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Recent Advances in Deep-Learning Side-Channel Attacks on AES Implementations
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作者 Junnian Wang Xiaoxia Wang +3 位作者 Zexin Luo Qixiang Ouyang Chao Zhou Huanyu Wang 《Computers, Materials & Continua》 2026年第4期95-133,共39页
Internet of Things(IoTs)devices are bringing about a revolutionary change our society by enabling connectivity regardless of time and location.However,The extensive deployment of these devices also makes them attracti... Internet of Things(IoTs)devices are bringing about a revolutionary change our society by enabling connectivity regardless of time and location.However,The extensive deployment of these devices also makes them attractive victims for themalicious actions of adversaries.Within the spectrumof existing threats,Side-ChannelAttacks(SCAs)have established themselves as an effective way to compromise cryptographic implementations.These attacks exploit unintended,unintended physical leakage that occurs during the cryptographic execution of devices,bypassing the theoretical strength of the crypto design.In recent times,the advancement of deep learning has provided SCAs with a powerful ally.Well-trained deep-learningmodels demonstrate an exceptional capacity to identify correlations between side-channel measurements and sensitive data,thereby significantly enhancing such attacks.To further understand the security threats posed by deep-learning SCAs and to aid in formulating robust countermeasures in the future,this paper undertakes an exhaustive investigation of leading-edge SCAs targeting Advanced Encryption Standard(AES)implementations.The study specifically focuses on attacks that exploit power consumption and electromagnetic(EM)emissions as primary leakage sources,systematically evaluating the extent to which diverse deep learning techniques enhance SCAs acrossmultiple critical dimensions.These dimensions include:(i)the characteristics of publicly available datasets derived from various hardware and software platforms;(ii)the formalization of leakage models tailored to different attack scenarios;(iii)the architectural suitability and performance of state-of-the-art deep learning models.Furthermore,the survey provides a systematic synthesis of current research findings,identifies significant unresolved issues in the existing literature and suggests promising directions for future work,including cross-device attack transferability and the impact of quantum-classical hybrid computing on side-channel security. 展开更多
关键词 side-channel attacks deep learning advanced encryption standard power analysis EM 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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Intrusion Detection System for PS-Poll DoS Attack in 802.11 Networks Using Real Time Discrete Event System 被引量:5
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作者 Mayank Agarwal Sanketh Purwar +1 位作者 Santosh Biswas Sukumar Nandi 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第4期792-808,共17页
Wi-Fi devices have limited battery life because of which conserving battery life is imperative. The 802.11 Wi-Fi standard provides power management feature that allows stations(STAs) to enter into sleep state to prese... Wi-Fi devices have limited battery life because of which conserving battery life is imperative. The 802.11 Wi-Fi standard provides power management feature that allows stations(STAs) to enter into sleep state to preserve energy without any frame losses. After the STA wakes up, it sends a null data or PS-Poll frame to retrieve frame(s) buffered by the access point(AP), if any during its sleep period. An attacker can launch a power save denial of service(PS-DoS) attack on the sleeping STA(s) by transmitting a spoofed null data or PS-Poll frame(s) to retrieve the buffered frame(s) of the sleeping STA(s) from the AP causing frame losses for the targeted STA(s). Current approaches to prevent or detect the PS-DoS attack require encryption,change in protocol or installation of proprietary hardware. These solutions suffer from expensive setup, maintenance, scalability and deployment issues. The PS-DoS attack does not differ in semantics or statistics under normal and attack circumstances.So signature and anomaly based intrusion detection system(IDS) are unfit to detect the PS-DoS attack. In this paper we propose a timed IDS based on real time discrete event system(RTDES) for detecting PS-DoS attack. The proposed DES based IDS overcomes the drawbacks of existing systems and detects the PS-DoS attack with high accuracy and detection rate. The correctness of the RTDES based IDS is proved by experimenting all possible attack scenarios. 展开更多
关键词 Fault detection and diagnosis intrusion detection system(IDS) null data frame power save attack PS-Poll frame real time discrete event system(DES)
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Real-time trajectory planning for UCAV air-to-surface attack using inverse dynamics optimization method and receding horizon control 被引量:16
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作者 Zhang Yu Chen Jing Shen Lincheng 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第4期1038-1056,共19页
This paper presents a computationally efficient real-time trajectory planning framework for typical unmanned combat aerial vehicle (UCAV) performing autonomous air-to-surface (A/S) attack. It combines the benefits... This paper presents a computationally efficient real-time trajectory planning framework for typical unmanned combat aerial vehicle (UCAV) performing autonomous air-to-surface (A/S) attack. It combines the benefits of inverse dynamics optimization method and receding horizon optimal control technique. Firstly, the ground attack trajectory planning problem is mathematically formulated as a receding horizon optimal control problem (RHC-OCP). In particular, an approximate elliptic launch acceptable region (LAR) model is proposed to model the critical weapon delivery constraints. Secondly, a planning algorithm based on inverse dynamics optimization, which has high computational efficiency and good convergence properties, is developed to solve the RHCOCP in real-time. Thirdly, in order to improve robustness and adaptivity in a dynamic and uncer- tain environment, a two-degree-of-freedom (2-DOF) receding horizon control architecture is introduced and a regular real-time update strategy is proposed as well, and the real-time feedback can be achieved and the not-converged situations can be handled. Finally, numerical simulations demon- strate the efficiency of this framework, and the results also show that the presented technique is well suited for real-time implementation in dynamic and uncertain environment. 展开更多
关键词 Air-to-surface attack Direct method Inverse dynamics Motion planning Real time control Receding horizon control Trajectory planning Unmanned combat aerial vehicles
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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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Time delay compensation in lateral-directional flight control systems at high angles of attack 被引量:2
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作者 Lin SHEN Da HUANG Genxing WU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第4期1-18,共18页
The previous studies of time delay compensation in flight control systems are all based on the conventional aerodynamic derivative model and conducted in longitudinal motions at low angles of attack.In this investigat... The previous studies of time delay compensation in flight control systems are all based on the conventional aerodynamic derivative model and conducted in longitudinal motions at low angles of attack.In this investigation,the effects of time delay on the lateral-directional stability augmentation system in high-a regime are discussed based on theβmodel,which is proposed in our previous work and proved as a more accurate aerodynamic model to reveal the lateraldirectional unsteady aerodynamic characteristics at high angles of attack.Both theβmodel and the quasi-steady model are used for simulating the effects of time delay on the flying qualities in high-a maneuvers.The comparison between the simulation results shows that the flying qualities are much more sensitive to the mismatch of feedback gains than the state errors caused by time delay.Then a typical adaptive controller based on the conventional dynamic derivative model and a gain-prediction compensator based onβmodel are designed to address the time delay in different maneuvers.The simulation results show that the gain-prediction compensator is much simpler and more efficient at high angles of attack.Finally,the gain-prediction compensator is combined with a linearizedβmodel reference adaptive controller to compensate the adverse effects of very large time delay,which exhibits excellent performance when addressing the extreme conditions at high angles of attack. 展开更多
关键词 Adaptive control Flying quality High angles of attack Time delay Yaw-roll coupling
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Hybrid-triggered consensus for multi-agent systems with time-delays,uncertain switching topologies, and stochastic cyber-attacks 被引量:2
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作者 Xia Chen Li-Yuan Yin +1 位作者 Yong-Tai Liu Hao Liu 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第9期131-144,共14页
We propose a new approach to discuss the consensus problem of multi-agent systems with time-varying delayed control inputs, switching topologies, and stochastic cyber-attacks under hybrid-triggered mechanism.A Bernoul... We propose a new approach to discuss the consensus problem of multi-agent systems with time-varying delayed control inputs, switching topologies, and stochastic cyber-attacks under hybrid-triggered mechanism.A Bernoulli variable is used to describe the hybrid-triggered scheme, which is introduced to alleviate the burden of the network.The mathematical model of the closed-loop control system is established by taking the influences of time-varying delayed control inputs,switching topologies, and stochastic cyber-attacks into account under the hybrid-triggered scheme.A theorem as the main result is given to make the system consistent based on the theory of Lyapunov stability and linear matrix inequality.Markov jumps with uncertain rates of transitions are applied to describe the switch of topologies.Finally, a simulation example demonstrates the feasibility of the theory in this paper. 展开更多
关键词 hybrid-triggered CONSENSUS multi-agent system time-delay and cyber-attacks switching TOPOLOGIES
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Further Analysis of Block Ciphers against Timing Attacks
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作者 LI Wei GU Dawu 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1629-1632,共4页
Timing attacks break a cryptosystem by time measurement to recover keys. Most available countermeasures protect block ciphers based on the safety of modules. This paper gives a complete definition of timing attacks an... Timing attacks break a cryptosystem by time measurement to recover keys. Most available countermeasures protect block ciphers based on the safety of modules. This paper gives a complete definition of timing attacks and studies the vulnerability of operations and modules on timing attacks. We present a method to transfer the security of the algorithm to that of secure operations by reduction. As a result, we hopefully tend to reconcile the provable security notions and modem cryptography with real-world implementations of block ciphers. 展开更多
关键词 timing attacks block ciphers REDUCTION
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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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Timing Attack Analysis on AA<sub>β</sub>Cryptosystem
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作者 A. H. A. Ghafar M. R. K. Ariffin 《Journal of Computer and Communications》 2014年第4期1-9,共9页
Timing attack is an attack on the implementation of a cryptographic primitive. The attack collects leaked secret data via certain implementation techniques either on software or hardware. This paper provides an analys... Timing attack is an attack on the implementation of a cryptographic primitive. The attack collects leaked secret data via certain implementation techniques either on software or hardware. This paper provides an analysis of a theoretical timing attack on the AAβ algorithm. The attack discussed in this paper gives avenues for secure implementation of AAβ against timing attacks. The simulation of the attack is important to provide invulnerability features for the algorithm in order to be implemented and embedded on applications. At the end of the attack, a method to overcome it will be introduced and it is called AAβ blinding. 展开更多
关键词 timing attack side-channel attack Public-Key CRYPTOSYSTEM AAβ Public Key CRYPTOSYSTEM
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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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A Novel Technique for Detection of Time Delay Switch Attack on Load Frequency Control
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作者 Arman Sargolzaei Kang K. Yen +2 位作者 Mohamed N. Abdelghani Abolfazl Mehbodniya Saman Sargolzaei 《Intelligent Control and Automation》 2015年第4期205-214,共10页
In this paper, we focus on the estimation of time delays caused by adversaries in the sensing loop (SL). Based on the literature review, time delay switch (TDS) attacks could make any control system, in particular a p... In this paper, we focus on the estimation of time delays caused by adversaries in the sensing loop (SL). Based on the literature review, time delay switch (TDS) attacks could make any control system, in particular a power control system, unstable. Therefore, future smart grids will have to use advanced methods to provide better situational awareness of power grid states keeping smart grids reliable and safe from TDS attacks. Here, we introduce a simple method for preventing time delay switch attack on networked control systems. The method relies on an estimator that will estimate and track time delays introduced by an adversary. Knowing the maximum tolerable time delay of the plant’s optimal controller for which the plant remains stable, a time-delay detector issues an alarm signal when the estimated time delay is larger than the minimum one and directs the system to alarm state. In an alarm state, the plant operates under the control of an emergency controller that is local to the plant and remains in this mode until the networked control system state is restored. This method is an inexpensive and simple way to guarantee that an industrial control system remains stable and secure. 展开更多
关键词 Time Delay SWITCH attack Load Frequency Control DETECTION and Estimation EMERGENCY CONTROLLER
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Information Theoretic Distinguishers for Timing Attacks with Partial Profiles: Solving the Empty Bin Issue
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作者 Eloi De Chérisey Sylvain Guilley +1 位作者 Olivier Rioul Darshana Jayasinghe 《Journal of Information Security》 2021年第1期1-33,共33页
In any side-channel attack, it is desirable to exploit all the available leakage data to compute the distinguisher’s values. The profiling phase is essential to obtain an accurate leakage model, yet it may not be exh... In any side-channel attack, it is desirable to exploit all the available leakage data to compute the distinguisher’s values. The profiling phase is essential to obtain an accurate leakage model, yet it may not be exhaustive. As a result, information theoretic distinguishers may come up on previously unseen data, a phenomenon yielding empty bins. A strict application of the maximum likelihood method yields a distinguisher that is not even sound. Ignoring empty bins reestablishes soundness, but seriously limits its performance in terms of success rate. The purpose of this paper is to remedy this situation. In this research, we propose six different techniques to improve the performance of information theoretic distinguishers. We study t</span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">hem thoroughly by applying them to timing attacks, both with synthetic and real leakages. Namely, we compare them in terms of success rate, and show that their performance depends on the amount of profiling, and can be explained by a bias-variance analysis. The result of our work is that there exist use-cases, especially when measurements are noisy, where our novel information theoretic distinguishers (typically the soft-drop distinguisher) perform the best compared to known side-channel distinguishers, despite the empty bin situation. 展开更多
关键词 timing attacks Profiling attacks Dirichlet Priors Success Rates
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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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Robust first two rounds access driven cache timing attack on AES
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作者 ZHAO Xin-jie WANG Tao ZHENG Yuan-yuan 《通讯和计算机(中英文版)》 2009年第6期20-25,共6页
关键词 高速缓存 多进程共享 计算机技术 加密方法
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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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Event-Based Networked Predictive Control of Cyber-Physical Systems with Delays and DoS Attacks
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作者 Wencheng Luo Pingli Lu +1 位作者 Changkun Du Haikuo Liu 《IEEE/CAA Journal of Automatica Sinica》 2025年第6期1295-1297,共3页
Dear Editor,This letter studies the stabilization control issue of cyber-physical systems with time-varying delays and aperiodic denial-of-service(DoS)attacks.To address the calculation overload issue caused by networ... Dear Editor,This letter studies the stabilization control issue of cyber-physical systems with time-varying delays and aperiodic denial-of-service(DoS)attacks.To address the calculation overload issue caused by networked predictive control(NPC)approach,an event-based NPC method is proposed.Within the proposed method,the negative effects of time-varying delays and DoS attacks on system performance are compensated.Then,sufficient and necessary conditions are derived to ensure the stability of the closed-loop system.In the end,simulation results are provided to demonstrate the validity of presented method. 展开更多
关键词 cyber physical systems dos attacks necessary conditions derived denial service attacks time varying delays event based networked predictive control stabilization control calculation overload
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全方位攻击下具有混合时滞的信息物理系统安全控制
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作者 祝超群 刘淑慧 +1 位作者 贾玄 黄苗苗 《兰州理工大学学报》 北大核心 2026年第1期85-92,共8页
针对全方位攻击环境下具有混合时滞的非线性信息物理系统,研究了系统的安全控制问题.首先,考虑到网络攻击、物理攻击和混合时滞的影响,建立了一类具有多种约束参数的时滞系统模型;其次,借助李雅普诺夫稳定性理论和线性矩阵不等式技术给... 针对全方位攻击环境下具有混合时滞的非线性信息物理系统,研究了系统的安全控制问题.首先,考虑到网络攻击、物理攻击和混合时滞的影响,建立了一类具有多种约束参数的时滞系统模型;其次,借助李雅普诺夫稳定性理论和线性矩阵不等式技术给出了信息物理系统均方稳定的充分条件,在此基础上设计了保证系统均方稳定的安全控制器;最后,通过仿真实例验证了所提出控制方法的正确性和有效性. 展开更多
关键词 信息物理系统 全方位攻击 混合时滞 安全控制
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私有算法密码芯片非入侵式攻击检测框架
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作者 魏淙洺 王菁 +3 位作者 王安 丁瑶玲 孙绍飞 祝烈煌 《软件学报》 北大核心 2026年第2期894-914,共21页
近年来,密码芯片迅速发展,与此同时也面临着非入侵式攻击的严重威胁.目前已有国内外标准给出了非入侵式攻击检测流程与方法,但这些标准均针对公开算法制定,对于私有算法并不适用,私有算法密码芯片存在着很大的安全隐患.针对这一问题,提... 近年来,密码芯片迅速发展,与此同时也面临着非入侵式攻击的严重威胁.目前已有国内外标准给出了非入侵式攻击检测流程与方法,但这些标准均针对公开算法制定,对于私有算法并不适用,私有算法密码芯片存在着很大的安全隐患.针对这一问题,提出面向私有算法密码芯片的非入侵式攻击检测框架,该框架包含计时分析测试、简单能量/电磁分析测试、差分能量/电磁分析测试3大部分.对于计时分析测试,采用基于平均去噪的计时分析方法,提高所采集时间的可用性.针对简单能量/电磁分析,提出面向私有密码算法的视觉观察法和交叉关联分析方法.针对差分能量/电磁分析,通过TVLA-1和TVLA-2双重检测方法有效检测私有算法密码芯片不同来源的泄露,评估私有算法密码芯片的抗差分能量/电磁攻击能力.该框架是对传统非入侵式攻击检测的有效补充,极大提高了非入侵式攻击检测的检测范围.为了验证该框架的有效性,在多款密码芯片上开展黑盒实验,实验结果表明该框架能够有效检测私有算法密码芯片的抗非入侵式攻击安全性. 展开更多
关键词 非入侵式攻击 私有算法 密码芯片 计时分析 能量分析
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鸭式布局二维修正旋转稳定弹受控角运动响应特性研究
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作者 李红云 申强 +1 位作者 邓子龙 梁晨 《兵工学报》 北大核心 2026年第2期149-161,共13页
针对鸭式布局旋转稳定弹在时变滚转角指令下的攻角响应问题,基于小攻角假设建立弹丸状态空间模型,并求解脉冲响应矩阵。在时域中,利用卷积定理构建攻角响应的通用解析模型;在频域中,分析周期指令输入可能引发的共振机理。为明确鸭舵结... 针对鸭式布局旋转稳定弹在时变滚转角指令下的攻角响应问题,基于小攻角假设建立弹丸状态空间模型,并求解脉冲响应矩阵。在时域中,利用卷积定理构建攻角响应的通用解析模型;在频域中,分析周期指令输入可能引发的共振机理。为明确鸭舵结构参数、气动参数和控制参数对攻角的影响规律,推导了攻角幅值的参数化解析解。研究结果表明:建立的攻角通用解析模型可准确计算时变、固定和周期滚转角指令下的攻角响应。增大鸭舵组件的舵偏角、控制力作用点距弹丸质心的距离或升力系数导数,均会导致攻角幅值增大。在飞行过程中,应尽量避免滚转角频繁变化,并可对攻角幅值进行限制以保证飞行稳定性;此外,当滚转角指令连续变化时,应避免其变化频率接近弹丸固有频率,以防止攻角幅值剧烈增大。仿真结果验证了理论的正确性,该研究为鸭式布局旋转稳定弹的角运动特性研究提供了补充。 展开更多
关键词 旋转稳定弹 角运动特性 时变控制指令 攻角影响因素
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