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基于异常行为的海洋气象传感网的入侵检测方法研究 被引量:2
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作者 苏新 田天 +1 位作者 ziyang gong 周一青 《通信学报》 EI CSCD 北大核心 2023年第7期86-99,共14页
应对海洋气象传感网面临的异常数据流攻击,分析安全机制,针对其复杂庞大的网络结构和节点内分布极端不平衡的数据流,对基于异常行为的海洋气象传感网入侵检测方法进行研究,并搭建入侵检测系统。重点考虑数据集不平衡问题,使用深度生成网... 应对海洋气象传感网面临的异常数据流攻击,分析安全机制,针对其复杂庞大的网络结构和节点内分布极端不平衡的数据流,对基于异常行为的海洋气象传感网入侵检测方法进行研究,并搭建入侵检测系统。重点考虑数据集不平衡问题,使用深度生成网络CVAE-GAN学习数据集中少数类的分布,实现有效的数据生成。使用基于OPTICS的去噪算法清除多数类中噪声点,清晰化类别边界。从数据角度入手,降低数据集不平衡率,减小不平衡数据集对入侵检测系统的影响,提高分类器对少数类异常流量的识别能力。仿真结果表明,所提系统能够有效识别各类异常流量,尤其是少数类异常流量,所采用的不平衡数据集处理方法对分类器的检测能力有显著提高。 展开更多
关键词 海洋气象传感网 入侵检测系统 数据集平衡化 CVAE-GAN OPTICS
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A secure double spectrum auction scheme
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作者 Jiaqi Wang Ning Lu +2 位作者 ziyang gong Wenbo Shi Chang Choi 《Digital Communications and Networks》 2024年第5期1415-1427,共13页
With the arrival of the 5G era,wireless communication technologies and services are rapidly exhausting the limited spectrum resources.Spectrum auctions came into being,which can effectively utilize spectrum resources.... With the arrival of the 5G era,wireless communication technologies and services are rapidly exhausting the limited spectrum resources.Spectrum auctions came into being,which can effectively utilize spectrum resources.Because of the complexity of the electronic spectrum auction network environment,the security of spectrum auction can not be guaranteed.Most scholars focus on researching the security of the single-sided auctions,while ignoring the practical scenario of a secure double spectrum auction where participants are composed of multiple sellers and buyers.Researchers begin to design the secure double spectrum auction mechanisms,in which two semi-honest agents are introduced to finish the spectrum auction rules.But these two agents may collude with each other or be bribed by buyers and sellers,which may create security risks,therefore,a secure double spectrum auction is proposed in this paper.Unlike traditional secure double spectrum auctions,the spectrum auction server with Software Guard Extensions(SGX)component is used in this paper,which is an Ethereum blockchain platform that performs spectrum auctions.A secure double spectrum protocol is also designed,using SGX technology and cryptographic tools such as Paillier cryptosystem,stealth address technology and one-time ring signatures to well protect the private information of spectrum auctions.In addition,the smart contracts provided by the Ethereum blockchain platform are executed to assist offline verification,and to verify important spectrum auction information to ensure the fairness and impartiality of spectrum auctions.Finally,security analysis and performance evaluation of our protocol are discussed. 展开更多
关键词 Secure double spectrum auction SGX technology Privacy information Ethereum platform Verification
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