基于贝叶斯估计的故障电流过零点预测Prediction of zero crossing point of fault current based on Bayesian estimation
刘云飞,周启文,方太勋
LIU Yunfei,ZHOU Qiwen,FANG Taixun
摘要(Abstract):
目前断路器开断能力难以满足新型电力系统故障电流持续攀升的需求,采用过零点预测的相控开断技术是一种重要的解决手段。研究了基于贝叶斯估计的故障电流过零点预测方法,通过对故障电流衰减时间常数的不同处理策略建立了故障电流模型,提出了扩展卡尔曼滤波、标准卡尔曼滤波和粒子滤波3种算法及其实现,并通过算例仿真对比分析了算法的预测结果。仿真分析表明,通过事先计算衰减时间常数进而采用标准卡尔曼滤波进行状态估计的方法在预测时间、准确度和计算量等方面整体性能较优,适用于控制保护装置的工程实践。
Breaking capacity of circuit breakers can no longer meet the continuous rising demand of fault current in present new power systems. The phrase-controlled fault interruption technology based on zero crossing point prediction is an important solution. Zero crossing prediction method of fault current based on Bayesian estimation is studied in this paper. The fault current model through different processing strategies for the attenuation time constant of fault current is established,and three algorithms such as extended Kalman filter,standard Kalman filter and particle filter as well as their implementation are proposed. The prediction results of the algorithms through numerical simulation are compared and analyzed. The simulation analysis shows that the method of calculating attenuation time constant in advance and then using the standard Kalman filter for state estimation is superior in prediction time,accuracy and amount of calculation,and is suitable for the engineering practice of control and protection device.
关键词(KeyWords):
相控开断;过零点预测;衰减时间常数;卡尔曼滤波;粒子滤波
phase-controlled fault interruption;zero crossing point prediction;attenuated time constant;Kalman filter;particle filter
基金项目(Foundation): 国家电网有限公司科技项目(SGZJNB00DKJS2100214)
作者(Author):
刘云飞,周启文,方太勋
LIU Yunfei,ZHOU Qiwen,FANG Taixun
参考文献(References):
- [1]艾琳,冯艳虹,陈为化,等.特高压接入京津冀北500 kV电网短路电流问题及限流措施研究[J].电力系统保护与控制,2017,45(9):133-137.
- [2]蔡万通,洪潮,周保荣,等.广东电网内外双环网架结构向组团网架结构的转变研究[J].中国电机工程学报,2020,40(20):6557-6569.
- [3]韩彬,陈维江,常乃超,等.基于系统拓扑动态调整的短路电流限制方法研究[J].电网技术,2021,45(3):1158-1166.
- [4]杨勇,张弛,徐华,等.采用220 kV快速开关的柔性短路电流抑制技术与工程实践[J].浙江电力,2021,40(4):82-88.
- [5]王勇,李兴文,苏海博,等.基于HCSR的252 kV、85 kA大容量短路电流开断装置开断过程仿真[J].南方电网技术,2017,11(3):39-45.
- [6]吕玮,刘云飞,周启文,等.多断口快速开关型高压故障限流器[J].电力系统自动化,2019,43(23):234-239.
- [7]王建华,耿英三,刘志远,等.高电压等级真空开断技术[J].高压电器,2017,53(3):1-11.
- [8]艾绍贵,姚晓飞,史雯,等.快速真空断路器分闸速度对短路电流开断燃弧时间窗口的影响[J].高压电器,2020,56(5):8-12.
- [9] POLTL A,FROHLICH K. A new algorithm enabling controlled short circuit interruption[J].IEEE Transactions on Power Delivery,2003,18(3):802-808.
- [10]黄智慧,段雄英,邹积岩,等.基于改进RLS算法的故障电流参数估计[J].中国电机工程学报,2014,34(15):2460-2469.
- [11] HU X M,WAN H Y,ZHOU Y. Research on zerocrossing point prediction technology of CFI based on a new adaptive LS algorithm[J].Journal of Physics:Conference Series,2020,1650(3):032182.
- [12] ZHANG L Y,YAO X F,LI Z A,et al.A fast fault detection method for controlled fault interruption based on wavelet singularities and BP neural network[C]//2021 International Conference on Control Science and Electric Power Systems(CSEPS).Shanghai,China.IEEE,2021:354-359.
- [13] THOMAS R P,SOLVER C E.A method for controlled fault interruption for use with HV SF6circuit breakers[C]//2007 IEEE Lausanne Power Tech. Lausanne,Switzerland.IEEE,2007:1135-1140.
- [14]孙晓明,高孟平,刘涤尘,等.采用改进自适应Prony方法的电力故障信号的分析与处理[J].中国电机工程学报,2010,30(28):80-87.
- [15] PAN M J,GU C L,YU Z F,et al.Fault transient signal analysis of UHV transmission line based on wavelet transform and prony algorithm[C]//Big Data Analytics for Cyber-Physical System in Smart City,2021:285-291.
- [16]杨伟明,赵美蓉,黄银国,等.基于空间分布和时间序列分析的粒子滤波算法[J].电子学报,2017,45(2):300-306.
- [17]吕力行,许峰,孙浩权,等.储能电站逆变端短路电流分析与建模[J].电器与能效管理技术,2021(12):20-27.
- [18]邹德维,王连铁,孟宇,等.基于最小二乘法线性相关系数的短路电流频率测量及零点预测方法[J].电器与能效管理技术,2021(12):20-27.