14.基于双层优化的电动汽车优化调度研究(文章复现)
说明书
MATLAB代码:基于双层优化的电动汽车优化调度研究
关键词:双层优化 选址定容 输配协同 时空优化
参考文档:《考虑大规模电动汽车接入电网的双层优化调度策略_胡文平》中文版
《A bi-layer optimization based temporal and spatial scheduling for large-scale electric vehicles》完全复现
仿真平台:MATLAB+CPLEX 平台
优势:代码具有一定的深度和创新性,注释清晰,非烂大街的代码,非常精品!
主要内容:代码主要做的是一个双层的电动汽车充放电行为优化问题,具体来讲,输电网上层优化将电动汽车与发电机、基本负荷协调,同时考虑风力发电,从而在时域内优化电动汽车的负荷周期。然后,配电网的下层优化在空间上调度电动汽车负荷的位置。同时代码考虑了风电的出力场景,研究了不同风电出力下电动汽车的适应性,该代码具有一定的创新性,适合新手学习以及在此基础上进行拓展,代码质量非常高,保姆级的注释以及人性化的模块子程序,所有数据均有可靠来源
实现效果:具体如下
%%%%%%配电网潮流优化%%%%%%%%
%%%%%%标幺值SB=100MVA,UB=12.66kV,二阶锥松弛%%%%%%
%%%%%%MISOCP模型,分时段优化,并行计算%%%%%%%%%%%%
clear
clc
tic;
%%%%%IEEE33配电网数据%%%%%%%%%%%;
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Line=[1,1,2;2,2,3;3,3,4;4,4,5;5,5,6;6,6,7;7,7,8;8,8,9;9,9,10;10,10,11;11,11,12;12,12,13;13,13,14;14,14,15;15,15,16;16,16,17;17,5,25;18,25,26;19,26,27;20,27,28;21,28,29;22,29,30;23,30,31;24,31,32;25,1,18;26,18,19;27,19,20;28,20,21;29,2,22;30,22,23;31,23,24;32,33,1];%支路数据;
Pd=0.000018;%放电功率;
Pc=0.000018;%充电功率;
%Ndsum=[0;0;0;0;0;0;0;0;200;400;400;400;400;400;0;0;0;0;0;400;400;0;0;0];%上层调度放电电动汽车数量;
%Ncsum=[950;950;950;950;0;0;0;0;0;0;0;0;0;0;0;0;300;0;0;0;0;0;950;950];%上层调度充电电动汽车数量;
Ndsum=[0;0;0;0;0;0;0;0;160;160;160;160;160;160;0;0;0;0;0;160;80;0;0;0];%上层调度放电电动汽车数量(何立夫数据);
Ncsum=[380;380;380;360;110;0;0;0;0;0;0;0;0;0;0;0;60;0;0;0;0;0;350;380];%上层调度充电电动汽车数量(何立夫数据);
Nd_resid=zeros(24,1);Nc_resid=zeros(24,1);Nd_comme=zeros(24,1);Nc_comme=zeros(24,1);Nd_indus=zeros(24,1);Nc_indus=zeros(24,1);%区域电动汽车数量;