CEC2022:CEC2022测试函数及多种智能优化算法求解CEC2022对比
目录
一、CEC2022测试函数
二、多种智能优化算法求解CEC2022
2.1 本文参与求解CEC2022的智能优化算法
2.2 部分测试函数运行结果与收敛曲线
三、带标记收敛曲线代码(获得代码后可自行更改）
一、CEC2022测试函数
CEC2022测试集共有12个单目标测试函数，每个测试函数可选择的维度分别为10维、20维。该测试集合也是目前高质量论文应用最广泛的测试集，CEC2022测试集函数复杂，非常具有挑战力。
CEC2022测试函数与理论最优值
二、多种智能优化算法求解CEC2022
2.1 本文参与求解CEC2022的智能优化算法
本文选取一些经典的智能优化算法参与测试CEC2022测试函数，具体有：沙丘猫优化算法(SCSO)、蜣螂优化算法(DBO)、算术优化算法(AOA)、黏菌算法(SMA)、人工大猩猩部队优化算法(GTO）、蛇优化算法(SO)、非洲秃鹫优化算法(AVOA)以及灰狼算法(GWO)、鲸鱼算法(WOA)、引力搜索算法(GSA)。种群规模设为50、最大迭代次数为500。
2.2 部分测试函数运行结果与收敛曲线
F2:
The best optimal values of the objective funciton found by GSA is : 474.5299
The best optimal values of the objective funciton found by GWO is : 411.197
The best optimal values of the objective funciton found by WOA is : 416.4015
The best optimal values of the objective funciton found by AVOA is : 400.0163
The best optimal values of the objective funciton found by GTO is : 404.0752
The best optimal values of the objective funciton found by DBO is : 408.9161
The best optimal values of the objective funciton found by SO is : 407.3562
The best optimal values of the objective funciton found by SMA is : 407.083
The best optimal values of the objective funciton found by AOA is : 1154.5349
The best optimal values of the objective funciton found by SCSO is : 423.5253
F5:
The best optimal values of the objective funciton found by GSA is : 1006.2953
The best optimal values of the objective funciton found by GWO is : 900.1918
The best optimal values of the objective funciton found by WOA is : 3903.9517
The best optimal values of the objective funciton found by AVOA is : 953.213
The best optimal values of the objective funciton found by GTO is : 918.2926
The best optimal values of the objective funciton found by DBO is : 967.949
The best optimal values of the objective funciton found by SO is : 903.3099
The best optimal values of the objective funciton found by SMA is : 900.6152
The best optimal values of the objective funciton found by AOA is : 1378.7241
The best optimal values of the objective funciton found by SCSO is : 1437.0716
F8:
The best optimal values of the objective funciton found by GSA is : 2253.7266
The best optimal values of the objective funciton found by GWO is : 2225.0024
The best optimal values of the objective funciton found by WOA is : 2231.3405
The best optimal values of the objective funciton found by AVOA is : 2225.3089
The best optimal values of the objective funciton found by GTO is : 2204.8334
The best optimal values of the objective funciton found by DBO is : 2224.6929
The best optimal values of the objective funciton found by SO is : 2222.9351
The best optimal values of the objective funciton found by SMA is : 2220.9324
The best optimal values of the objective funciton found by AOA is : 2445.8039
The best optimal values of the objective funciton found by SCSO is : 2216.7517
F10：
The best optimal values of the objective funciton found by GSA is : 2636.9688
The best optimal values of the objective funciton found by GWO is : 2500.2949
The best optimal values of the objective funciton found by WOA is : 2500.6209
The best optimal values of the objective funciton found by AVOA is : 2500.4701
The best optimal values of the objective funciton found by GTO is : 2500.4813
The best optimal values of the objective funciton found by DBO is : 2500.5967
The best optimal values of the objective funciton found by SO is : 2500.351
The best optimal values of the objective funciton found by SMA is : 2500.5584
The best optimal values of the objective funciton found by AOA is : 2708.7742
The best optimal values of the objective funciton found by SCSO is : 2630.1491
F12:
The best optimal values of the objective funciton found by GSA is : 3026.5742
The best optimal values of the objective funciton found by GWO is : 2872.1718
The best optimal values of the objective funciton found by WOA is : 2911.8117
The best optimal values of the objective funciton found by AVOA is : 2865.403
The best optimal values of the objective funciton found by GTO is : 2863.4948
The best optimal values of the objective funciton found by DBO is : 2864.956
The best optimal values of the objective funciton found by SO is : 2865.3162
The best optimal values of the objective funciton found by SMA is : 2863.4012
The best optimal values of the objective funciton found by AOA is : 3035.8413
The best optimal values of the objective funciton found by SCSO is : 2868.6205
三、带标记收敛曲线代码(获得代码后可自行更改）
figure
maker_index=1:15:500;
semilogy(curve_compare(1,:),'k-*','MarkerIndices',maker_index,'LineWidth',1)
hold on
semilogy(curve_compare(2,:),'k-o','MarkerIndices',maker_index,'LineWidth',1)
hold on
semilogy(curve_compare(3,:),'b-<','MarkerIndices',maker_index,'LineWidth',1)
hold on
semilogy(curve_compare(4,:),'k-s','MarkerIndices',maker_index,'LineWidth',1)
hold on
semilogy(curve_compare(5,:),'k-d','MarkerIndices',maker_index,'LineWidth',1)
hold on
semilogy(curve_compare(6,:),'k-p','MarkerIndices',maker_index,'LineWidth',1)
hold on
semilogy(curve_compare(7,:),'r-p','MarkerIndices',maker_index,'LineWidth',1)
hold on
semilogy(curve_compare(8,:),'b-p','MarkerIndices',maker_index,'LineWidth',1)
xlabel('迭代次数');
ylabel('目标函数值');
grid on
box on需要代码请私信博主
