针对现有网络入侵检测方法的不足,提出了一种新的网络入侵检测方法——GATS-LSVM算法。该方法采用遗传算法(GA)与禁忌搜索(TS)相混合的搜索策略对特征子集空间进行随机搜索,利用提供的数据在无约束优化线性支持向量机(LSVM)上的分类错...针对现有网络入侵检测方法的不足,提出了一种新的网络入侵检测方法——GATS-LSVM算法。该方法采用遗传算法(GA)与禁忌搜索(TS)相混合的搜索策略对特征子集空间进行随机搜索,利用提供的数据在无约束优化线性支持向量机(LSVM)上的分类错误率作为特征子集的评估标准获取最优特征子集,从而有效地对入侵进行检测。大量基于著名的KDD Cup 1999数据集的实验表明,该新方法相对于其它一些传统的网络入侵检测方法,能在保证较高检测率的前提下,有效地降低误报率、入侵检测的计算复杂度和提高检测速度,能更适用于现实高速网络应用环境。展开更多
Crystalline TiO（P25） and isolated titanate species in a ZSM-5 structure（TS-1） were modified with Au and Ag, respectively, and tested in the gas-phase photocatalytic COreduction under high purity conditions. The no...Crystalline TiO（P25） and isolated titanate species in a ZSM-5 structure（TS-1） were modified with Au and Ag, respectively, and tested in the gas-phase photocatalytic COreduction under high purity conditions. The noble metal modification was performed by photodeposition. Light absorbance properties of the catalysts are examined with UV–Vis spectroscopy before and after the activity test. In the gas-phase photocatalytic COreduction, it was observed that the catalysts with Ag nanostructures are more active than those with Au nanostructures. It is thus found that the energetic difference between the band gap energy of the semiconductor and the position of the plasmon is influencing the photocatalytic activity.Potentially, plasmon excitation due to visible light absorption results in plasmon resonance energy, which affects the excitation of the semiconductor positively. Therefore, an overlap between band gap energy of the semiconductor and metal plasmon is needed.展开更多
文摘针对现有网络入侵检测方法的不足,提出了一种新的网络入侵检测方法——GATS-LSVM算法。该方法采用遗传算法(GA)与禁忌搜索(TS)相混合的搜索策略对特征子集空间进行随机搜索,利用提供的数据在无约束优化线性支持向量机(LSVM)上的分类错误率作为特征子集的评估标准获取最优特征子集,从而有效地对入侵进行检测。大量基于著名的KDD Cup 1999数据集的实验表明,该新方法相对于其它一些传统的网络入侵检测方法,能在保证较高检测率的前提下,有效地降低误报率、入侵检测的计算复杂度和提高检测速度,能更适用于现实高速网络应用环境。
文摘Crystalline TiO（P25） and isolated titanate species in a ZSM-5 structure（TS-1） were modified with Au and Ag, respectively, and tested in the gas-phase photocatalytic COreduction under high purity conditions. The noble metal modification was performed by photodeposition. Light absorbance properties of the catalysts are examined with UV–Vis spectroscopy before and after the activity test. In the gas-phase photocatalytic COreduction, it was observed that the catalysts with Ag nanostructures are more active than those with Au nanostructures. It is thus found that the energetic difference between the band gap energy of the semiconductor and the position of the plasmon is influencing the photocatalytic activity.Potentially, plasmon excitation due to visible light absorption results in plasmon resonance energy, which affects the excitation of the semiconductor positively. Therefore, an overlap between band gap energy of the semiconductor and metal plasmon is needed.
