Modified Flower Pollination Algorithm and Applications on Optimization Dispatch of Microgrid
WANG Sheng-sheng1, DU Peng1, DONG Ru-yi1, LI Yong-he2
1. College of Computer Science and Technology, Jilin University, Changchun 130012, China; 2. College of Army Artillery and Air Defense Crops, Shenyang 100867, China.
WANG Sheng-sheng, DU Peng, DONG Ru-yi, LI Yong-he. Modified Flower Pollination Algorithm and Applications on Optimization Dispatch of Microgrid[J]. Journal of Northeastern University Natural Science, 2018, 39(3): 334-338.
[1]Wu Z,Tazvinga H,Xia X.Demand side management of photovoltaic-battery hybrid system [J].Applied Energy,2015,148:294-304. [2]李鹏,徐伟娜,周泽远,等.基于改进万有引力搜索算法的微网优化运行 [J].中国电机工程学报,2014,34(19):3073-3079.(Li Peng,Xu Wei-na,Zhou Ze-yuan,et al.Optimal operation of microgrid based on improved gravitational search algorithm[J].Proceedings of the CSEE,2014,34(19):3073-3079.) [3]Othman M M,El-khattam W,Hegazy Y G,et al.Optimal placement and sizing of voltage controlled distributed generators in unbalanced distribution networks using supervised firefly algorithm [J]. International Journal of Electrical Power & Energy Systems,2016,82:105-113. [4]Tharakeshwar T K,Seetharamu K N,Prasad B D.Multi-objective optimization using bat algorithm for shell and tube heat exchangers [J].Applied Thermal Engineering,2017,110:1029-1038. [5]Reddy S S,Rathnam C S.Optimal power flow using glowworm swarm optimization [J].International Journal of Electrical Power & Energy Systems,2016,80:128-139. [6]Yang X S.Flower pollination algorithm for global optimization[C]//International Conference on Unconventional Computation and Natural Computation.Berlin:Springer-Verlag,2012:240-249. [7]Dubey H M,Pandit M,Panigrahi B K.A biologically inspired modified pollination algorithm for solving economic dispatch problems in modern power systems[J].Cognitive Computation,2015,7(5):1-15. [8]Abdelaziz A Y,Ali E S,Elazim S M A.Implementation of flower pollination algorithm for solving economic load dispatch and combined economic emission dispatch problems in power systems[J].Energy,2016,101:506-518. [9]Rahnamayan S,Tizhoosh H R,Salama M M A.Opposition versus randomness in soft computing techniques [J].Applied Soft Computing,2008,8(2):906-918. [10]Abedini M,Moradi M H,Hosseinian S M,et al.Optimal management of microgrids including renewable energy scources using GPSO-GM algorithm [J].Renewable Energy,2016,90:430-439. [11]Malysz P,Sirouspour S,Emadi A.An optimal energy storage control strategy for grid-connected microgrids [J].IEEE Transactions on Smart Grid,2014,5(5):1785-1796. [12]钱科军,袁越,石晓丹,等.分布式发电的环境效益分析 [J].中国电机工程学报,2008,28(29):11-15.(Qian Ke-jun,Yuan Yue,Shi Xiao-dan,et al.Environmental benefits analysis of distributed generation[J].Proceedings of the CSEE,2008,28(29):11-15.) [13]丁明,张颖媛,茆美琴,等.包含钠硫电池储能的微网系统经济运行优化 [J].中国电机工程学报,2011,31(4):7-14.(Ding Ming,Zhang Ying-yuan,Mao Mei-qin,et al.Economic operation optimization for microgrids including Na/S battery storage[J].Proceedings of the CSEE,2011,31(4):7-14.) [14]陈洁,杨秀,朱兰,等.微网多目标经济调度优化 [J].中国电机工程学报,2013,33(19):57-66.(Chen Jie,Yang Xiu,Zhu Lan,et al.Microgrid multi-objective economic dispatch optimization [J].Proceedings of the CSEE,2013,33(19):57-66.) [15]毛晓明,陈深,吴杰康,等.分时电价机制下含蓄电池微网的优化调度 [J].电网技术,2015,39(5):1192-1197.(Mao Xiao-ming,Chen Shen,Wu Jie-kang,et al.Optimal dispatching of microgrid containing battery under time-of-use price mechanism [J].Power System Technology,2015,39(5):1192-1197.) [16]Holland J.Adaptation in natural and artificial systems [J].The Quarterly Review of Biology,1975,6(2):126-137. [17]Yang X S.Firefly algorithms for multimodal optimization[C]//Proceeding of the 5th International Symposium on Stochastic Algorithms:Foundations and Applications.Berlin:Springer-Verlag,2009:169-178. [18]Gandomi A H,Yang X S,Alavi A H,et al.Bat algorithm for constrained optimization tasks [J].Neural Computing and Applications,2013,22(6):1239-1255.(上接第319页) [4]Candes E J,Wakin M B.An introduction to compressive sampling[J].IEEE Signal Processing Magazine,2008,25(2):21-30. [5]Al-Haj A.Combined DWT-DCT digital image watermarking[J].Journal of Computer Science,2007,3(9):740-746. [6]Johansson E M,Mast J E.Three-dimensional ground-penetrating radar imaging using synthetic aperture time-domain focusing[C]//Spies International Symposium on Optics.San Diego,1994:205-214. [7]屈乐乐,方广有,杨天虹.压缩感知理论在频率步进探地雷达偏移成像中的应用[J].电子与信息学报,2011,33(1):21-26.(Qu Le-le,Fang Guang-you,Yang Tian-hong.The application of compressed sensing to stepped-frequency ground penetrating radar migration imaging[J].Journal of Electronics & Information Technology,2011,33(1):21-26.) [8]刘福来,彭泸,汪晋宽,等.基于加权L○1范数的CS-DOA算法[J].东北大学学报(自然科学版),2013,34(5):655-657.(Liu Fu-lai,Peng Lu,Wang Jin-kuan,et al.CS-DOA algorithm based on weighted L○1 norm[J].Journal of Northeastern University (Natural Science),2013,34(5):655-657.) [9]Boyd S,Vandenberghe L.Convex optimization[M].Oxford:Cambridge University Press,2004.