入侵检测系统能够有效地检测网络中异常的攻击行为,对网络安全至关重要.目前,许多入侵检测方法对攻击行为Probe(probing),U2R(user to root),R2L(remote to local)的检测率比较低.基于这一问题,提出一种新的混合多层次入侵检测模型,检...入侵检测系统能够有效地检测网络中异常的攻击行为,对网络安全至关重要.目前,许多入侵检测方法对攻击行为Probe(probing),U2R(user to root),R2L(remote to local)的检测率比较低.基于这一问题,提出一种新的混合多层次入侵检测模型,检测正常和异常的网络行为.该模型首先应用KNN(K nearest neighbors)离群点检测算法来检测并删除离群数据,从而得到一个小规模和高质量的训练数据集;接下来,结合网络流量的相似性,提出一种类别检测划分方法,该方法避免了异常行为在检测过程中的相互干扰,尤其是对小流量攻击行为的检测;结合这种划分方法,构建多层次的随机森林模型来检测网络异常行为,提高了网络攻击行为的检测效果.流行的数据集KDD(knowledge discovery and data mining) Cup 1999被用来评估所提出的模型.通过与其他算法进行对比,该方法的准确率和检测率要明显优于其他算法,并且能有效地检测Probe,U2R,R2L这3种攻击类型.展开更多
As a new generation of direct current(DC)transmission technology,voltage sourced converter(VSC)based high voltage direct current(HVDC)has been widely developed and applied all over the world.China has also carried out...As a new generation of direct current(DC)transmission technology,voltage sourced converter(VSC)based high voltage direct current(HVDC)has been widely developed and applied all over the world.China has also carried out a deep technical research and engineering application in this area,and at present,it has been stepped into a fast growing period.This paper gives a general review over China’s VSC based HVDC in terms of engineering technology,application and future development.It comprehensively analyzes the technical difficulties and future development orientation on the aspects of the main configurations of VSC based HVDC system,topological structures of converters,control and protection technologies,flexible DC cables,converter valve tests,etc.It introduces the applicable fields and current status of China’s VSC based HVDC projects,and analyzes the application trends of VSC based HVDC projects both in China and all over the world according to the development characteristics and demands of future power grids.展开更多
Metallogensis of the Xiadian gold deposit in Shandong Province has been a question under dispute for a long time. There are many points such as metamorphic hydrothermal, magamatic hydrothermal and meteoric water. Deta...Metallogensis of the Xiadian gold deposit in Shandong Province has been a question under dispute for a long time. There are many points such as metamorphic hydrothermal, magamatic hydrothermal and meteoric water. Detailed study shows that mantle-rooted fluids were involved in the ore-forming processes. Evidence for this argumentation comes from: (1) discordogenic fault; (2) intersecting and accompanying of basic veins and lodes; (3) geochemistry of stable isotopes; (4) geochemistry of fluid inclusions; and (5) multi-level circulation and exchanging of mantle-rooted fluids. Based on the characteristics of the circulation system of mantle-rooted fluids and its close relation to magmatic hydrothermal fluids and meteoric water, ore-bearing fluids are divided into three subsystems: (1) C-H-O-rich fluid circulation subsystem in mantle, (2) Si-rich fluid circulation subsystem in the middle and lower crust; and (3) S-rich fluid circulation subsystem in shallow and surface crust. Ore-forming functions of these subsystems are controlled respectively by their different geodynamic settings.展开更多
文摘入侵检测系统能够有效地检测网络中异常的攻击行为,对网络安全至关重要.目前,许多入侵检测方法对攻击行为Probe(probing),U2R(user to root),R2L(remote to local)的检测率比较低.基于这一问题,提出一种新的混合多层次入侵检测模型,检测正常和异常的网络行为.该模型首先应用KNN(K nearest neighbors)离群点检测算法来检测并删除离群数据,从而得到一个小规模和高质量的训练数据集;接下来,结合网络流量的相似性,提出一种类别检测划分方法,该方法避免了异常行为在检测过程中的相互干扰,尤其是对小流量攻击行为的检测;结合这种划分方法,构建多层次的随机森林模型来检测网络异常行为,提高了网络攻击行为的检测效果.流行的数据集KDD(knowledge discovery and data mining) Cup 1999被用来评估所提出的模型.通过与其他算法进行对比,该方法的准确率和检测率要明显优于其他算法,并且能有效地检测Probe,U2R,R2L这3种攻击类型.
基金This work was supported by National Natural Science Foundation of China(No.51261130471).
文摘As a new generation of direct current(DC)transmission technology,voltage sourced converter(VSC)based high voltage direct current(HVDC)has been widely developed and applied all over the world.China has also carried out a deep technical research and engineering application in this area,and at present,it has been stepped into a fast growing period.This paper gives a general review over China’s VSC based HVDC in terms of engineering technology,application and future development.It comprehensively analyzes the technical difficulties and future development orientation on the aspects of the main configurations of VSC based HVDC system,topological structures of converters,control and protection technologies,flexible DC cables,converter valve tests,etc.It introduces the applicable fields and current status of China’s VSC based HVDC projects,and analyzes the application trends of VSC based HVDC projects both in China and all over the world according to the development characteristics and demands of future power grids.
基金supported by the National Natural Science Foundation of China(Nos.40172036 and 40272051)the Science and Technology Research Key Project of the Ministry of Education(Grant No.01037)the Foundation for University Key Teachers by the Ministry of Education and the National Key Basic Research Project(Grant No.1999043206).
文摘Metallogensis of the Xiadian gold deposit in Shandong Province has been a question under dispute for a long time. There are many points such as metamorphic hydrothermal, magamatic hydrothermal and meteoric water. Detailed study shows that mantle-rooted fluids were involved in the ore-forming processes. Evidence for this argumentation comes from: (1) discordogenic fault; (2) intersecting and accompanying of basic veins and lodes; (3) geochemistry of stable isotopes; (4) geochemistry of fluid inclusions; and (5) multi-level circulation and exchanging of mantle-rooted fluids. Based on the characteristics of the circulation system of mantle-rooted fluids and its close relation to magmatic hydrothermal fluids and meteoric water, ore-bearing fluids are divided into three subsystems: (1) C-H-O-rich fluid circulation subsystem in mantle, (2) Si-rich fluid circulation subsystem in the middle and lower crust; and (3) S-rich fluid circulation subsystem in shallow and surface crust. Ore-forming functions of these subsystems are controlled respectively by their different geodynamic settings.
