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人羊膜上皮细胞通过抑制中性粒细胞胞外诱捕网促进糖尿病创面愈合
引用本文:张春林,程庆丰,张莹宵,杜志鹏,胡金波,唐紫薇.人羊膜上皮细胞通过抑制中性粒细胞胞外诱捕网促进糖尿病创面愈合[J].重庆医科大学学报,2023,48(7):743-752.
作者姓名:张春林  程庆丰  张莹宵  杜志鹏  胡金波  唐紫薇
作者单位:重庆大学 计算机学院,重庆 400044
基金项目:国家自然科学基金资助项目(61309013)。
摘    要:软件定义网络(software defined network,SDN)作为一种新型网络架构,其转控分离及集中控制的架构思想为网络带来了显著的灵活性,同时为感知全局网络状态提供了便利。分布式拒绝服务攻击(distributed denial of service,DDoS)是一种典型的网络攻击方式。针对SDN网络中进行DDoS攻击检测的问题,提出了一种基于条件熵和决策树的DDoS攻击检测方法,利用条件熵判断当前网络状态,通过分析SDN中DDoS攻击特点,提取用于流量检测的6项重要特征,使用C4.5决策树算法进行网络流量分类,实现对SDN中的DDoS攻击的检测。实验表明,相比于其它研究方法,文中提出的方法不仅具有较高检测精确率和召回率,而且明显缩短了检测时间。

关 键 词:软件定义网络  分布式拒绝服务攻击  条件熵  C4.5决策树
收稿时间:2022/3/12 0:00:00

Human amniotic epithelial cells promote diabetic wound healing by inhibiting neutrophil extracellular traps
Zhang Chunlin,Cheng Qingfeng,Zhang Yingxiao,Du Zhipeng,Hu Jinbo,Tang Ziwei.Human amniotic epithelial cells promote diabetic wound healing by inhibiting neutrophil extracellular traps[J].Journal of Chongqing Medical University,2023,48(7):743-752.
Authors:Zhang Chunlin  Cheng Qingfeng  Zhang Yingxiao  Du Zhipeng  Hu Jinbo  Tang Ziwei
Institution:College of Computer Science, Chongqing University, Chongqing 400044, P. R. China
Abstract:Software defined network (SDN), as a novel network architecture, introduces significant flexibility through the ideas including separation between forwarding and controlling and centralized control. It also facilitates the global awareness of the network status. Distributed denial of service (DDoS) is a typical attack method. This paper focuses on the problem DDoS attack detection in SDN and proposes a DDoS attack detection method based on conditional entropy and decision tree. The proposed method used conditional entropy to evaluate the current network status. It analyzed the characteristics of DDoS attacks in SDN and extracted six key features for traffic detection. The C4.5 decision tree algorithm was utilized to classify network traffic and achieved DDoS attack detection in SDN. Experimental results show that the method presented in this paper exhibits superior detection precision and recall to other research methods. Additionally, it can significantly reduce the detection time.
Keywords:software defined network  distributed denial of service  conditional entropy  C4  5 decision tree
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