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Threshold-Based Software-Defined Networking(SDN)Solution for Healthcare Systems against Intrusion Attacks
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作者 Laila M.Halman Mohammed J.F.Alenazi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第2期1469-1483,共15页
The healthcare sector holds valuable and sensitive data.The amount of this data and the need to handle,exchange,and protect it,has been increasing at a fast pace.Due to their nature,software-defined networks(SDNs)are ... The healthcare sector holds valuable and sensitive data.The amount of this data and the need to handle,exchange,and protect it,has been increasing at a fast pace.Due to their nature,software-defined networks(SDNs)are widely used in healthcare systems,as they ensure effective resource utilization,safety,great network management,and monitoring.In this sector,due to the value of thedata,SDNs faceamajor challengeposed byawide range of attacks,such as distributed denial of service(DDoS)and probe attacks.These attacks reduce network performance,causing the degradation of different key performance indicators(KPIs)or,in the worst cases,a network failure which can threaten human lives.This can be significant,especially with the current expansion of portable healthcare that supports mobile and wireless devices for what is called mobile health,or m-health.In this study,we examine the effectiveness of using SDNs for defense against DDoS,as well as their effects on different network KPIs under various scenarios.We propose a threshold-based DDoS classifier(TBDC)technique to classify DDoS attacks in healthcare SDNs,aiming to block traffic considered a hazard in the form of a DDoS attack.We then evaluate the accuracy and performance of the proposed TBDC approach.Our technique shows outstanding performance,increasing the mean throughput by 190.3%,reducing the mean delay by 95%,and reducing packet loss by 99.7%relative to normal,with DDoS attack traffic. 展开更多
关键词 Network resilience network management attack prediction software defined networking(SDN) distributed denial of service(DDoS) healthcare
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Second-Order Side-Channel Attacks on Kyber: Targeting the Masked Hash Function 被引量:2
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作者 WANG Ya-Qi HUANG Fan +1 位作者 DUAN Xiao-Lin HU Hong-Gang 《密码学报(中英文)》 CSCD 北大核心 2024年第6期1415-1436,共22页
Recently,several PC oracle based side-channel attacks have been proposed against Kyber.However,most of them focus on unprotected implementations and masking is considered as a counter-measure.In this study,we extend P... Recently,several PC oracle based side-channel attacks have been proposed against Kyber.However,most of them focus on unprotected implementations and masking is considered as a counter-measure.In this study,we extend PC oracle based side-channel attacks to the second-order scenario and successfully conduct key-recovery attacks on the first-order masked Kyber.Firstly,we analyze the potential joint information leakage.Inspired by the binary PC oracle based attack proposed by Qin et al.at Asiacrypt 2021,we identify the 1-bit leakage scenario in the masked Keccak implementation.Moreover,we modify the ciphertexts construction described by Tanaka et al.at CHES 2023,extending the leakage scenario from 1-bit to 32-bit.With the assistance of TVLA,we validate these leakages through experiments.Secondly,for these two scenarios,we construct a binary PC oracle based on t-test and a multiple-valued PC oracle based on neural networks.Furthermore,we conduct practical side-channel attacks on masked Kyber by utilizing our oracles,with the implementation running on an ARM Cortex-M4 microcontroller.The demonstrated attacks require a minimum of 15788 and 648 traces to fully recover the key of Kyber768 in the 1-bit leakage scenario and the 32-bit leakage scenario,respectively.Our analysis may also be extended to attack other post-quantum schemes that use the same masked hash function.Finally,we apply the shuffling strategy to the first-order masked imple-mentation of the Kyber and perform leakage tests.Experimental results show that the combination strategy of shuffling and masking can effectively resist our proposed attacks. 展开更多
关键词 side-channel attack plaintext-checking oracle post-quantum cryptography masked Kyber masked hash function
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Detection Technique of Software-Induced Rowhammer Attacks 被引量:2
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作者 Minkyung Lee Jin Kwak 《Computers, Materials & Continua》 SCIE EI 2021年第4期349-367,共19页
Side-channel attacks have recently progressed into software-induced attacks.In particular,a rowhammer attack,which exploits the characteristics of dynamic random access memory(DRAM),can quickly and continuously access... Side-channel attacks have recently progressed into software-induced attacks.In particular,a rowhammer attack,which exploits the characteristics of dynamic random access memory(DRAM),can quickly and continuously access the cells as the cell density of DRAM increases,thereby generating a disturbance error affecting the neighboring cells,resulting in bit flips.Although a rowhammer attack is a highly sophisticated attack in which disturbance errors are deliberately generated into data bits,it has been reported that it can be exploited on various platforms such as mobile devices,web browsers,and virtual machines.Furthermore,there have been studies on bypassing the defense measures of DRAM manufacturers and the like to respond to rowhammer attacks.A rowhammer attack can control user access and compromise the integrity of sensitive data with attacks such as a privilege escalation and an alteration of the encryption keys.In an attempt to mitigate a rowhammer attack,various hardware-and software-based mitigation techniques are being studied,but there are limitations in that the research methods do not detect the rowhammer attack in advance,causing overhead or degradation of the system performance.Therefore,in this study,a rowhammer attack detection technique is proposed by extracting common features of rowhammer attack files through a static analysis of rowhammer attack codes. 展开更多
关键词 Rowhammer attack static analysis detecting technique side-channel attack bit flip
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Dynamic Threshold-Based Approach to Detect Low-Rate DDoS Attacks on Software-Defined Networking Controller 被引量:1
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作者 Mohammad Adnan Aladaileh Mohammed Anbar +2 位作者 Iznan H.Hasbullah Abdullah Ahmed Bahashwan Shadi Al-Sarawn 《Computers, Materials & Continua》 SCIE EI 2022年第10期1403-1416,共14页
The emergence of a new network architecture,known as Software Defined Networking(SDN),in the last two decades has overcome some drawbacks of traditional networks in terms of performance,scalability,reliability,securit... The emergence of a new network architecture,known as Software Defined Networking(SDN),in the last two decades has overcome some drawbacks of traditional networks in terms of performance,scalability,reliability,security,and network management.However,the SDN is vulnerable to security threats that target its controller,such as low-rate Distributed Denial of Service(DDoS)attacks,The low-rate DDoS attack is one of the most prevalent attacks that poses a severe threat to SDN network security because the controller is a vital architecture component.Therefore,there is an urgent need to propose a detection approach for this type of attack with a high detection rate and low false-positive rates.Thus,this paper proposes an approach to detect low-rate DDoS attacks on the SDN controller by adapting a dynamic threshold.The proposed approach has been evaluated using four simulation scenarios covering a combination of low-rate DDoS attacks against the SDN controller involving(i)a single host attack targeting a single victim;(ii)a single host attack targeting multiple victims;(iii)multiple hosts attack targeting a single victim;and(iv)multiple hosts attack targeting multiple victims.The proposed approach’s average detection rates are 96.65%,91.83%,96.17%,and 95.33%for the above scenarios,respectively;and its average false-positive rates are 3.33%,8.17%,3.83%,and 4.67%for similar scenarios,respectively.The comparison between the proposed approach and two existing approaches showed that it outperformed them in both categories. 展开更多
关键词 attack detection CONTROLLER dynamic threshold entropy algorithm distributed denial of service software defined networking static threshold
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Research on Fault Probability Based on Hamming Weight in Fault Injection Attack
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作者 Tong Wu Dawei Zhou 《Computers, Materials & Continua》 2025年第11期3067-3094,共28页
Fault attacks have emerged as an increasingly effective approach for integrated circuit security attacks due to their short execution time and minimal data requirement.However,the lack of a unified leakage model remai... Fault attacks have emerged as an increasingly effective approach for integrated circuit security attacks due to their short execution time and minimal data requirement.However,the lack of a unified leakage model remains a critical challenge,as existing methods often rely on algorithm-specific details or prior knowledge of plaintexts and intermediate values.This paper proposes the Fault Probability Model based on Hamming Weight(FPHW)to address this.This novel statistical framework quantifies fault attacks by solely analyzing the statistical response of the target device,eliminating the need for attack algorithm details or implementation specifics.Building on this model,a Fault Injection Attack method based on Mutual Information(FPMIA)is introduced,which recovers keys by leveraging the mutual information between measured fault probability traces and simulated leakage derived from Hamming weight,reducing data requirements by at least 44%compared to the existing Mutual Information Analysis method while achieving a high correlation coefficient of 0.9403 between measured and modeled fault probabilities.Experimental validation on an AES-128 implementation via a Microcontroller Unit demonstrates that FPHW accurately captures the data dependence of fault probability and FPMIA achieves efficient key recovery with robust noise tolerance,establishing a unified and efficient framework that surpasses traditional methods in terms of generality,data efficiency,and practical applicability. 展开更多
关键词 Fault attacks side-channel attacks AES hamming weight data dependence mutual information analysis
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An Effective and Scalable VM Migration Strategy to Mitigate Cross-VM Side-Channel Attacks in Cloud 被引量:3
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作者 Chao Yang Yunfei Guo +2 位作者 Hongchao Hu Wenyan Liu Yawen Wang 《China Communications》 SCIE CSCD 2019年第4期151-171,共21页
Co-residency of virtual machines(VMs) of different tenants on the same physical platform would possibly lead to cross-VM side-channel attacks in the cloud. While most of current countermeasures fail for real or immedi... Co-residency of virtual machines(VMs) of different tenants on the same physical platform would possibly lead to cross-VM side-channel attacks in the cloud. While most of current countermeasures fail for real or immediate deployment due to their requirement for modification of virtualization structure, we adopt dynamic migration, an inherent mechanism of the cloud platform, as a general defense against this kind of threats. To this end, we first set up a unified practical information leakage model which shows the factors affecting side channels and describes the way they influence the damage due to side-channel attacks. Since migration is adopted to limit the time duration of co-residency, we envision this defense as an optimization problem by setting up an Integer Linear Programming(ILP) to calculate optimal migration strategy, which is intractable due to high computational complexity. Therefore, we approximate the ILP with a baseline genetic algorithm, which is further improved for its optimality and scalability. Experimental results show that our migration-based defense can not only provide excellent security guarantees and affordable performance cost in both theoretical simulation and practical cloud environment, but also achieve better optimality and scalability than previous countermeasures. 展开更多
关键词 side-channel attackS information LEAKAGE virtual machine migration GENETIC algorithm
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An Unknown Trojan Detection Method Based on Software Network Behavior 被引量:2
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作者 LIANG Yu PENG Guojun +1 位作者 ZHANG Huanguo WANG Ying 《Wuhan University Journal of Natural Sciences》 CAS 2013年第5期369-376,共8页
Aiming at the difficulty of unknown Trojan detection in the APT flooding situation, an improved detecting method has been proposed. The basic idea of this method originates from advanced persistent threat (APT) atta... Aiming at the difficulty of unknown Trojan detection in the APT flooding situation, an improved detecting method has been proposed. The basic idea of this method originates from advanced persistent threat (APT) attack intents: besides dealing with damaging or destroying facilities, the more essential purpose of APT attacks is to gather confidential data from target hosts by planting Trojans. Inspired by this idea and some in-depth analyses on recently happened APT attacks, five typical communication characteristics are adopted to describe application’s network behavior, with which a fine-grained classifier based on Decision Tree and Na ve Bayes is modeled. Finally, with the training of supervised machine learning approaches, the classification detection method is implemented. Compared with general methods, this method is capable of enhancing the detection and awareness capability of unknown Trojans with less resource consumption. 展开更多
关键词 targeted attack unknown Trojan detection software network behavior machine learning
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Side-channel attack-resistant AES S-box with hidden subfield inversion and glitch-free masking
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作者 Xiangyu Li Pengyuan Jiao Chaoqun Yang 《Journal of Semiconductors》 EI CAS CSCD 2021年第3期60-65,共6页
A side-channel attack(SCA)-resistant AES S-box implementation is proposed,which is an improvement from the power-aware hiding(PAH)S-box but with higher security and a smaller area.We use the composite field approach a... A side-channel attack(SCA)-resistant AES S-box implementation is proposed,which is an improvement from the power-aware hiding(PAH)S-box but with higher security and a smaller area.We use the composite field approach and apply the PAH method to the inversion in the nonlinear kernel and a masking method to the other parts.In addition,a delaymatched enable control technique is used to suppress glitches in the masked parts.The evaluation results show that its area is contracted to 63.3%of the full PAH S-box,and its power-delay product is much lower than that of the masking implementation.The leakage assessment using simulation power traces concludes that it has no detectable leakage under t-test and that it at least can thwart the moment-correlation analysis using 665000 noiseless traces. 展开更多
关键词 ASIC side-channel attack AES S-box power-aware hiding glitch-free
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An Efficient Method against Side-Channel Attacks on ECC
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作者 LIU Shuanggen HU Yupu XU Wensheng 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1573-1576,共4页
Side-channel attacks (SCA) may exploit leakage information to break cryptosystems. In this paper we present a new SCA resistant Elliptic Curve scalar multiplication algorithm. The proposed algorithm, builds a sequen... Side-channel attacks (SCA) may exploit leakage information to break cryptosystems. In this paper we present a new SCA resistant Elliptic Curve scalar multiplication algorithm. The proposed algorithm, builds a sequence of bit-strings representing the scalar k, characterized by the fact that all bit-strings are different from zero; this property will ensure a uniform computation behavior for the algorithm, and thus will make it secure against simple power analysis attacks (SPA). With other randomization techniques, the proposed countermeasures do not penalize the computation time. The proposed scheme is more efficient than MOEller's one, its cost being about 5% to 10% smaller than MOEller's one. 展开更多
关键词 side-channel attacks ECC scalar multiplication algorithm
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EBCache:A Novel Cache-Based Mechanism for Mitigating the Spectre Attacks for RISC-V Processor
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作者 Wu Dehua Xiao Wan’ang Gao Wanlin 《China Communications》 SCIE CSCD 2024年第12期166-185,共20页
The cache-based covert channel is one of the common vulnerabilities exploited in the Spectre attacks.Current mitigation strategies focus on blocking the eviction-based channel by using a random/encrypted mapping funct... The cache-based covert channel is one of the common vulnerabilities exploited in the Spectre attacks.Current mitigation strategies focus on blocking the eviction-based channel by using a random/encrypted mapping function to translate memory address to the cache address,while the updated-based channel is still vulnerable.In addition,some mitigation strategies are also costly as it needs software and hardware modifications.In this paper,our objective is to devise low-cost,comprehensive-protection techniques for mitigating the Spectre attacks.We proposed a novel cache structure,named EBCache,which focuses on the RISC-V processor and applies the address encryption and blacklist to resist the Spectre attacks.The addresses encryption mechanism increases the difficulty of pruning a minimal eviction set.The blacklist mechanism makes the updated cache lines loaded by the malicious updates invisible.Our experiments demonstrated that the EBCache can prevent malicious modifications.The EBCache,however,reduces the processor’s performance by about 23%but involves only a low-cost modification in the hardware. 展开更多
关键词 cache structure out-of-order execution side-channel attacks the Spectre attacks
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Side-Channel Attacks Based on Collaborative Learning
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作者 Biao Liu Zhao Ding +2 位作者 Yang Pan Jiali Li Huamin Feng 《国际计算机前沿大会会议论文集》 2017年第1期139-141,共3页
Side-channel attacks based on supervised learning require that the attacker have complete control over the cryptographic device and obtain a large number of labeled power traces.However,in real life,this requirement i... Side-channel attacks based on supervised learning require that the attacker have complete control over the cryptographic device and obtain a large number of labeled power traces.However,in real life,this requirement is usually not met.In this paper,an attack algorithm based on collaborative learning is proposed.The algorithm only needs to use a small number of labeled power traces to cooperate with the unlabeled power trace to realize the attack to cryptographic device.By experimenting with the DPA contest V4 dataset,the results show that the algorithm can improve the accuracy by about 20%compared with the pure supervised learning in the case of using only 10 labeled power traces. 展开更多
关键词 side-channel attackS Supervised LEARNING COLLABORATIVE LEARNING POWER TRACE
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Mitigating while Accessing:A Lightweight Defense Framework Against Link Flooding Attacks in SDN
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作者 Sun Hancun Chen Xu +1 位作者 Luo Yantian Ge Ning 《China Communications》 SCIE CSCD 2024年第11期15-27,共13页
Link flooding attack(LFA)is a type of covert distributed denial of service(DDoS)attack.The attack mechanism of LFAs is to flood critical links within the network to cut off the target area from the Internet.Recently,t... Link flooding attack(LFA)is a type of covert distributed denial of service(DDoS)attack.The attack mechanism of LFAs is to flood critical links within the network to cut off the target area from the Internet.Recently,the proliferation of Internet of Things(IoT)has increased the quantity of vulnerable devices connected to the network and has intensified the threat of LFAs.In LFAs,attackers typically utilize low-speed flows that do not reach the victims,making the attack difficult to detect.Traditional LFA defense methods mainly reroute the attack traffic around the congested link,which encounters high complexity and high computational overhead due to the aggregation of massive attack traffic.To address these challenges,we present an LFA defense framework which can mitigate the attack flows at the border switches when they are small in scale.This framework is lightweight and can be deployed at border switches of the network in a distributed manner,which ensures the scalability of our defense system.The performance of our framework is assessed in an experimental environment.The simulation results indicate that our method is effective in detecting and mitigating LFAs with low time complexity. 展开更多
关键词 attack mitigation distributed denial of service(DDoS) link flooding attack(LFA) software defined networking(SDN)
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基于动态限制策略的SDN中IP欺骗攻击缓解技术
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作者 王坤 付钰 +2 位作者 段雪源 刘涛涛 周静华 《海军工程大学学报》 北大核心 2025年第2期9-16,25,共9页
针对传统的IP欺骗攻击缓解方法存在运算开销大、缺乏灵活性等问题,提出了一种基于动态限制策略的软件定义网络(software defined network,SDN)中IP欺骗攻击缓解方法。首先,利用Packet-In消息中三元组信息回溯攻击路径,定位IP欺骗攻击源... 针对传统的IP欺骗攻击缓解方法存在运算开销大、缺乏灵活性等问题,提出了一种基于动态限制策略的软件定义网络(software defined network,SDN)中IP欺骗攻击缓解方法。首先,利用Packet-In消息中三元组信息回溯攻击路径,定位IP欺骗攻击源头主机;然后,由控制器制定动态限制策略对连接攻击源头主机的交换机端口的新流转发功能进行限制,待限制期满再恢复其转发新流的功能,限制期的大小随着被检测为攻击源的次数而增长。研究结果表明:这种动态的限制策略可阻隔攻击流进入SDN网络,从而有效避免SDN交换机、控制器以及链路过载;由于在限制期间无需再对这些限制的交换机端口进行实时监测,该方法在应对长时攻击时较传统方法具有更高的缓解效率和更少的资源消耗。 展开更多
关键词 软件定义网络 IP欺骗 攻击溯源 动态缓解
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SDN中DDoS攻击检测与混合防御技术 被引量:3
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作者 李小菲 陈义 《现代电子技术》 北大核心 2025年第2期85-89,共5页
DDoS攻击是软件定义网络(SDN)安全领域的一大威胁,严重威胁网络控制器及交换机等设备的正常运行,因此提出一种SDN中DDoS攻击检测与混合防御技术。在DDoS攻击检测方面,利用卡方检验值对SDN中控制器收到的Packet_In数据流内数据帧数量进... DDoS攻击是软件定义网络(SDN)安全领域的一大威胁,严重威胁网络控制器及交换机等设备的正常运行,因此提出一种SDN中DDoS攻击检测与混合防御技术。在DDoS攻击检测方面,利用卡方检验值对SDN中控制器收到的Packet_In数据流内数据帧数量进行统计分析,将高于数据流卡方阈值的数据流初步判断为可疑流;继续计算数据流与可疑流的相对Sibson距离,区分可疑流是DDoS攻击流还是正常突发流;最后通过计算数据流之间的Sibson距离,根据DDoS攻击流的特征,确定攻击流是否为DDoS攻击流。在DDoS攻击防御方面,采用共享流表空间支持和Packet_In报文过滤方法混合防御,被DDoS攻击的交换机流表空间过载,将过载流表引流到其他交换机,从而完成数据层的防御;溯源得到DDoS攻击MAC地址并进行Packet_In数据流过滤,完成控制层的防御。实验结果表明,所提方法可有效检测软件定义网络交换机和控制器内的DDoS攻击流,能够防御不同的DDoS攻击。 展开更多
关键词 软件定义网络 DDoS攻击流 攻击检测 混合防御 卡方检验值 Sibson距离 流表空间共享
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基于可编程软件定义网络的动态网络防御方案
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作者 左志斌 杨凯 +2 位作者 邓淼磊 王德民 马米米 《计算机应用》 北大核心 2025年第1期144-152,共9页
嗅探攻击和洪泛攻击是物联网中两种常见的攻击方式:嗅探攻击隐蔽性强,旨在窃取用户数据;而洪泛攻击具有破坏性,会影响正常的网络通信和服务。攻击者可能利用嗅探攻击寻找攻击目标,然后通过洪泛攻击对目标进行攻击,这种攻击方式使IoT面... 嗅探攻击和洪泛攻击是物联网中两种常见的攻击方式:嗅探攻击隐蔽性强,旨在窃取用户数据;而洪泛攻击具有破坏性,会影响正常的网络通信和服务。攻击者可能利用嗅探攻击寻找攻击目标,然后通过洪泛攻击对目标进行攻击,这种攻击方式使IoT面临严重的安全威胁。而端信息跳变、虚假IP跳变、双IP跳变等防御手段侧重于单一类型的攻击,难以有效地应对这种攻击方式。针对IoT环境下面临的安全问题,提出一种基于可编程软件定义网络(SDN)的动态网络防御方案。在攻击侦查阶段,通过动态改变协议号和周期性跳变数据包中的四元组,可成功混淆端信息,从而有效抵御嗅探攻击。在攻击实施阶段,通过首包丢弃和源认证的方式,可成功抵御洪泛攻击,从而显著提高网络的安全性。仿真实验结果表明,与传统针对单一类型攻击的防御方案相比,该方案能在网络攻击的不同阶段有效抵御嗅探攻击和洪泛攻击,并保持了较低的通信时延和CPU负载。 展开更多
关键词 物联网 软件定义网络 移动目标防御 洪泛攻击 嗅探攻击
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基于区块链的DDoS防护研究综述
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作者 唐梅 万武南 +1 位作者 张仕斌 张金全 《计算机应用》 北大核心 2025年第11期3416-3423,共8页
随着网络安全威胁的日益加剧,分布式拒绝服务(DDoS)攻击一直是网络安全领域的研究难题。传统的DDoS防护方案通常依赖中心化架构,存在单点故障、数据篡改等问题,难以应对复杂多样的攻击场景。区块链技术凭借去中心化、不可篡改和透明性... 随着网络安全威胁的日益加剧,分布式拒绝服务(DDoS)攻击一直是网络安全领域的研究难题。传统的DDoS防护方案通常依赖中心化架构,存在单点故障、数据篡改等问题,难以应对复杂多样的攻击场景。区块链技术凭借去中心化、不可篡改和透明性等特性,为DDoS防护提供了新的解决思路。针对DDoS防护中的技术挑战,总结了基于区块链的DDoS防护研究进展。首先,介绍DDoS攻击的基本概念及其对传统网络、物联网(IoT)和软件定义网络(SDN)等环境的威胁,分析引入区块链技术的必要性与潜在优势;其次,从区块链结合智能合约、深度学习、跨域协作等方面,归纳并对比现有的DDoS防护机制;最后,结合区块链性能优化、多域协作以及实时响应等方面的技术难点,展望未来基于区块链的DDoS防护技术的发展方向,从而为网络安全领域的研究者提供理论参考,进一步推动区块链在DDoS防护中的实际应用。 展开更多
关键词 分布式拒绝服务攻击 区块链 物联网 软件定义网络 网络安全
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安卓恶意软件对抗样本攻击技术综述
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作者 李珩 吴棒 +3 位作者 龚柱 高翠莹 袁巍 罗夏朴 《软件学报》 北大核心 2025年第6期2683-2712,共30页
面对Android恶意软件带来的严重的安全风险,如何有效检测Android恶意软件已成为工业界与学术界共同关注的焦点.然而随着Android对抗样本技术的出现,现有的恶意软件检测系统面临着前所未有的挑战.Android恶意软件对抗样本攻击通过对恶意... 面对Android恶意软件带来的严重的安全风险,如何有效检测Android恶意软件已成为工业界与学术界共同关注的焦点.然而随着Android对抗样本技术的出现,现有的恶意软件检测系统面临着前所未有的挑战.Android恶意软件对抗样本攻击通过对恶意软件的源码或特征进行扰动,使其在保持原始功能不受影响的条件下绕过恶意软件检测模型.尽管目前已有大量针对恶意软件的对抗样本攻击研究,但是现阶段仍缺乏针对Android系统对抗样本攻击的完备性综述,且并未研究Android系统中对抗样本设计的独特要求,因此首先介绍Android恶意软件检测的基本概念;然后从不同角度对现有的Android对抗样本技术进行分类,梳理Android对抗样本技术的发展脉络;随后综述近年来的Android对抗样本技术,介绍不同类别的代表性工作并分析其优缺点;之后,分类介绍常用的安卓对抗样本攻击所使用的代码扰动手段并分析其应用场景;最后讨论Android恶意软件对抗样本技术面临的挑战,展望该新兴领域的未来研究方向. 展开更多
关键词 安卓恶意软件检测 对抗样本攻击 AI安全 软件安全
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HGNM:基于长短期流图及混合图神经网络的饱和攻击检测方法
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作者 李佳松 崔允贺 +3 位作者 申国伟 郭春 陈意 蒋朝惠 《计算机工程》 北大核心 2025年第8期215-226,共12页
软件定义网络(SDN)的控制平面与数据平面解耦,该特性使其广泛应用于数据中心、物联网、云网络等大规模网络场景中。然而,这种解耦的网络架构也使其面临饱和攻击的挑战。基于图神经网络(GNN)检测饱和攻击是SDN中的研究热点,但目前GNN中... 软件定义网络(SDN)的控制平面与数据平面解耦,该特性使其广泛应用于数据中心、物联网、云网络等大规模网络场景中。然而,这种解耦的网络架构也使其面临饱和攻击的挑战。基于图神经网络(GNN)检测饱和攻击是SDN中的研究热点,但目前GNN中常用的k近邻(k-NN)图忽略了短期流特征,无法有效聚合节点信息,使模型不能充分利用流的时间特征。为利用流的长短期特征提高饱和攻击检测精度,提出一种基于长短期流图及混合GNN的饱和攻击检测方法HGNM。该方法通过设置2个采样时间来收集流的长短期特征,同时基于灰色关联系数设计一种长短期流图生成方法LSGH以构建长短期流图,使流图包含流的全部特征。此外,设计一种混合GNN模型GU-GCN,通过并联GRU与GCN来获取流的时间特征与空间特征,从而提高模型检测饱和攻击的精度。实验结果表明:在生成图上,相比于k-NN算法和CRAM算法,LSGH方法能有效提高模型的检测精度;与其他模型相比,GU-GCN模型在准确率、精确率、召回率、F1值、ROC曲线、PR曲线、混淆矩阵方面都有性能提升。 展开更多
关键词 软件定义网络 饱和攻击检测 图神经网络 长短期流图 灰色关联系数
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可编程数据平面下基于决策树的DDoS攻击检测
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作者 刘清河 顾瑞春 白坚镜 《计算机应用与软件》 北大核心 2025年第7期358-365,382,共9页
在SDN环境下针对DDoS攻击的检测需要数据平面和控制平面之间频繁的交互,使其很难在准确性、资源利用率和响应延迟之间达到令人满意的平衡。为此,提出一种通过P4实现的DDoS攻击检测方案,该方案在可编程数据平面上利用决策树分类算法通过... 在SDN环境下针对DDoS攻击的检测需要数据平面和控制平面之间频繁的交互,使其很难在准确性、资源利用率和响应延迟之间达到令人满意的平衡。为此,提出一种通过P4实现的DDoS攻击检测方案,该方案在可编程数据平面上利用决策树分类算法通过源IP地址熵等特征对网络流进行攻击检测。使用InSDN数据集对提出的检测方案进行了实验评估,结果表明,该方案相较于软件定义网络中其他DDoS攻击检测方法的资源利用率明显下降,精确率、准确率和召回率均有大幅提升。 展开更多
关键词 软件定义网络 可编程数据平面 P4 决策树 分布式拒绝服务攻击
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SDN中基于φ-熵与IDBO-RF的DDoS攻击联合检测模型
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作者 高新成 王启龙 王莉利 《吉林大学学报(理学版)》 北大核心 2025年第5期1454-1461,共8页
为减少软件定义网络中分布式拒绝服务攻击检测中的资源消耗,提高检测精度,提出一种基于φ-熵与IDBO-RF的二级联合检测模型.首先,通过计算目的IP地址φ-熵筛选异常流量完成一级触发检测;其次,利用改进蜣螂优化算法优化随机森林的超参数,... 为减少软件定义网络中分布式拒绝服务攻击检测中的资源消耗,提高检测精度,提出一种基于φ-熵与IDBO-RF的二级联合检测模型.首先,通过计算目的IP地址φ-熵筛选异常流量完成一级触发检测;其次,利用改进蜣螂优化算法优化随机森林的超参数,构建IDBO-RF模型,将异常流量通过最优特征子集映射到IDBO-RF模型进行分布式拒绝服务攻击二级确认检测.经公开数据集和仿真实验验证,该模型有效缩短了检测时间,减少了软件定义网络的控制器资源消耗,在分布式拒绝服务攻击二分类和多分类检测中准确率均达99%以上,平均检测时间仅1.21 s,对控制器CPU占用率仅33.45%,具有良好的泛化性能. 展开更多
关键词 软件定义网络 分布式拒绝服务攻击 φ-熵 随机森林 蜣螂优化算法
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