BSOcodeV1.zip_CECbenchmark_matlab_workaiy_头脑风暴算法

共338个文件

txt：328个

m：7个

cpp：1个

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matlab

头脑风暴算法

45 浏览量 2022-07-15 08:34:18 上传评论收藏 6.01MB ZIP 举报

标题中的“BSOcodeV1.zip_CEC benchmark_matlab_workaiy_头脑风暴算法_最优化”揭示了这个压缩包包含的是一套基于Matlab实现的头脑风暴算法（Brain Storm Optimization, BSO）优化工具，用于解决CEC（Combinatorial Evolutionary Computation）2017年的基准测试问题。CEC基准测试是进化计算和多目标优化领域用来评估算法性能的一系列标准问题集。史玉回老师是可能的原代码作者或贡献者，而"workaiy"可能是他的工作或研究代号。在描述中，我们了解到这个代码库是对史玉回老师原始代码的修改版，目的是利用头脑风暴算法来寻找CEC基准测试问题的最优解。头脑风暴算法是一种模仿人类头脑风暴过程的全局优化算法，它通过模拟群体智慧，生成、评价和改进解决方案，以解决复杂优化问题。我们来详细了解一下头脑风暴算法。该算法由伊朗学者Mirjalili在2010年提出，其灵感来源于实际的头脑风暴会议，包括创新性思维、无约束讨论和自由联想等元素。在算法中，每个个体代表一个潜在的解决方案，群体中的个体通过随机变异、交叉和选择操作，不断迭代以寻找最佳解。头脑风暴算法具有简单易实现、鲁棒性强和适应性广泛等特点，尤其适用于多模态优化问题。然后，CEC基准测试包含了各种不同类型和难度的优化问题，如单目标和多目标函数、凸函数和非凸函数、连续函数和离散函数等。这些测试问题设计的目标是全面评估优化算法在处理不同特性的优化问题时的能力。通过在CEC基准测试上运行，我们可以分析头脑风暴算法在解决实际复杂问题时的表现和优势。在Matlab环境下实现头脑风暴算法，可以利用其强大的数学计算能力和丰富的优化工具箱。通常，一个完整的实现会包括初始化种群、计算适应度值、执行迭代过程、更新种群以及判断停止条件等步骤。代码可能会涉及矩阵操作、随机数生成、函数调用等Matlab特性。 “BSOcodeV1”可能表示这是头脑风暴算法的第1个版本，可能存在后续的改进版本。"workaiy"的代码可能包含了一些特定的优化策略或改进，比如新的变异策略、更好的收敛机制或者是对CEC特定问题的针对性调整。这个压缩包提供的资源对于研究和实践头脑风暴算法在解决优化问题，特别是CEC基准测试中的应用，是非常有价值的。通过学习和理解这个代码，我们可以了解如何将头脑风暴算法应用于实际问题，也可以为其他优化问题提供参考和启发。同时，这也为我们提供了深入研究和改进现有算法的机会，以便在未来的设计和优化工作中取得更好的结果。

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BSOcodeV1.zip_CEC benchmark_matlab_workaiy_头脑风暴算法_最优化（338个子文件）

cec17_func.cpp 41KB

XT_CEC.m 8KB

XT.m 7KB

bso2.m 6KB

purecmaes.m 5KB

test.m 1KB

rastrigin.m 147B

sphere.m 110B

cec17_func.mexw64 51KB

M_21_D100.txt 2.39MB

M_25_D100.txt 2.39MB

M_29_D100.txt 2.39MB

M_24_D100.txt 2.39MB

M_26_D100.txt 2.39MB

M_22_D100.txt 2.39MB

M_30_D100.txt 2.39MB

M_27_D100.txt 2.39MB

M_23_D100.txt 2.39MB

M_28_D100.txt 2.39MB

M_29_D50.txt 611KB

M_21_D50.txt 611KB

M_22_D50.txt 611KB

M_24_D50.txt 611KB

M_30_D50.txt 611KB

M_28_D50.txt 611KB

M_27_D50.txt 611KB

M_26_D50.txt 611KB

M_25_D50.txt 611KB

M_23_D50.txt 611KB

M_20_D100.txt 244KB

M_1_D100.txt 244KB

M_17_D100.txt 244KB

M_15_D100.txt 244KB

M_14_D100.txt 244KB

M_16_D100.txt 244KB

M_18_D100.txt 244KB

M_7_D100.txt 244KB

M_13_D100.txt 244KB

M_11_D100.txt 244KB

M_4_D100.txt 244KB

M_6_D100.txt 244KB

M_12_D100.txt 244KB

M_3_D100.txt 244KB

M_19_D100.txt 244KB

M_8_D100.txt 244KB

M_5_D100.txt 244KB

M_9_D100.txt 244KB

M_2_D100.txt 244KB

M_10_D100.txt 244KB

M_23_D30.txt 220KB

M_27_D30.txt 220KB

M_24_D30.txt 220KB

M_26_D30.txt 220KB

M_28_D30.txt 220KB

M_30_D30.txt 220KB

M_29_D30.txt 220KB

M_21_D30.txt 220KB

M_25_D30.txt 220KB

M_22_D30.txt 220KB

M_24_D20.txt 98KB

M_28_D20.txt 98KB

M_22_D20.txt 98KB

M_25_D20.txt 98KB

M_26_D20.txt 98KB

M_23_D20.txt 98KB

M_27_D20.txt 98KB

M_21_D20.txt 98KB

M_18_D50.txt 61KB

M_13_D50.txt 61KB

M_15_D50.txt 61KB

M_12_D50.txt 61KB

M_19_D50.txt 61KB

M_16_D50.txt 61KB

M_10_D50.txt 61KB

M_14_D50.txt 61KB

M_2_D50.txt 61KB

M_4_D50.txt 61KB

M_17_D50.txt 61KB

M_8_D50.txt 61KB

M_3_D50.txt 61KB

M_5_D50.txt 61KB

M_20_D50.txt 61KB

M_9_D50.txt 61KB

M_7_D50.txt 61KB

M_11_D50.txt 61KB

M_1_D50.txt 61KB

M_6_D50.txt 61KB

M_23_D10.txt 25KB

M_30_D10.txt 25KB

M_21_D10.txt 25KB

M_29_D10.txt 25KB

M_26_D10.txt 25KB

M_24_D10.txt 25KB

M_27_D10.txt 25KB

M_25_D10.txt 25KB

M_28_D10.txt 25KB

M_22_D10.txt 25KB

shift_data_29.txt 24KB

shift_data_25.txt 24KB

shift_data_26.txt 24KB

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