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分布式发电多逆变器并网孤岛检测技术研究
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摘要
由于燃料能源的不断减少及其对环境危害的日益严重,人类把目光投向了太阳能、风能等清洁且储量巨大的可再生能源,基于可再生能源的分布式发电(distributed generation, DG)技术是电力行业今后发展的一个重要方向。孤岛现象是分布式发电系统的一个基本问题。所谓孤岛,是指主电网因故障或进行检修而处于失电状况时,分布式发电系统仍可能持续工作,并与本地负载连接处于独立运行状态。孤岛产生后,会威胁到电网维修人员的安全,影响配电系统的保护开关动作程序,在重合闸时可能对用电设备造成损害。因此,孤岛检测是分布式发电装置必须具备的一种保护功能。
     目前,并网逆变器型分布式发电系统的孤岛检测技术包括被动式和主动式孤岛检测两大类,但主要是针对这两大类检测方法在单台逆变器并网时的检测算法与参数优化的研究。随着大规模分布式发电系统的应用,实际上常常出现系统连接有多台并网逆变器的情形,多逆变器并网系统孤岛检测技术的研究越来越受到关注。为此,本文针对分布式发电系统在多逆变器并网条件下的孤岛检测技术展开了研究,具体研究内容如下:
     首先,对基于并网逆变器的孤岛检测技术中与本论文课题相关的一些基本内容展开了研究,主要包括:
     (1)对基于并网逆变器的孤岛检测方法进行了阐述,分析了被动式及主动式两类本地孤岛检测法,重点分析了目前应用非常广泛的几种主动移频式孤岛检测法的原理及其优缺点。
     (2)分析了基于Qf×f0坐标系的孤岛检测性能评估方法,给出了主动频率偏移法、Sandia频率偏移法以及滑模频率偏移法等孤岛检测方法的检测盲区(Non-Detection Zone, NDZ)边界曲线的求取方法。
     (3)建立了分布式发电系统的小信号模型,采用恒电流控制策略以及APS孤岛检测法分析了带正反馈式孤岛检测的逆变器控制策略对系统稳定性的影响,从而给出了解决维护系统稳定性与提高孤岛检测性能间矛盾的方法。
     其次,对现有多逆变器并网条件下分布式发电系统的孤岛检测方法及其检测性能进行了研究。对主动频率偏移法、Sandia频率偏移法以及滑模频率偏移法这几种主动移频式多逆变器并网孤岛检测法的性能进行了理论分析与仿真验证;对主动移频式多逆变器并网孤岛检测法的检测盲区问题与稀释效应问题展开了研究;对阻抗测量法、相关技术法及负序电流扰动法等多逆变器并网孤岛检测技术的原理及其性能进行了阐述。
     针对主动移频式多逆变器并网孤岛检测法的检测盲区问题与稀释效应问题,提出了解决策略,即利用数字相关原理检测公共耦合点电压与逆变器输出电流间的相位差角,根据检测到的相位差角对主动移频式孤岛检测算法中的有关参数进行自适应调整,最后对所提策略进行了仿真与实验验证。为进一步降低逆变器输出电流的畸变率,在上述孤岛检测算法改进措施的基础上,提出了基于锁相环的低电流畸变率改进SFS孤岛检测法。对于该种方法,首先分析了采用SFS法时电流畸变率的大小,详细推算了电压频率有偏差及频率无偏差两种情况下该法所对应的电流THD值;然后介绍了该改进SFS孤岛检测法中所使用的基于二阶广义积分器的虚拟两相锁相环的结构与工作原理;最后,分析了基于锁相环的低电流畸变率改进SFS孤岛检测法的原理、参数设置及改进方法,并给出了仿真与实验验证结果。
     最后,研究开发了基于小波变换与神经网络的多逆变器并网孤岛检测法。针对该种方法,首先简单介绍了小波变换与神经网络的基本理论;然后详细分析了该孤岛检测方法MATLAB仿真设计的原理,给出了6种不同状态下该孤岛检测方法在单逆变器及多逆变器并网条件下孤岛检测的仿真效果;最后,分析了该孤岛检测方法中小波变换Mallat算法及BP神经网络算法的DSP实现过程,给出了该孤岛检测法在孤岛与非孤岛状态的实验验证结果。
Due to the continuous decrease of fuel energy and it's increasingly serious damage to the environment, human sights on solar energy, wind energy and other clean and huge reserves of renewable energy, distributed generation technology based on renewable energy is an important direction for future development of the power industry. The phenomenon of islanding is a basic problem in distributed generation system. The so-called islanding refers to the main grid is tripped for breakdown or overhaul, the distributed generation system remains independent running status connected with the local load. After appearance, islanding will threaten the safety of power maintainer and power equipment, affect action programs of protection switch of distribution system, and damage to electrical equipment when reclosing. Therefore, islanding detection is a mandatory protection function of distributed generation device.
     At present, islanding detection Technologies of grid connected inverter based distributed generation system include two categories, the passive and active islanding detection, but it is mainly for the detection algorithm and parameter optimization of the two kinds of detection methods in single grid connected inverter. With the development of economy and technology, multi-inverter DG systems will be used more extensively, and the researchers have paid more attention to the islanding detection methods of multi-inverter systems. Therefore, the researches of this paper focus on the islanding detection technologies of multi grid connected inverter based DG systems, the specific contents are as follows.
     First of all, to start the research on some basic content of grid conn c contents are as follows.ected inverter based islanding detection technology in related to this paper, mainly include:
     (1) The islanding detection method based on grid connected inverter are described, local passive and active methods are analyzed, and emphasized the principle and the advantage and disadvantage of the active frequency drift methods which are used widely.
     (2) The performance evaluation Methods of islanding detection based on Qf×fo frame are analyzed, the calculating methods of non-detection zones (NDZs) boundary curve for active frequency drift method, Sandia frequency shift method and slip mode frequency shift method are given.
     (3) A small signal model of DG system is established, the constant current control strategy and APS islanding detection method are used to analyze the inverter control strategies with a positive feedback type islanding detection for it's effects on the stability of the system, and gives the solution to the conflicts between maintaining system stability and improving islanding detection performance.
     Secondly, the existing islanding detection methods and their detection performance under the condition of multi grid connected inverter based DG system is studied. carries out the theoretical analysis and simulation verification for the performance of active frequency drift method, Sandia frequency shift method and sliding mode frequency shift method this several active frequency shift type multi grid connected inverter islanding detection methods; NDZ problem and the dilution effect of active frequency shift type multi grid connected inverter islanding detection methods is studied; The principle and performance of the impedance measurement method, the Correlation method and negative sequence current perturbation method for the multi grid connected inverter islanding detection are introduced.
     For the problem of NDZ and dilution effect of active frequency shift type multi grid connected inverter islanding detection methods, puts forward the strategies to solve these two problems, namely, using digital correlation theory to detect the phase difference between the voltage at the point of common coupling and the output current of the inverter, and carries out the adaptive adjustment for relative parameters of active frequency shift type islanding detection algorithm according to the detected phase difference, finally the proposed strategy has been verified through simulation and experiment. On the basis of the improved algorithm, the low current distortion SFS islanding detection method based on phase locked loop for multi grid connected inverter is put forward to further reduce the inverter output current distortion rate. For this method, the current distortion rate is firstly analyzed when the Sandia frequency shift method is used, the corresponding THD value of current of this method is Calculated in detail for two cases of voltage frequency has deviation and hasn't deviation; And then introduces the structure and principle of virtual two-phase second-order generalized integrator based phase-locked loop which is used in the improved SFS islanding detection method of multi grid connected inverter; Finally, analyzes the principle, parameter settings and improvement for the low current distortion phase locked loop based islanding detection method, and the simulation and experimental results are presented.
     Finally, the multi grid connected inverter islanding detection method based on wavelet transform and neural network is developed. For this method, firstly introduces the basic theory of wavelet transform and neural network; Then a detailed analysis of the design principle of MATLAB simulation for this islanding detection method and simulation results of this method under six different states in case of single and multi grid connected inverter are given; finally, analyses the DSP implementation process of Mallat algorithm of wavelet transform and BP neural network algorithm for this islanding detection method, and gives the experimental results in islanding and non islanding state.
引文
[1]王振铭.我国分布式能源的新发展[J].石油和化工节能,2006,13(2):3-10.
    [2]郑诗程.光伏发电系统及其控制的研究[D].合肥工业大学,2004.12.
    [3]Mareo. Liserre, Alberto. Pigazo, Antollio. Dell. A quila islanding detection method for single-phase distributed generation systems based on inverters[C]. IECON 2005.31st Annual Conference of IEEE, Bari, Italy,2005:2505-2510.
    [4]Md. Arifujjaman, M. T. Iqbal, J. E. Quaieoe. Reliability analysis of grid connected small wind turbin power electronics[J]. Applied Energy, In Press. Corrected Proof. Available on line 11 February 2009.
    [5]L. Philipson. Distributed and dispersed generation:Addressing the spectrum of consumer needs[DB/OL]. http://ieeexplore.ieee.Org/Xplore/Dynwel-jsP.2003-04-03.
    [6]焦在强,许洪华.单极式并网光伏逆变器[J].可再生能源,2004,22(5):2-3.
    [7]Office of Fossil Energy Federal Energy Technology Center. Distributed generation:Securing America's future with reliable and flexible power [EB/OL]. http://www.Distributed generation. com/Liblary/FETC.pdf,2003-04-03.
    [8]Donnelly M. K., Dagle J. E., Trudnowski D. J., et al. Impacts of the distributed utility on transmission system stability [J]. IEEE Transactions on Power Systems.1996,11(2):741-746.
    [9]Hazan. E. Electricity in Reverse[J]. Transmission& Distribution World,1999,51(5):40-45.
    [10]雷珽.分布式电源的并网策略与协调控制[D].上海交通大学,2011.2.
    [11]王志群,朱守真,周双喜等.分布式发电对配电网电压分布的影响[J].2006,28(16):56-60.
    [12]陈海焱,段献忠,陈金富.分布式发电对配网静态电压稳定性的影响[J].电网技术,2006,30(19):27-30.
    [13]Coles L. R., Chapel S. W., Iannucci J. J. Valuation of modular generation, storage and targeted demand side management J]. IEEE Transactions on Energy Conversion,1995,10 (1): 182-187.
    [14]钱科军,袁越, Zhou Cheng-ke.分布式发电对配电网可靠性的影响研究[J].电网技术,2008,32(11):74-78.
    [15]Q. Ding, Z. Xu, Y. Li. A modified active frequency drift method for anti-islanding of grid-connected PV systems[C]. electric utility deregulation and Restructuring and Power Technologies, DRPT 2008, NanJing, China,2730-2733.
    [16]薛迎成,台防巨灵,杨兴武等.美国和欧洲的分布式发电互连技术准则比较[J].华东电力,2009,37(3):405-411.
    [17]侯梅毅.分布式同步发电机的孤岛检测原理与实现[D].山东大学,2010.4.
    [18]IEEE Std 1547 IEEE Standard for Interconnecting Distributed Resources With Electric Power Systems.2003.
    [19]Engineering Recommendation G59/1:Recommendation for the connection of embedded generating Plant to Public Electricity Suppliers distribution Systems. UK Electricity Association,1991.
    [20]GB/T19939-2005.光伏系统并网技术要求.国家技术监督局,2005.
    [21]GB/T20046-2006.光伏(pV)系统电网接口特性.国家技术监督局,2006.
    [22]梁才浩,段献忠.分布式发电及其对电力系统影响[J].电力系统自动化,2001,25(12):53-56.
    [23]H. H. Zeineldin, Ehab F. El-Saadany, M. M. A. Salama. Impact of DG Interface Control on Islanding Detection and Non-detection Zones [J]. IEEE Transactions on power delivery,2006, 21(3),1515-1523.
    [24]姚丹.分布式发电系统孤岛效应的研究[D].合肥工业大学,2006.5.
    [25]Z. Ye, A. Kolwalkar, Yu zhang, et al. Evaluation of anti-islanding schemes based on non detection zone concept[C]. IEEE Transactions on power electronics,2004,19(5),1171-1176
    [26]M. E. Ropp, M. Begovic, A. Rohatgi. Determining the relative effectiveness of islanding prevention techniques using phase criteria and non-detection zones[J]. IEEE Transactions on Energy Conversion,2000,15(3):290-296.
    [27]H. Sun, LAC Lopes, Z. X. Luo. Analysis and comparison of islanding detection methods using a new load parameter space[C]. Proc.30th Annu. Conf. IEEE Ind. Electron. Soc. (IECON-04), Seoul, Korea,2004.11,1172-1177.
    [28]UL1741, Static inverter and charge controllers for use in photovoltaic systems, underwriters laboratories Inc. May 7,1999.
    [29]IEEE Std.929-2000, IEEE recommended practice for utility interface of photovoltaic(PV) systems, sponsored by IEEE Standards Coordinating Committee 21 on Photovoltaic, published by the IEEE, New York, NY, Apr 2000.
    [30]IEEE Std.1547.1-2005, Standard for conformance test procedures for equipment inter-connecting distributed resources with electric power systems.
    [31]Francesco De M., Marco L., Antonio D.A., et al. Overview of anti-islanding algorithms for PV systems. Part Ⅰ:Passive Methods[C].12th International Power Electronics and Motion Control Conference,2006.EPE-PEMC,2006:1878-1883.
    [32]Vieira J.C.M., Freitas W., Wilsun X., et al. Performance of frequency relays for distributed generation protection[J]. IEEE Transactions on Power Delivery,2006,21(3):1120-1127.
    [33]张兴,曹仁贤.太阳能光伏并网发电及其逆变控制[M].北京:机械工业出版社,2011.1.
    [34]GB/T15945-1995.电能质量电力系统频率偏差.国家技术监督局,1995.
    [35]Sung-11 J., Kwang-Ho K. Development of a logical rule-based islanding detection method for distributed resources[C]. IEEE Power Engineering Society Winter Meeting,2002.2:800-806.
    [36]Singam B., Hui L.Y. Assessing SMS and PJD schemes of anti-islanding with varying quality factor[C]. IEEE International Power and Energy Conference(PECon'06), Putra Jaya, 2006.11:196-201.
    [37]Sung-Ⅱ J., Kwang-Ho K. An islanding detection method for distributed generations using voltage unbalance and total harmonic distortion of current[J]. IEEE Transactions on Power Delivery,2004,19(2):745-752.
    [38]程启明,王映斐,程尹曼等.分布式发电并网系统中孤岛检测方法的综述研究[J].电力系统保护与控制,2011,39(6):147-154.
    [39]Ropp M.E., Begovic M., Rohatgi A. Analysis and performance assessment of the active frequency drift method of islanding prevention[J]. IEEE Transaction on Energy Conversion, 1999,14(3):810-816
    [40]Byunggyu Yu, Mikihiko Matsui, Junghun So, et al. A high power quality anti-islanding method using effective power variation [J]. Solar Energy,2008,82(4):368-378
    [41]Moon-Ju K., Ick C., Ju-Yeop C., et al. Simulation of active frequency drift adding zero current method for islanding detection[C]. Proc.of 37th IEEE Power Electronics Specialists Conference, PESC'06,2006:1-5
    [42]Wang H., Liu F., Kang Y, et al. Experimental investigation on non detection zones of active frequency drift method for anti-islanding[J]. Proc.of 33rd Annual Conference of the IEEE Industrial Electronics Society, IECON,2007:1708-1713
    [43]Jung Y, Choi J., Yu B., et al. A novel active frequency drift method of islanding prevention for the grid-connected photovoltaic inverter[C]. Proc.of IEEE 36th Power Electronics Specialists Conference, PESC'05,2005:1915-1921
    [44]Yu B., Matsui M., Jung Y, et al. A combined active anti-islanding method for photovoltaic systems[J]. Renewable Energy,2008,33(5):979-985
    [45]Yu B., Matsui M., Jung Y, et al. Modeling and design of phase shift anti-islanding method using non-detection zone[J]. Solar Energy,2007,81(11):1333-1339
    [46]Yin J., Liuchen C., Diduch C. A new Total frequency deviation algorithm for anti-islanding protection in inverter-based DG system[C]. IEEE Canadian Conference on Electrical and Computer Engineering, Saskatoon,2005:570-573
    [47]Hung GK., Chang C.C., Chen C.L. Automatic phase shift method for islanding detection of grid-connected photovoltaic inverters[C]. IEEE Power Engineering Review,2002,22:55-55
    [48]Byunggyu Y., Youngseok J., Junghun S. A robust anti-islanding method for grid-connected photovoltaic inverter[C]. Conference Record of the 2006 IEEE 4th World Conference on Photovoltaic Energy Conversion,2006,2:2242-2245
    [49]Ropp M., Begovic M., Rohatgi A. Prevention of islanding in grid-connected photovoltaic systems[J]. Progress in Photovoltaic,1999,7(1):39-59.
    [50]Wyote A., Belmans R., Leuven K., et al. Islanding of grid-connected module inverters[C]. in Proceedings of the 28th IEEE Photovoltaic Specialists Conference,2000:1683-1686.
    [51]Jin Beom J., Hee Jun K., Kang Soon A., et al. A novel method for anti-islanding using reactive power[C].27th International Telecommunications Conference, INTELEC'05,2005:101-106
    [52]Jeraputra C., Enjeti P.N. Development of a robust anti-islanding algorithm for utility interconnection of distributed fuel cell powered generation[J]. IEEE Transactions on Power Electronics,2004,19(5):1163-1170
    [53]B. Palethorpe, M. Sumner, D.W.P. Thomas. Power system impedance measurement using a power electronic converter[C]. Proceedings on Harmonics and Quality of Power, Orlando, 2000, Vol.1:208-213.
    [54]Asiminoaei L., Teodorescu R., Blaaberg, et al. A new method of on-line grid impedance estimation for PV inverter[C]. Proceedings of the 19th Annual IEEE Applied Power Electronics Conference,2004:1527-1533.
    [55]F. Bertling, S. Soter, A novel converter integrable impedance measuring method for islanding detection in grids with widespread use of decentral generation[C]. IEEE proceeding of Power Electronics, Electrical Drives, Automation and Motion, Taormina,2006:503-507
    [56]Woyte A., Belmans R., Nijs J. Testing the islanding protection function of photovoltaic inverters[J]. IEEE Transaction on Energy Conversion,2003,18(1):157-162.
    [57]J. Stevens, R.Bonn, J.Ginn, et al. Development and testing of an approach to anti-islanding in utility-interconnected photovoltaic systems. Sandia National Laboratory, Albuquerque, NM, Report SAND2000-1939, Aug.2000, available http://www.sandia.gov/pv/lib/syspub.htm.
    [58]Ropp M.E., Begovic M., Rohatgi A. Analysis and performance assessment of the active frequency drift method of islanding prevention[J]. IEEE Transaction on Energy Conversion,1999,14(3):810-816.
    [59]Ropp M.E.,Begovic M.,Rohatgi A, et al. Determining the relative effectiveness of islanding detection methods using phase criteria and nondetection zones[J]. IEEE Transaction on Energy Conversion,2000,15(3):290-296.
    [60]Lopes L.A.C., Huili S. Performance assessment of active frequency drifting islanding detection methods[J]. IEEE Transaction on Energy Conversion,2006,21(1):171-180.
    [61]Huili S.,Lopes L.A.C.,Zhixiang L.Analysis and comparison of islanding detection methods using a new load parameter space[C]. in 30th Annual Conference of IEEE Industrial Electronics Society(IECON 2004),2004:1172-1177.
    [62]刘芙蓉,康勇,段善旭,等.一种有效的孤岛检测盲区描述方法[J].电工技术学报,2007,22(10):167-172
    [63]刘芙蓉并网型户用光伏系统的孤岛检测技术研究[D].华中科技大学,2008年6月.
    [64]Xiaoyu Wang, Walmir Freitas, Venkata Dinavahi, Wilsun Xu. Investigation of Positive Feedback Anti-Islanding Control for Multiple Inverter-Based Distributed Generators[J]. IEEE Transactions on power systems,24(2):785-795.
    [65]Liu Furong, Kang Yong, Duan Shanxu. Analysis and optimization of active frequency drift islanding detection method[J]. Twenty Second Annual IEEE Applied Power Electronics Confer., APEC 2007,:1379-1384.
    [66]M.L.Doumbia, K.Agbossou, D.Tran-Khanh-Viet. Correlation technique investigation for islanding detection of inverter based distributed generation[J]. in IEEE Power Electronics Specialists Conference-PESC2008,2008,:4556-4561.
    [67]A.Cardenas, K.Agbossou, M.L.Doumbia. Islanding Detection Method for Multi-Inverter Distributed Generation[J]. Journal of Electromagnetic Analysis and Applications,2009,1(3): 170-180.
    [68]A.Cardenas, Agbossou, and M.L.Doumbia, An Active Anti-Islanding Algorithm for Inverter Based Multi-Source DER Systems[C]. IEEE Asia-Pacific Power and Energy Engineering Conference, APPEEC 2009,27-31 March,2009,1-6.
    [69]Tsukamto O, Yamagishi K. Detection of islanding of multiple dispersed photovoltaic power systems[J]. solar energy.1996,58(1):9-15.
    [70]Z. Ye, A. Kolwalkar, Z. Yu, et al. Evaluation of anti-islanding schemes based on nondetection zone concept[C]. IEEE Trans on Power Electronics,2004,19(5):1171-1176.
    [71]刘方锐,段善旭,康勇,等.多机光伏并网逆变器的孤岛检测技术[J].电工技术学报,2010,25(1):167-171.
    [72]刘方锐,余蜜,张宇,等.主动移频法在光伏并网逆变器并联运行下的孤岛检测机理研究[J].中国电机工程学报,2009,29(12):47-51
    [73]Lopes L.A.C., Yongzheng Z. Islanding detection assessment of multi-inverter systems with active frequency drifting methods[J].IEEE Transactions on Power Delivery, 2008,23(1):480-486
    [74]薛明雨.光伏并网发电系统之孤岛检测技术研究[D].武汉:华中科技大学,2008.6.
    [75]Xuancai Zhu, Guoqiao Shen, Dehong Xu. Evaluation of AFD islanding detection methods based on NDZs described in power mismatch space[C]. IEEE Energy Conversion Congress and Exposition (ECCE 2009), San Jose,2009:2733-2739.
    [76]Michael E. Ropp, James G Cleary, Babak Enayati. High Penetration and Anti-islanding Analysis of Multi-Single Phase Inverters in an Apartment Complex[C]. IEEE Conference on Innovative Technologies for an Efficient and Reliable Electricity Supply (CITRES), Waltham, MA,2010:102-109.
    [77]R. Bhandari, S. Gonzalez, M. E. Ropp. Investigation of Two Anti-Islanding Methods in the Multi-Inverter Case[C]. IEEE Power and Energy Society General Meeting, Pittsburgh, 2010:102-109.
    [78]Singam B., Hui L.Y. Assessing SMS and PJD schemes of anti-islanding with varying quality factor[C]. IEEE International Power Energy Conference,2006:196-201.
    [79]E. J. Estebanez, V. M. Moreno, A. Pigazo et al. Performance Evaluation of Active Islanding Detection Algorithms in Distributed Generation Photovoltaic Systems:Two Inverters Case[J]. IEEE Transactions on industrial electronics,2011,58(4):1185-1193
    [80]Adrian V. Timbus, Remus Teodorescu, Frede Blaabjerg, et al. Online Grid Impedance Measurement Suitable for Multiple PV Inverters Running in Parallel[C]. IEEE Applied Power Electronics Conference and Exposition,2006
    [81]F. Bertling, S. Soter. A novel converter integrable impedance measuring method for islanding detection in grids with widespread use of decentral generation[C]. International Symposium on Power Electronics, Electrical Drives, Automation and Motion,2006:503-507
    [82]O.Tsukamoto, K.Yamagishi. Detection of islanding of multiple dispersed photovoltaic power systems[J]. Solar Energy,1996,58(1):9-15.
    [83]陈卫民,陈国呈,吴春华.相关技术在并网发电孤岛检测中的应用研究[J].太阳能学报,2008,29(12):1484-1488
    [84]Cao Hai-yan, Tian Yue-xin. An Effective Anti-islanding Method for Multi-Inverter-Based Distributed Generation[C]. IEEE International Symposium on Power Electronics for Distributed Generation Systems,2010 2nd,855-858.
    [85]Houshang Karimi, Amirnaser Yazdani, Reza Iravani. Negative-Sequence Current Injection for Fast Islanding Detection of a Distributed Resource Unit[J]. IEEE Transaction on power electronics,2008,23(1):298-307
    [86]路艳洁,席志红,王姜铂.FFT法与数字相关法在相位测量上的比较[J].信息技术,2007,31(12):105-108
    [87]刘灿涛,赵伟,袁俊.基于数字相关原理的相位差测量新方法闭.计量学报,2002,23(7)219-223
    [88]Jaeho Choi, Youngseok Jung, Gwonjong Yu. Novel AFD method with pulsation of chopping fraction for islanding prevention of grid-connected photovoltaic inverter[C]. European Conference on Power Electronics and Applications, Dresden,2005:2482-2486
    [89]Zhang Chun-jiang,Wang Xiaohuan, Meng Hui-ying et al. A New adaptive active frequency drift method for islanding detection of grid-connected inverters[C]. IEEE International Conference on Electrical Machines and Systems, Wuhan,2008:2742-2745
    [90]Yin J., Liuchen C., Diduch C. A new adaptive logic phase-shift algorithm for anti-islanding protections in inverter-based DG systems[C]. Proc.of IEEE 36th Power Electronics Specialists Conference, PESC'05,2005:2482-2486
    [91]Feng Yu, Ying Fan, Ming Cheng et al. Parameter Design Optimization for Sandia Frequency Shift Islanding Detection Method[C].3rd IEEE International Symposium on Power Electronics for Distributed Generation Systems (PEDG) 2012:182-186
    [92]Lopes L.A.C., Yongzheng Z. Islanding detection assessment of multi-inverter systems with active frequency drifting methods [J].IEEE Transactions on Power Delivery, 2008,23(1):480-486
    [93]邱关源,罗先觉.电路(第5版)[M].北京:高等教育出版社,2006.5.
    [94]GB/T14549-1993.电能质量公用电网谐波.国家技术监督局,1993.
    [95]张兴,张崇巍.PWM整流器及其控制[M].北京:机械工业出版社,2012.3.
    [96]Rodriguez P, Teodorescu R, Candela, et al. New positive-sequence voltage detector for grid synchronization of power converter under faulty grid condition[C]. IEEE power electronics specialists conference(PESE 2006), Barcelona,2006:1-7
    [97]Yin J., Liuchen C., Diduch C. A new hybrid anti-Islanding algorithm in grid connected three-phase inverter system. IEEE power electronics specialists conference, Jeju,2006:1-7
    [98]H. Vahedi, R. Noroozian, A. Jalilvand et al. Hybrid SFS and Q-f islanding detection method for inverter-based DG. [C]. IEEE international Conference on power and energy, Kuala Lumpur,2010:672-676
    [99]林明耀,顾娟,单竹杰等.种实用的组合式光伏并网系统孤岛效应检测方法[J].电力系统自动化,2009,33(23):85-89.
    [100]John V., Zhihong Y.,Kolwalkar A. Investigation of anti-islanding protection of power converter based distributed generators using frequency domain analysis. IEEE Transactions on Power Electronics,2004,19(5):1177-1183
    [101]刘芙蓉,康勇,段善旭,等.电压正反馈式孤岛检测方法的边界条件及改进算法[J].电工技术学报,2012,2(3):247-251.
    [102]Y. Jung, J. So, G. Yu, et al. Modeling and analysis of active islanding detection methods for photovoltaic power conditioning systems[C].2004 Canadian Conference of Electrical and Computer Engineering,2004,2:979-982.
    [103]Tiago R. Ricciardi, Diogo Salles, Walmir Freitas, et al. Dynamic Modeling of Inverter Based Distributed Generators with Voltage Positive Feedback Anti-islanding Protection[C]. IREP Symposium-Bulk Power System Dynamics and Control-Ⅷ, Rio de Janeiro,2010:1-7
    [104]邓燕妮,桂卫华.一种低畸变的主动移频式孤岛检测算法[J].电工技术学报,2009,24(4):219-223.
    [105]Cheng Taohsieh, Jeu Minlin, Huang ShyhJier. Enhancement of islanding-detection of distributed generation systems via wavelet transform-based approaches[J]. Electrical Power and Energy Systems., pp.575-580, August 2008
    [106]M.Hanif, U.D Dwivedi, M.Basu, and K.Gaughan, Wavelet Based Islanding Detection of DC-AC Inverter Interfaced DG Systems[C]. UPEC2010,31st Aug-3rd Sept 2010
    [107]Walid G.Morsi, C.P.Diduch, and L.Chang, A new islanding detection approach using wavelet packet transform for wind-based distributed generation[C].2010 2nd IEEE International Symposium on Power Electronics for Distributed Generation Systems, pp.828-835.
    [108]Alberto Pigazo, Victor M. Moreno, Marco Liserre, et al. Wavelet-Based Islanding Detect-ion Algorithm for Single-Phase Photovoltaic (PV) Distributed Generation Systems[C]. IEEE International Symposium on Industrial Electronics, Vigo,2007:2409-2413
    [109]Alberto Pigazo, Marco Liserre, Rosa A. Mastromauro, et al. Wavelet-Based Islanding Det-ection in Grid-Connected PV Systems[J]. IEEE Transactions on Industrial Electronics,2009, 56(11):4445-4455
    [110]Yanping Zhu, Qiuxia Yang, Junjuan Wu, et al. A Novel Islanding Detection Method of Distributed Generator Based on Wavelet Transform[C]. IEEE International Conference on Electrical Machines and Systems, Wuhan,2008:2686-2688
    [111]Lidula, A. D. Rajapakse. Fast and Reliable Detection of Power Islands Using Transient Signals [C]. Fourth International Conference on Industrial and Information Systems, Sri Lanka, ICIIS 2009:1-6
    [112]Yara Fayyad, Ahmed Osman. Neuro-wavelet based islanding detection technique [C]. IEEE Electric Power and Energy Conference, Halifax, NS,2010:1-6
    [113]M.ElNozahy, E.EL-Saadany, M.Salama. A robust wavelet-ann based technique for islanding detection [C].Power & Energy Society General Meeting 2011 IEEE,2011:1-8
    [114]姚淑娟.小波与数据处理[D].北方工业大学,2010.4.
    [115]李晟.小波与频谱分析[D].上海交通大学,2009.1.
    [116]J.S.Chen, D.J.Yu, Y.Yang. Application of An Impulse Response Wavelet to Fault Diagnosis of Rolling Bearings[J].Mechanical Systems and Signal Processing,2005,9:1-10
    [117]L.Yue, Q.GFei, L.M.Zhang. Improvement Accuracy of System Dentification Based on Morlet Wavelet[J].Transactions of Nanjing University of Aeronautics&Astronautics,2005, 22(3):206-211
    [118]程正兴.小波分析算法与应用[M].西安:西安交通大学出版社,1998.
    [119]袁哲.DSP在声发射信号模式识别中的应用研究[D].南京林业大学,2009.6.
    [120]张文娟.基于昕觉仿生的目标声音识别系统研究[D].中国科学院,2012.5.
    [121]Chen Li an, Zhang Peiming. Improved Operation of Motor Protection Using Artificial Neural Network[A]. Proceedings of the LASTED International symposia(AI2001), Feb19-22,2001, Innsbruck, Austria.
    [122]SarkavD. Methods to speed up error BP learning algorithm. ACM Computing Survey[J].1995 (27):519-542
    [123]Haykin S. Neural Networks:A Comprehensive Foundation[M].第2版.北京:清华大学出版社,2001
    [124]MALLAT S.A theory formulti-resolution signal decomposition:the wavelet representation [J]. IEEE Transaction on Pattern Analysis and Machine Intelligence,1989,11(4):674-693.
    [125]张兆宁,廖一原,刘峡等.缓变信号奇异性的小波变换检测及其应用[J].系统工程理论与实践,2000,10(10):84-88.
    [126]周小勇,叶银忠.故障信号检测的小波基选择方法[J].控制工程,2003,10(4):308-311
    [127]韩力群.人工神经网络教程[M].北京邮电大学出版社,2006.
    [128]傅芸璇,赵红.MATLAB神经网络应用设计[M].机械工业出版社,2010.
    [129]王慧琴.小波分析与应用[M].北京邮电大学出版社,2011.
    [130]王丽荣,王芳荣,申铉国,等.两种离散小波变换算法在DSP上的实现与分析[J].长春 理工大学学报,2005,28(2):48-51.
    [131]张士杰,王帅印,张滂涛.基于DSP的快速小波变换实现[J].冶金自动化,2010(S1):847-849
    [132]吴多,程德福.基于DSP的快速小波分解和重构[J].吉林大学学报,2004,(3):214-218.
    [133]崔丰.基于小波变换的电力系统谐波检测及DSP实现[D].江苏大学,2007.
    [134]严居斌,刘晓川,张斌.基于DSP的小波算法的实现[J].四川大学学报,2002,34(3):92-95.
    [135]吕新华,武斌,攸阳,等.小波变换Mallat算法实现中的边界延拓研究[J].天津理工大学学报,2006,22(2):14-17.
    [136]刘畅.基于DSP的BP神经网络PID控制器的设计[J].计算机工程与科学,2011,33(4):154-158
    [137]陈丽安.基于DSP的BP神经网络实时实现[J].青岛大学学报:工程技术版,2006,21(7):124-126.
    [138]周开利,康耀红.神经网络模型及其MATLAB仿真程序设计[M].北京:清华大学出版社,2005.
    [139]裴浩东,苏宏业,褚健.BP算法的改进及其在焊接过程控制中的应用[J].浙江大学学报,2002,36(1):32-35.
    [140]侯媛彬,易继锴.降低一类神经网络灵敏度的理论和方法研究[J].西安公路交通大学学报,1998,18(4):115-118.
    [141]谷传纲,阎昉,王彤.采用改进的BP神经网络预测离心通风机性能的研究[J].西安交通大学学报,1999,33(3):43-47

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