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Intelligent decision support for diagnosis of incipient transformer faults using self-organizing polynomial networks 基于自组织多项式网络的变压器早期故障诊断智能决策支持
Hong-Tzer Yang, Yann-Chang Huang
To serve as an intelligent decision support for power transformer fault diagnosis, a new self-organizing polynomial networks (SOPNs) modeling technique is proposed and implemented in this paper. The technique heuristically formulates the modeling problem into a hierarchical architecture with several layers of functional nodes of simple low-order polynomials. The networks handle the numerical, complicated, and uncertain relationships of dissolved gas contents of the transformers to fault conditions. Verification of the proposed approach has been accomplished through a number of experiments using practical numerical diagnostic records of the transformers of Taiwan power (Taipower) systems. In comparison to the results obtained from the conventional dissolved gas analysis (DGA) and the artificial neural networks (ANNs) classification methods, the proposed method has been shown to possess far superior performances both in developing the diagnosis system and in identifying the practical transformer fault cases.
为了为电力变压器故障诊断提供智能决策支持,提出并实现了一种新的自组织多项式网络(sopn)建模技术。该技术启发式地将建模问题表述为具有多层简单低阶多项式功能节点的分层体系结构。该网络处理变压器溶解气体含量与故障条件之间的数值、复杂和不确定关系。利用台湾电力(Taipower)系统变压器的实际数值诊断记录,通过一系列实验验证了所提出的方法。与传统的溶解气体分析(DGA)和人工神经网络(ANNs)分类方法的结果相比,该方法在开发诊断系统和识别实际变压器故障案例方面都具有明显的优势。
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引用次数: 68
Integrated framework for dynamic security analysis 动态安全分析的集成框架
A.B.R. Kumar, A. Brandwajn, A. Ipakchi, R. Adapa
This paper describes an integrated framework for power system dynamic security analysis in both online and the offline modes. In the online mode, the framework allows for the use of efficient techniques for the pre-selection screening and ranking of contingencies and the calculation of relevant operating limits. In the offline mode, this framework can help the operations planner by: providing a friendly graphical user interface; guiding a systematic progression in the decision making process; preparing relevant combinations of available options and adverse power system operating conditions; minimizing inadvertant omissions; performing routine data manipulation; archiving and retrieving information; checking the input data for completeness, consistency and reasonability; and organizing the output results from various cases.
本文介绍了一种用于电力系统在线和离线动态安全分析的集成框架。在在线模式中,该框架允许使用有效的技术对突发事件进行预选筛选和排序,并计算相关的操作限制。在离线模式下,该框架可以通过:提供友好的图形用户界面;在决策过程中指导有系统的进展;准备可用方案和不利电力系统运行条件的相关组合;尽量减少无意的遗漏;执行常规数据操作;存档和检索信息;检查输入数据的完整性、一致性和合理性;并组织各种情况下的输出结果。
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引用次数: 17
Systems to optimise conversion efficiencies at Ontario Hydro's hydroelectric plants 优化安大略省水力发电厂转换效率的系统
R. A. Ponrajah, F. Galiana
Optimal dispatch systems at hydroelectric power plants manage the energy conversion process such that, under all conditions, the station efficiency is maximised. This paper describes an optimal dispatch system which has proven to be successful at two installations, one on the Nipigon river controlling three stations near Thunder Bay, Ontario, and the other at R.H. Saunders generating station on the St. Lawrence river near Cornwall, Ontario, Canada. The validated benefits amount to 15GWh per year, which is about 0.25% of the annual production at the respective stations. Secondary benefits arising from this system include increased decision making assistance, improved accessibility to plant data and an overall improvement in operational performance.
水力发电厂的最优调度系统管理着能量转换过程,这样,在所有条件下,电站效率都是最大化的。本文介绍了一种优化调度系统,该系统已在两个装置上证明是成功的,一个在尼皮贡河上控制安大略省桑德湾附近的三个站,另一个在加拿大安大略省康沃尔附近圣劳伦斯河上的R.H.桑德斯发电站。经过验证的效益为每年15GWh,约为各自站点年产量的0.25%。该系统带来的第二个好处包括增加决策协助,改善工厂数据的可访问性,以及运营绩效的整体改善。
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引用次数: 40
Intelligent current controller for an HVDC transmission link 用于高压直流输电链路的智能电流控制器
K. Narendra, K. Khorasani, V. Sood, R. Patel
This paper describes an intelligent current controller for the fast and flexible control of an HVDC transmission link using artificial neural network (ANN) and fuzzy logic (FL) paradigms. A simple yet effective ANN architecture is presented with online adaptation of the activation function and learning parameters. Two methods of adapting the learning parameters are presented. In the first method, a heuristic approach to evaluate the learning rate as a polynomial of an energy function is considered. In the second method, a FL based online adaptation of the learning parameters is discussed. Performance of ANN, ANN-FL based and PI controllers are compared. A feasibility analysis is carried out to implement the proposed neural controller algorithm in real-time.
本文介绍了一种采用人工神经网络(ANN)和模糊逻辑(FL)方法对高压直流输电链路进行快速、灵活控制的智能电流控制器。提出了一种简单有效的神经网络结构,通过在线自适应激活函数和学习参数。提出了两种自适应学习参数的方法。在第一种方法中,考虑了用能量函数的多项式来评估学习率的启发式方法。在第二种方法中,讨论了基于FL的学习参数在线自适应。比较了神经网络控制器、基于神经网络fl控制器和PI控制器的性能。对所提出的神经控制器算法进行了实时实现的可行性分析。
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引用次数: 24
Decision Aid Function for Restoration of transmission power systems: conceptual design and real time considerations 输电系统恢复的决策辅助功能:概念设计和实时考虑
T. Kostic, R. Cherkaoui, A. Germond, P. Pruvot
This paper deals with the conceptual design of a Decision Aid Function For Restoration (DAFFOR) after major black-outs, and in particular with real time considerations. Some important characteristics of the proposed DAFFOR are: (a) capability of taking into account the dynamic evolution of the network state, due to either a control action or an unforeseen event; (b) interactive mode, which permits users to request a validation of their own suggestion; and (c) coupling with an internal dynamic simulator which is solicited to validate any suggestion. At present, the DAFFOR is coupled with the French National Utility Operator Training Simulator (EDF OTS). After intensive testing within the OTS environment, the operational version of the DAFFOR is developed.
本文讨论了大停电后恢复决策辅助函数(DAFFOR)的概念设计,并特别考虑了实时性。所提出的DAFFOR的一些重要特征是:(a)考虑到由于控制行为或不可预见事件而导致的网络状态的动态演变的能力;(b)互动模式,允许用户要求验证他们自己的建议;(c)与内部动态模拟器耦合,该模拟器被请求验证任何建议。目前,DAFFOR与法国国家公用事业操作员培训模拟器(edfots)相结合。在OTS环境中进行密集测试后,开发了DAFFOR的操作版本。
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引用次数: 14
Generalized observability analysis and measurement classification 广义可观测性分析与测量分类
A.G. Expsito, A. Abur
Network observability analysis is formulated in a way to incorporate the conventional as well as unconventional measurements, including line currents. This formulation has two essential advantages over the existing methods of network observability analysis: (1) it detects not only unobservability but also uniqueness of the observed state, and (2) it can directly identify the unobservable or nonuniquely observable branches without having to remove the irrelevant injections in an iterative manner. In addition, unlike the numerical observability analysis methods proposed so far, it can readily identify residual spread components and critical measurements. The proposed formulation is implemented and tested on sample power systems.
网络可观测性分析以一种结合常规和非常规测量的方式制定,包括线路电流。与现有的网络可观察性分析方法相比,该公式具有两个本质优势:(1)它不仅检测观察状态的不可观察性,而且检测观察状态的唯一性;(2)它可以直接识别不可观察或非唯一可观察分支,而无需以迭代的方式去除无关注入。此外,与目前提出的数值可观测性分析方法不同,它可以很容易地识别剩余扩展分量和关键测量值。该方法在电力系统中得到了实现和测试。
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引用次数: 96
A new approach to dynamic security assessment using trajectory sensitivities 基于轨迹灵敏度的动态安全评估新方法
M. Laufenberg, M. Pai
The transient stability of power systems is investigated using a new analytical tool. Instead of computing the sensitivities of energy margins, trajectory sensitivity functions of the post-fault system with respect to parameters are computed. The goal is to find how sensitive the trajectories of each state are to variations in system parameters. When the system becomes more stressed, the state trajectories become more sensitive to variations in parameters. Thus these trajectory sensitivities can be used as a measure of system security. This concept is illustrated on the IEEE single- and seventeen-machine systems, and it is shown that dynamic sensitivity functions can also be applied to systems of differential-algebraic equations where the TEF method has limitations.
用一种新的分析工具研究了电力系统的暂态稳定性。本文计算了故障后系统的轨迹灵敏度函数,而不是计算能量边界的灵敏度函数。目标是找出每个状态的轨迹对系统参数变化的敏感程度。当系统受到更大的压力时,状态轨迹对参数的变化更加敏感。因此,这些轨迹灵敏度可以用作系统安全性的度量。这一概念在IEEE单机和17机系统上得到了说明,并表明动态灵敏度函数也可以应用于TEF方法有局限性的微分代数方程系统。
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引用次数: 161
Management of multiple congested conditions in unbundled operation of a power system 电力系统非捆绑运行中多重拥塞状况的管理
H. Glavitsch
This paper studies congestion management based on congestion pricing as may be done by an independent power system operator. Four main concepts are discussed: congestion pricing can lead to the same solution as an optimal power flow; pricing need not have cost information available; good estimates of nonlinear cost coefficients are necessary; and pricing for congestion management is separable from pricing for the purpose of transmission network revenue reconciliation. Emphasis is on the determination of sufficient information by observation of the behavior of the market to permit optimum pricing without explicit communication among parties, and without generators ever being explicitly concerned about the relief of flow congestion. Results from simulated experiments are presented.
本文研究了独立电力系统运营商基于拥堵收费的拥堵管理。讨论了四个主要概念:拥堵收费可以导致与最优潮流相同的解决方案;定价不需要有成本信息;非线性成本系数的良好估计是必要的;并且,以拥塞管理为目的的定价与以传输网络收益调节为目的的定价是可分离的。重点是通过观察市场行为来确定足够的信息,以便在各方之间没有明确沟通的情况下允许最优定价,而发电商也不必明确关心流量堵塞的缓解。给出了模拟实验结果。
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引用次数: 168
Integrated generation and transmission maintenance scheduling with network constraints 考虑网络约束的发电和输电维护综合调度
M. Marwali, S. M. Shahidehpour
Most unit maintenance scheduling packages consider preventive maintenance schedule of generating units over a one or two year operational planning period in order to minimize the total operating cost while satisfying system energy requirements and maintenance constraints. In a global maintenance scheduling problem, the authors propose to consider transmission line maintenance scheduling and line capacity limits along with generation and line outages. The inclusion of transmission and network constraints in generating unit maintenance will increase the complexity of the problem, so they propose to decompose the global generator/transmission scheduling problem into a master problem and sub-problems using Benders decomposition. In the first stage, a master problem is solved to determine a solution for maintenance schedule decision variables. In the second stage, sub-problems are solved to minimize operating costs while satisfying the network constraints. Benders cuts based on the solution of the sub-problem are introduced to the master problem for improving the existing solution. The iterative procedure continues until an optimal or near optimal solution is found.
为了在满足系统能量需求和维护约束的前提下,最大限度地降低总运行成本,大多数机组维护计划包都考虑在一年或两年的运行计划期内对发电机组进行预防性维护。在全局维护调度问题中,作者提出考虑输电线路维护调度和线路容量限制以及发电和线路中断。由于发电机组维护中包含输电和电网约束,会增加问题的复杂性,因此他们提出利用Benders分解将全局发电/输电调度问题分解为主问题和子问题。在第一阶段,求解一个主问题,以确定维护计划决策变量的解决方案。第二阶段,求解子问题,在满足网络约束的前提下使运行成本最小化。在求解子问题的基础上,将弯管机切割问题引入到主问题中,对已有的解进行改进。迭代过程继续进行,直到找到最优或接近最优解。
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引用次数: 162
Simulation of unified static VAr compensator and power system stabilizer for arresting subsynchronous resonance 用于抑制次同步谐振的统一静态无功补偿器和电力系统稳定器仿真
S. Khaparde, V. Krishna
In the literature, the co-ordination of static VAr compensators (SVC) and power system stabilizers (PSS) using generator speed deviation or modal speeds such as stabilizing signals is shown to damp power system oscillations. Though such schemes are able to damp the SSR modes for small disturbances, they are unable to damp transient SSR due to large disturbances. In this report, an improvement in the control aspect of the SVC at the midpoint of the power transmission line is suggested. This scheme attempts different auxiliary signals that include line current, computed internal frequency and bus angle deviations. A system of configuration similar to IEEE First Bench Mark model is considered, eigenvalue analysis has been carried out and results indicate that bus angle deviation signal as an auxiliary control signal for SVC was able to damp most of the modes leaving some of them still oscillatory. The main feature of the proposed work is to use a combination of the deviation in speed and electrical power output of the generator as input signals to PSS which operates simultaneously along with SVC. Such a simultaneous PSS and SVC scheme is found to improve power system damping under large disturbances, i.e. the growth of system oscillations is arrested. Control simulations are carried out on PSCAD. The efficacy of controllers to damp SSR under steady state and faulted conditions, where one of the torsional modes is excited, is presented and discussed.
在文献中,静态无功补偿器(SVC)和电力系统稳定器(PSS)的协调使用发电机转速偏差或模态速度(如稳定信号)来抑制电力系统的振荡。虽然这些方案能够在小扰动下阻尼SSR模式,但由于大扰动,它们无法阻尼瞬态SSR。在此报告中,建议在输电线路中点SVC的控制方面进行改进。该方案尝试不同的辅助信号,包括线路电流,计算内部频率和母线角度偏差。考虑了一个类似于IEEE第一基准模型的系统结构,进行了特征值分析,结果表明,母线角度偏差信号作为SVC的辅助控制信号能够抑制大部分模态,使一些模态仍然振荡。所提出的工作的主要特点是使用发电机的速度偏差和输出功率的组合作为PSS的输入信号,PSS与SVC同时运行。发现这种PSS和SVC同步方案可以改善大扰动下电力系统的阻尼,即阻止系统振荡的增长。在PSCAD上进行了控制仿真。给出并讨论了控制器在稳态和故障条件下,其中一种扭转模态被激发时的阻尼效果。
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引用次数: 20
期刊
Proceedings of the 20th International Conference on Power Industry Computer Applications
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