基于粒子群算法的牵引逆变器多目标优化控制策略
CSTR:
作者:
中图分类号:

TM464

基金项目:

国家自然科学基金(51777141)


Multi-objective Optimization Control Strategy of Traction Inverter Based on Particle Swarm Algorithm
Author:
  • 摘要
  • | |
  • 访问统计
  • |
  • 参考文献 [21]
  • |
  • 相似文献 [20]
  • | | |
  • 文章评论
    摘要:

    为解决中点钳位型三电平牵引逆变器存在的中点电位不平衡以及由此而引起的输出电流谐波无法同时得到有效控制问题,提出了一种基于粒子群算法的牵引逆变器多目标优化控制策略。首先建立谐波抑制和中点电位平衡控制变量的数学模型;然后以输出电流谐波总畸变率最小为目标,以中点电位波动幅值尽可能小为约束条件,采用罚函数法构建了多目标优化模型。通过粒子群算法进行优化求解,实现在有效抑制输出电流谐波的同时最大程度降低中点电位波动幅值。仿真和实验结果验证了所提多目标优化控制策略的有效性。

    Abstract:

    In order to solve the problem that the unbalance of neutral-point voltage and output current harmonics cannot be effectively controlled at the same time, a multi-objective optimal control strategy for three-level traction inverter based on particle swarm optimization was proposed in this paper. Firstly, a mathematical model of harmonic suppression and neutral-point voltage balance control was established. Then the multi-objective optimization model was built with the idea of penalty function. The object function of the optimum problem was to minimize the total harmonic distortion rate of the output currents. And the key constraint was to make the neutral-point voltage fluctuation as small as possible. Finally, the PSO algorithm was applied to solve the optimum problem, and the goal of suppressing the output current harmonics and reducing the neutral-point voltage fluctuation was achieved. Simulation and experimental results verify the effectiveness of the proposed multi-objective optimal control strategy.

    参考文献
    [1] 罗锐,何英杰,陈晖,刘进军.三电平变流器中点电位平衡及低开关损耗SVPWM策略[J].电工技术学报,2018,33(14):3245-3254.LUO Rui, HE Yingjie, CHEN Hui, LIU Jinjun. SVPWM Scheme for Three-Level Converters with Neutral-Point Potential Balancing and Switching Loss Reduction[J]. Transactions of China Electrotechnical Society, 2018,33(14):3245-3254.
    [2] 王一波,王政.一种新型基于矢量空间解耦的多相三电平逆变器空间矢量调制策略[J].中国电机工程学报,2018,38(11):3316-3324.WANG Yibo, WANG Zheng. A Novel Vector Space Decomposition Based Space Vector Modulation Strategy for Multiphase Three-level Inverter[J]. Proceedings of the CSEE, 2018,38(11):3316-3324.
    [3] Choi U M, Lee K. Space vector modulation strategy for neutral-point voltage balancing in three-level inverter systems[J]. IET Power Electronics, 2013, 6(7):1390-1398.
    [4] Bhat A, Langer N. Capacitor voltage balancing of three-phase neutral-point-clamped rectifier using modified Reference vector[J]. IEEE Transactions on Power Electronics, 2014, 29(2): 561-568.
    [5] Choi U M, Lee J S, Lee K B. New modulation strategy to balance the neutral-point voltage forthree-level neutral-clamped inverter systems[J]. IEEE Transactions on Energy Conversion, 2014, 29(1):91-100
    [6] 范波, 赵伟刚, 刘刚,等. 基于优化虚拟矢量的三电平逆变器中点电位平衡闭环控制[J]. 电工技术学报, 2015, 30(4):179-186.FAN Bo, ZHAO Weigang, LIU Gang, et al. Closed-Loop Control of Neutral-Point Voltage Balance Based on the Optimized Virtual Space Vector for Three-Level Inverter[J]. Transactions of China Electrotechnical Society, 2015, 30(4):179-186.
    [7] 桂石翁, 吴芳, 万山明,等. 变虚拟空间矢量的三电平NPC变换器中点电位平衡控制策略[J]. 中国电机工程学报, 2015, 35(19):5013-5021.GUI Shiweng, WU Fang, WAN Shanming, et al. A Strategy for Considering Neutral-point Potential Balance for Three-level NPC Inverters With the Varied Virtual Space Vector[J]. Proceedings of the CSEE, 2015, 35(19):5013-5021.
    [8] 谭新元. 牵引逆变器SHEPWM控制技术的研究[J]. 中国电机工程学报, 2001,21(9):47-52.TAN Xinyuan. Advanced SHEPWM Technique for AC Traction Drives[J]. Proceedings of the CSEE, 2001,21(9):47-52.
    [9] 都小利,费万民. 多电平变流器半周期对称SHEPWM方法[J]. 电工技术学报, 2010, 25(4):95-102.DU Xiaoli, FEI Wanmin. Half-Cycle Symmetry SHEPWM Method for Multi-Level Voltage Inverters[J]. Transactions of China Electrotechnical Society, 2010, 25(4):95-102.
    [10] 叶满园,周琪琦,蔡鸿,李宋.基于捕食策略遗传算法的3电平中点箝位型逆变器特定谐波消除脉宽调制技术[J].高电压技术,2014,40(11):3569-3576.YE Manyuan, ZHOU Qiqi, CAI Hong, LI Song. SHEPWM Technique Applied to Tri-level Neutral Pointed Clamped Inverter Based on Predation Strategies Genetic Algorithm[J]. High Voltage Engineering, 2014,40(11):3569-3576.
    [11] 叶满园,黄凯峰,宋平岗,李宋.实数编码遗传模拟退火算法SHEPWM控制技术[J].电机与控制学报,2017,21(07):58-65.YE Manyuan, HUANG Kaifeng, SONG Pinggang, LI Song. SHEPWM control technology of real coding genetic simulated annealing algorithm[J]. Proceedings of the CSEE, 2017,21(07):58-65.
    [12] Kavousi A, Vahidi B, Salehi R, et al. Application of the Bee Algorithm for Selective Harmonic Elimination Strategy in Multilevel Inverters[J]. IEEE Transactions on Power Electronics, 2012, 27(4):1689-1696.
    [13] Niknam Kumle A,Jabbarvaziri F, et al. Application of memetic algorithm for selective harmonic elimination in multi-level inverters[J]. Power Electronics Iet, 2015,8(9):1733-1739.
    [14] Kouzou A, Mahmoudi M O, Boucherit M S. Application of SHE-PWM for seven-level inverter output voltage enhancement based on Particle Swarm Optimization[C]International Multi-Conference on Systems Signals and Devices. IEEE, 2010:1-6.
    [15] 吴铁洲, 何东晨, 曾艺师,等. 基于改进粒子群算法的逆变器谐波抑制研究[J]. 太阳能学报, 2016, 37(3):765-771. 12-14WU tiezhou, HE dongchen, ZENG yishi, et al. A Research on Inverter Harmonic Suppression Based on Improved Particle Swarm Optimization Algorithm[J]. Acta Energiae Solaris Sinica, 2016, 37(3):765-771. 12-14.
    [16]王超,何英杰,宋志顺,彭程.有源中点钳位多电平逆变器空间矢量调制与三角载波调制统一理论[J].电工技术学报,2017,32(14):106-115.WANG Chao, HE Yingjie, SONG Zhishun, PENG Cheng. Unified Theory between the Space Vector and the Triangular Carrier-Based PWM Strategies in Active Neutral-Point-Clamped Multilevel Inverters[J]. Transactions of China Electrotechnical Society, 2017,32(14):106-115.
    [17]Q.Song,W. iu,Q.Yu, X.Xie and Z.Wang. A Neutral Point Potential Balancing Algorithm for Three-Level NPC Inverters Using Analytically Injected Zero Sequence Voltage[J]. In Proc. IEEE APEC, Feb. 2003, vol. 1, pp. 228–233.
    [18]Du Z,Tolbert L M,Chiasson J N. Active harmonic elimination for multilevel converters[J]. Power Electronics, IEEE Transactions on, 2006, 21(2): 459-469.
    [19]Ray R N,Chatterjee D,Goswami S K. A GN based optimal switching technique for voltage harmonic reduction of multilevel inverter[J]. Expert Systems with Applications, 2010,37(12): 7796-7801.
    [20]Xing Fang,Yun Wu.On the Errors-in-Variables Model with Equality and i-Nequality Constraints for Selected Numerical Examples[J].Acta Geod Geophys,2016,51(3):515-525.
    [21]李华德. 交流调速控制系统[M]. 电子工业出版社, 2004.LI Huade. AC speed control system[M]. Electronic Industry Press, 2004.
    引证文献
    网友评论
    网友评论
    分享到微博
    发 布
引用本文

朱琴跃,戴维,谭喜堂,李朝阳,解大波.基于粒子群算法的牵引逆变器多目标优化控制策略[J].同济大学学报(自然科学版),2020,48(02):287~295

复制
分享
文章指标
  • 点击次数:939
  • 下载次数: 869
  • HTML阅读次数: 43
  • 引用次数: 0
历史
  • 收稿日期:2019-01-29
  • 最后修改日期:2020-01-12
  • 录用日期:2019-12-06
  • 在线发布日期: 2020-02-26
文章二维码