Aging Underground Power Distribution Cables for Maintenance Activities 老化地下配电电缆维修工作的优先排序
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183566
Wilson A. Vasquez, D. Jayaweera
Identifying the most important components for system reliability helps asset managers to optimize maintenance and replacement plans. In that context, this paper proposes a novel methodology to rank underground power distribution cables considering their age-related repairable failures and their loading conditions. A non-homogeneous Poisson process is used to model age-related repairable failures of cables and to incorporate the loading conditions into the prioritization process. Cables are ranked by using a component-level index that quantifies the impact of their failures (random and age-related) on the system interruption cost. A power distribution system with 64 underground power cable sections was used to assess the methodology. Results suggest that the importance of underground power cables can change when their age-related repairable failures and their loading levels are incorporated into the ranking lists.
确定系统可靠性最重要的组件有助于资产管理人员优化维护和更换计划。在此背景下,本文提出了一种新的方法来对地下配电电缆进行排序,考虑其年龄相关的可修复故障和负载条件。非均匀泊松过程用于模拟与年限相关的电缆可修复故障,并将加载条件纳入优先排序过程。电缆通过使用组件级指数进行排名,该指数量化了其故障(随机和与年龄相关)对系统中断成本的影响。以一个有64个地下电缆段的配电系统为例,对该方法进行了评价。结果表明,当将与年限相关的可修复故障和负荷水平纳入排名时,地下电力电缆的重要性会发生变化。
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引用次数: 0
Stochastic and deterministic formulations for capacity firming nominations 能力确定提名的随机和确定性公式
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183646
Jonathan Dumas, B. Cornélusse, Antonello Giannitrapani, S. Paoletti, A. Vicino
This paper addresses the energy management of a grid-connected photovoltaic plant coupled with a battery energy storage device, within the capacity firming specifications of the French Energy Regulatory Commission. The paper contributions are positioned in the continuity of the studies adopting stochastic models for optimizing the bids of renewable energy sources in a day-ahead market by considering a storage device. The proposed deterministic and stochastic approaches are optimization problems formulated as quadratic problems with linear constraints. The case study is a real microgrid with PV production monitored on site. The results demonstrate the validity of the stochastic formulation by using an ideal predictor that produces unbiased PV scenarios.
本文讨论了在法国能源监管委员会容量确定规范范围内,与电池储能装置耦合的并网光伏电站的能源管理。本文的贡献定位于采用随机模型在考虑存储设备的前一天市场中优化可再生能源报价的研究的连续性。所提出的确定性和随机方法是将优化问题表述为具有线性约束的二次问题。该案例研究是一个现场监测光伏生产的真实微电网。通过使用产生无偏PV情景的理想预测器,结果证明了随机公式的有效性。
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引用次数: 4
Framework and methodology for active distribution grid planning in Norway 挪威主动配电网规划的框架和方法
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183711
I. B. Sperstad, E. Solvang, O. Gjerde
The long-term planning frameworks currently used by electricity distribution grid companies are not designed to account for new challenges such as variable distributed generation or for new opportunities of active grid measures. Various advanced optimization methods for active grid measures are presented in the research literature, but they are rarely used in practice and are not always well suited to informing decision processes in distribution grid planning. To bridge this gap, this paper presents a framework for active distribution grid planning that takes as a starting point the traditional planning framework commonly used by Norwegian grid companies. The framework with selected, probabilistic methodologies is demonstrated through a case study considering voltage problems due to distributed photovoltaic (PV) generation, and battery energy storage systems and PV curtailment as active measures to defer grid reinforcement. The paper moreover discusses how probabilistic approaches can contribute to better informed distribution grid planning decisions.
配电网公司目前使用的长期规划框架并没有考虑到新的挑战,如可变分布式发电或主动电网措施的新机遇。研究文献中提出了各种先进的电网主动措施优化方法,但它们在实践中很少使用,并且并不总是适合于为配电网规划的决策过程提供信息。为了弥补这一差距,本文提出了一个主动配电网规划框架,该框架以挪威电网公司常用的传统规划框架为起点。通过一个案例研究,该框架与选定的概率方法进行了演示,该案例研究考虑了分布式光伏发电(PV)产生的电压问题,以及电池储能系统和光伏削减作为延迟电网加固的主动措施。此外,本文还讨论了概率方法如何有助于更明智的配电网规划决策。
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引用次数: 6
Modelling and Risk Assessment of Special Protection Schemes in Transmission Systems 输电系统特殊保护方案的建模与风险评估
Pub Date : 2020-08-01 DOI: 10.1109/PMAPS47429.2020.9183639
K. Kamps, F. Möhrke, K. Schäfer, M. Zdrallek, A. Wasserrab, R. Schwerdfeger, M. Thiele
According to the N-1 criterion, system security in the event of a failure of a network element (N-1 situation) must still be guaranteed. In transmission systems, this is traditionally realized with different preventive (i. e. pre-fault) actions, e. g. the provision of unexploited transmission capacities and redispatch of power plants. In contrast to this, the curative approach ensures a N-1 security reactively (i. e. post-fault). This approach is based on comprehensive information and communication technologies which allow a highly automated process for identifying critical system states and the determination of subsequent corrective actions, e. g. load shedding or generator rejection. These actions are commonly designated as Special Protection Schemes (SPS). However, with increasing applications of SPS, the reliability of SPS needs to be determined and the impact of SPS on the security of supply needs to be assessed. In this contribution analytical methods are applied to determine the probability of different states (in service, limited operation and outage) for five different SPS. Furthermore, the probability and maximum level of overloads, quantifying risk in situations where curative and preventive actions fail, are compared in certain network areas in the transmission system. Results show that a highly redundant design of SPS (especially communication networks, battery storages) is crucial to reach a similar level of reliability compared to conventional network elements. The risk analysis emphasizes that the probability and level of overloads can be reduced or is on a similar level compared to preventive actions.
根据N-1准则,在一个网元(N-1情况)发生故障时,系统的安全性仍然必须得到保证。在输电系统中,这通常是通过不同的预防措施(即故障前)来实现的,例如提供未开发的输电能力和重新调度发电厂。与此相反,治疗方法确保反应性的N-1安全性(即故障后)。这种方法基于全面的信息和通信技术,它允许高度自动化的过程来识别关键系统状态和确定随后的纠正措施,例如减载或弃用发电机。这些行动通常被称为特别保护计划。然而,随着SPS应用的不断增加,需要确定SPS的可靠性,并评估SPS对供电安全的影响。在此贡献中,应用分析方法确定了五种不同SPS的不同状态(服务、有限运行和中断)的概率。此外,在输电系统的某些网络区域,对治疗和预防措施失败情况下的风险进行量化,比较了过载的概率和最大水平。结果表明,SPS(特别是通信网络、电池存储)的高度冗余设计对于达到与传统网络元件相似的可靠性水平至关重要。风险分析强调,与预防措施相比,超载的概率和水平可以降低或处于类似的水平。
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引用次数: 2
期刊
2020 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS)
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