针对风电并网影响建立一个含风电场的动态环境经济调度模型,该模型以运行成本及污染气体排放为目标,考虑实际中存在的各种等式约束和不等式约束,提出基于混沌策略的文化差分进化算法(chaotic cultural differential evolution,CCDE)以...针对风电并网影响建立一个含风电场的动态环境经济调度模型,该模型以运行成本及污染气体排放为目标,考虑实际中存在的各种等式约束和不等式约束,提出基于混沌策略的文化差分进化算法(chaotic cultural differential evolution,CCDE)以求解该模型。将混沌参数调整策略融入文化差分进化算法,与自适应柯西变异结合,有利于跳出局部最优。采用动态约束处理方法结合罚函数使得群体空间的个体满足约束。仿真结果表明CCDE算法能有效处理该模型并且得到较优的调度方案。展开更多
针对最小二乘支持向量机最佳算法参数难以确定的缺陷,提出了基于文化差分进化算法的最小二乘支持向量机(Cultural Differential evolution Algorithm Least Square Support Vector Machine,CDE-LSSVM)。该算法通过新型的文化差分进化算...针对最小二乘支持向量机最佳算法参数难以确定的缺陷,提出了基于文化差分进化算法的最小二乘支持向量机(Cultural Differential evolution Algorithm Least Square Support Vector Machine,CDE-LSSVM)。该算法通过新型的文化差分进化算法优化确定最小二乘支持向量机核宽度参数和惩罚系数,建立具有良好预测性能的模型。同时,针对药物定量构效关系(Quantitative Structure-Activity Relationships,QSAR)模型具有高度非线性、变量之间存在相关性的特征,采用CDE-LSSVM建立HIV-1蛋白酶抑制剂的药物定量构效关系模型。模型具有很好的拟合精度与预测精度,且优于最小二乘支持向量机、BP神经网络和径向基神经网络。展开更多
The detection of fully and partially defective sensors in a linear array composed of N sensors is addressed. First, the symmetrical structure of a linear array is proposed. Second, a hybrid technique based on the cult...The detection of fully and partially defective sensors in a linear array composed of N sensors is addressed. First, the symmetrical structure of a linear array is proposed. Second, a hybrid technique based on the cultural algorithm with differential evolution is developed. The symmetrical structure has two advantages： （1） Instead of finding all damaged patterns, only （N-1）/2 patterns are needed; （2） We are required to scan the region from 0° to 90°instead of from 0° to 180°. Obviously, the computational complexity can be reduced. Monte Carlo simulations were carried out to validate the performance of the proposed scheme, compared with existing methods in terms of computational time and mean square error.展开更多
文摘针对风电并网影响建立一个含风电场的动态环境经济调度模型,该模型以运行成本及污染气体排放为目标,考虑实际中存在的各种等式约束和不等式约束,提出基于混沌策略的文化差分进化算法(chaotic cultural differential evolution,CCDE)以求解该模型。将混沌参数调整策略融入文化差分进化算法,与自适应柯西变异结合,有利于跳出局部最优。采用动态约束处理方法结合罚函数使得群体空间的个体满足约束。仿真结果表明CCDE算法能有效处理该模型并且得到较优的调度方案。
基金Project supported by the Higher Education Commission of Pakistan
文摘The detection of fully and partially defective sensors in a linear array composed of N sensors is addressed. First, the symmetrical structure of a linear array is proposed. Second, a hybrid technique based on the cultural algorithm with differential evolution is developed. The symmetrical structure has two advantages： （1） Instead of finding all damaged patterns, only （N-1）/2 patterns are needed; （2） We are required to scan the region from 0° to 90°instead of from 0° to 180°. Obviously, the computational complexity can be reduced. Monte Carlo simulations were carried out to validate the performance of the proposed scheme, compared with existing methods in terms of computational time and mean square error.
