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双线性自注意力机制CAN总线入侵检测方法研究
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作者 陈彦彬 刘桂雄 《电子测量技术》 北大核心 2025年第2期122-130,共9页
控制器局域网络(CAN)总线广泛应用于工业数据采集、车联网等领域,对其安全入侵检测非常重要。为全面提升检测方法性能,提出一种双线性自注意力机制CAN总线入侵检测方法,首先基于堆叠集成思想利用DNN、CNN和LSTM模型提取深度学习层特征;... 控制器局域网络(CAN)总线广泛应用于工业数据采集、车联网等领域,对其安全入侵检测非常重要。为全面提升检测方法性能,提出一种双线性自注意力机制CAN总线入侵检测方法,首先基于堆叠集成思想利用DNN、CNN和LSTM模型提取深度学习层特征;随后通过双线性层分别提取自注意力机制Transformer与FNet特征,再将其与深度学习层特征残差连接融合;最后通过全连接层入侵检测预测,体现高准确率、检测率和良好泛化性特点。在Car_Hacking公开数据集上实验表明,准确率、精确率、召回率、F1值和AUC值分别达0.951、0.996、0.997、0.960和0.984,且随着训练轮数增加其准确率、损失值误差分别保持在5%、10%以内,本文方法优于其他比较方法。应用于物联网实验装置评估结果显示,本文方法在异常攻击识别检测率达99.23%,对于提高测控系统安全性能具有重要推广价值。 展开更多
关键词 入侵检测系统 控制区域网络can 自注意力机制 FNet
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Projective synchronization control and simulation of drive system and response network
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作者 LI De-kui 《兰州大学学报(自然科学版)》 北大核心 2025年第2期208-214,共7页
Projective synchronization problems of a drive system and a particular response network were investigated,where the drive system is an arbitrary system with n+1 dimensions;it may be a linear or nonlinear system,and ev... Projective synchronization problems of a drive system and a particular response network were investigated,where the drive system is an arbitrary system with n+1 dimensions;it may be a linear or nonlinear system,and even a chaotic or hyperchaotic system,the response network is complex system coupled by N nodes,and every node is showed by the approximately linear part of the drive system.Only controlling any one node of the response network by designed controller can achieve the projective synchronization.Some numerical examples were employed to verify the effectiveness and correctness of the designed controller. 展开更多
关键词 pinning control projective synchronization drive system response network
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基于FPGA的TTCAN总线控制器的设计与验证
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作者 曹燕 许高斌 +2 位作者 周东升 马渊明 冯建国 《合肥工业大学学报(自然科学版)》 北大核心 2025年第1期50-58,共9页
为了提高控制器局域网络(controller area network,CAN)通信的实时性,文章基于时间触发CAN(time-triggered CAN,TTCAN)协议,采用verilog硬件描述语言设计实现TTCAN总线控制器。该控制器可在经典CAN模式与TTCAN模式之间进行切换,同时兼... 为了提高控制器局域网络(controller area network,CAN)通信的实时性,文章基于时间触发CAN(time-triggered CAN,TTCAN)协议,采用verilog硬件描述语言设计实现TTCAN总线控制器。该控制器可在经典CAN模式与TTCAN模式之间进行切换,同时兼容可变速率CAN(CAN with flexible data rate,CAN FD)协议下的高速通信。实验结果证明,相较于经典CAN总线控制器,该TTCAN总线控制器能够减少在高总线负载率下周期性报文的发送延时,在全波特率范围内且总线负载率大于等于60%的情况下,能够减少75%以上的CAN报文发送延时。 展开更多
关键词 控制器局域网络(can) 时间触发 可变速率控制器局域网络(can FD) 总线负载率 周期性报文
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CAN技术在皮卡森林消防车上的应用
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作者 汤明明 于洪涛 +1 位作者 刘焕荣 苗虎 《林业机械与木工设备》 2025年第3期27-30,共4页
森林火灾初期控制尤为重要,目前我国小型的四驱森林消防车的电气控制系统多由传统的电气元件组合而成,存有布线安装复杂、故障率高、操作步骤多等问题。控制器局域网(Controller Area Network,CAN)总线+PLC控制技术具有良好的人机操作... 森林火灾初期控制尤为重要,目前我国小型的四驱森林消防车的电气控制系统多由传统的电气元件组合而成,存有布线安装复杂、故障率高、操作步骤多等问题。控制器局域网(Controller Area Network,CAN)总线+PLC控制技术具有良好的人机操作界面、一键式控制功能和安全保护等功能操作简便,以皮卡森林消防车为研究对象,研究了CAN总线技术在皮卡森林消防车上的集成技术应用、软件研发和结合方法,并进行实践测验。结果得出,CAN总线技术可以在该类型消防车上进行安装和使用,不仅促进了皮卡消防车通信系统的先进性和灵活性,同时提高了操作的便捷性、控制的稳定性和准确性,还大幅度提升森林水罐消防车系统的性能及操作性;对拓展森林消防车以及在其他特种车辆的控制系统和功能性具有重要作用和意义。 展开更多
关键词 皮卡森林消防车 控制器局域网 消防车电气控制
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基于DBSCAN-MLP的火箭弹命中精度控制方法
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作者 周渊 赵永娟 +2 位作者 郭超哲 朱子文 贺柏舟 《火炮发射与控制学报》 北大核心 2025年第4期52-58,共7页
随着现代战争的发展,无控火箭弹的使用亟需减小弹丸散布,提高火箭弹的命中精度。针对火箭弹落点散布大的问题,提出了一种基于DBSCAN-MLP的火箭弹命中精度控制方法,对火箭弹进行落点修正。通过对火箭弹外弹道飞行轨迹进行仿真,用蒙特卡... 随着现代战争的发展,无控火箭弹的使用亟需减小弹丸散布,提高火箭弹的命中精度。针对火箭弹落点散布大的问题,提出了一种基于DBSCAN-MLP的火箭弹命中精度控制方法,对火箭弹进行落点修正。通过对火箭弹外弹道飞行轨迹进行仿真,用蒙特卡洛散点对火箭弹进行无控射击仿真获得弹丸散布数据,之后通过DBSCAN聚类算法对落点数据进行聚类处理并用于MLP模型的训练,利用得到的命中精度控制模型对火箭弹弹道轨迹进行修正以减小火箭弹落点散布。仿真结果表明,使用文中提出的DBSCAN-MLP的火箭弹命中精度控制方法得到的弹丸落点散布圆概率误差(CEP)小于50 m,提高了弹箭的打击精度。 展开更多
关键词 火箭弹 MLP神经网络 DBScan聚类算法 命中精度控制
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基于MobileViT轻量化网络的车载CAN入侵检测方法
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作者 陈虹 张立昂 +2 位作者 金海波 武聪 齐兵 《信息安全研究》 CSCD 北大核心 2024年第5期411-420,共10页
车载控制区域网络(controller area network,CAN)总线因缺少安全措施而易被攻击,因此入侵检测系统(intrusion detection system,IDS)在保护车载CAN总线免受网络攻击中发挥着重要作用.现有基于深度学习的车载CAN总线入侵检测方法存在资... 车载控制区域网络(controller area network,CAN)总线因缺少安全措施而易被攻击,因此入侵检测系统(intrusion detection system,IDS)在保护车载CAN总线免受网络攻击中发挥着重要作用.现有基于深度学习的车载CAN总线入侵检测方法存在资源开销大和延迟较高的问题.为减少检测延迟,提高检测率,提出一种利用改进的轻量化MobileViT模型对车载CAN总线进行入侵检测的方法.首先,将攻击流量可视化为彩色图,再使用GELU替换MobileViT的MV2模块中常规ReLU6,从而作为该模块的激活函数,可有效解决神经元死亡问题,提升模型收敛速度.使用指数衰减自动更新学习率,并通过迁移学习加速训练过程实现对彩色图分类,从而达到对入侵行为的检测.基于CAR-HACKING DATASET数据集的实验表明,改进后的MobileViT在消耗较少算力的情况下对入侵行为的检测准确率为100%,模型参数仅为2.12 MB,平均响应时间仅为1.6 ms,节省了训练资源,并保证了检测的准确率. 展开更多
关键词 入侵检测 车载网络安全 轻量化 MobileViT can总线
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Fuzzy controller design for networked control system with time-variant delays 被引量:4
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作者 Li Zhang Fang Huajing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期172-176,共5页
Networked control system is new hot-point in control engineering. A new delayed model for networked control systems is presented, based on which an LQR controller is designed. A method of delays estimation online is a... Networked control system is new hot-point in control engineering. A new delayed model for networked control systems is presented, based on which an LQR controller is designed. A method of delays estimation online is also given. For the difficulty on implementation of LQR in NCSs with time-variant delays, the Mamdani intelligent logic with LQR controller is addressed. The stability of the networked control system is also given. Simulation results prove that the novel controller can make the system stable and robustly preserve the performance in terms of time-variant delays. 展开更多
关键词 control engineering INTELLIGENT network.
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基于BEGAN的汽车CAN网络入侵检测数据增强方法研究 被引量:5
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作者 汪想 刘蓬勃 +2 位作者 赵剑 范科峰 李琳辉 《汽车工程》 EI CSCD 北大核心 2024年第8期1394-1402,1456,共10页
针对目前汽车CAN网络入侵检测算法因攻击样本缺少而导致数据不平衡问题,提出一种基于BEGAN的CAN入侵检测数据增强方法,引入one-hot编码将CAN报文特征图像化,结合构建的生成对抗网络,生成与真实攻击格式一致且内容差异的有效样本。通过... 针对目前汽车CAN网络入侵检测算法因攻击样本缺少而导致数据不平衡问题,提出一种基于BEGAN的CAN入侵检测数据增强方法,引入one-hot编码将CAN报文特征图像化,结合构建的生成对抗网络,生成与真实攻击格式一致且内容差异的有效样本。通过采集实车数据作为真实样本进行训练,从特征图、t-SNE可视化、统计学分析和分类器验证角度验证了所生成的增强数据集的实用性,可提高入侵检测分类器准确率;与传统过采样算法含随机过采样(ROS)、合成少数过采样(SMOTE)、SMOTE-ENN、自适应合成过采样(ADASYN)相比,具有更高的准确率。 展开更多
关键词 汽车控制器局域网络 入侵检测 生成对抗网络 数据增强
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Impulsive controller design for nonlinear networked control systems with time delay and packet dropouts 被引量:2
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作者 Xianlin Zhao Shumin Fei Jinxing Lin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第3期414-418,共5页
The globally exponential stability of nonlinear impul- sive networked control systems (NINCS) with time delay and packet dropouts is investigated. By applying Lyapunov function theory, sufficient conditions on the g... The globally exponential stability of nonlinear impul- sive networked control systems (NINCS) with time delay and packet dropouts is investigated. By applying Lyapunov function theory, sufficient conditions on the global exponential stability are derived by introducing a comparison system and estimating the corresponding Cauchy matrix. An impulsive controller is explicitly designed to achieve exponential stability and ensure state con- verge with a given decay rate for the system. The Lorenz oscillator system is presented as a numerical example to illustrate the theo- retical results and effectiveness of the proposed controller design procedure. 展开更多
关键词 nonlinear impulsive networked control system (NINCS) exponential stability packet dropout.
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A new wide area damping controller design method considering signal transmission delay to damp interarea oscillations in power system 被引量:9
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作者 杨波 孙元章 《Journal of Central South University》 SCIE EI CAS 2014年第11期4193-4198,共6页
Wide area damping controller(WADC) is usually utilized to damp interarea low frequency oscillation in power system. However, conventional WADC design method neglects the influence of signal transmission delay and damp... Wide area damping controller(WADC) is usually utilized to damp interarea low frequency oscillation in power system. However, conventional WADC design method neglects the influence of signal transmission delay and damping performance of WADC designed by the conventional method may deteriorate or even has no effect when signal transmission delay is beyond delay margin, an index that denotes delay endurance degree of power system. Therefore, a new design method for WADC under the condition of expected damping factor and required signal transmission delay is presented in this work. An improved delay margin with less conservatism is derived by adopting a new Lyapunov-Krasovskii function and more compact bounding technique on the derivative of Lyapunov-Krasovskii functional. The improved delay margin, which constructs the correlation of damping factor and signal transmission delay, can be used to design WADC. WADC designed by the proposed method can ensure that power system satisfies expected damping factor when WADC input signal is delayed within delay margin. Satisfactory test results demonstrate the effectiveness of the proposed method. 展开更多
关键词 power system wide area damping controller interarea oscillation time delay
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Guaranteed Cost Controller Design of Networked Control Systems with State Delay 被引量:9
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作者 XIE Jin-Song FAN Bing-Quan +1 位作者 Young Sam Lee YANG Jin 《自动化学报》 EI CSCD 北大核心 2007年第2期170-174,共5页
这份报纸为联网的控制系统(NCS ) 的一个类涉及州反馈的保证费用控制器设计与州延期。NCS 的一个新模型在导致网络的延期的考虑下面被提供。为为 NCS 的一个保证费用控制器的存在的一个 suffcient 条件被一套线性矩阵不平等(LMI ) 介绍... 这份报纸为联网的控制系统(NCS ) 的一个类涉及州反馈的保证费用控制器设计与州延期。NCS 的一个新模型在导致网络的延期的考虑下面被提供。为为 NCS 的一个保证费用控制器的存在的一个 suffcient 条件被一套线性矩阵不平等(LMI ) 介绍。一个方法,它能转变对非凸凸,被使用。因此,一个数字算法被建议获得更低的界限。通过一个例子的理论分析显示出方法的有效性。 展开更多
关键词 网络控制系统 成本控制设计 线性矩阵不等式 自动化系统
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Priority-based adaptive transmission algorithm for medical devices in wireless body area networks(WBANs)
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作者 KIM Jinhyuk SONG Inseong CHOI Sangbang 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第5期1762-1768,共7页
A wireless body area network offers cost-effective solutions for healthcare infrastructure. An adaptive transmission algorithm is designed to handle channel efficiency, which adjusts packet size according to the diffe... A wireless body area network offers cost-effective solutions for healthcare infrastructure. An adaptive transmission algorithm is designed to handle channel efficiency, which adjusts packet size according to the difference in feature-point values that indicate biomedical signal characteristics. Furthermore, we propose a priority-adjustment method that enhances quality of service while guaranteeing signal integrity. A large number of simulations were carried out for performance evaluation. We use electrocardiogram and electromyogram signals as reference biomedical signals for performance verification. From the simulation results, we find that the average packet latency of proposed scheme is enhanced by 30% compared to conventional method. The simulation results also demonstrate that the proposed algorithm achieves significant performance improvement in terms of drop rates of high-priority packets around 0.3%-0.9 %. 展开更多
关键词 wireless body area network channel efficiency quality of service
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Intelligent vehicle lateral controller design based on genetic algorithmand T-S fuzzy-neural network
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作者 RuanJiuhong FuMengyin LiYibin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第2期382-387,共6页
Non-linearity and parameter time-variety are inherent properties of lateral motions of a vehicle. How to effectively control intelligent vehicle (IV) lateral motions is a challenging task. Controller design can be reg... Non-linearity and parameter time-variety are inherent properties of lateral motions of a vehicle. How to effectively control intelligent vehicle (IV) lateral motions is a challenging task. Controller design can be regarded as a process of searching optimal structure from controller structure space and searching optimal parameters from parameter space. Based on this view, an intelligent vehicle lateral motions controller was designed. The controller structure was constructed by T-S fuzzy-neural network (FNN). Its parameters were searched and selected with genetic algorithm (GA). The simulation results indicate that the controller designed has strong robustness, high precision and good ride quality, and it can effectively resolve IV lateral motion non-linearity and time-variant parameters problem. 展开更多
关键词 intelligent vehicle genetic algorithm fuzzy-neural network lateral control robustness.
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H_∞ Controller Design for Networked Control Systems via Active-varying Sampling Period Method 被引量:12
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作者 WANG Yu-Long YANG Guang-Hong 《自动化学报》 EI CSCD 北大核心 2008年第7期814-818,共5页
这份报纸学习由使用一个活跃变化的采样时期方法与两导致网络的时间延期和包退学学生为联网的控制系统(NCS ) 设计 H 控制器的问题,在采样时期在一个有限集合切换的地方。一个新奇线性基于评价的方法被建议补偿包退学学生,和 H 控制... 这份报纸学习由使用一个活跃变化的采样时期方法与两导致网络的时间延期和包退学学生为联网的控制系统(NCS ) 设计 H 控制器的问题,在采样时期在一个有限集合切换的地方。一个新奇线性基于评价的方法被建议补偿包退学学生,和 H 控制器设计被使用多客观的优化方法论也介绍。模拟结果说明活跃变化的采样时期方法和线性基于评价的包退学学生赔偿的有效性。 展开更多
关键词 网络控制系统 信息技术 智能系统 有限集
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An intelligent control method based on artificial neural network for numerical flight simulation of the basic finner projectile with pitching maneuver 被引量:1
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作者 Yiming Liang Guangning Li +3 位作者 Min Xu Junmin Zhao Feng Hao Hongbo Shi 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期663-674,共12页
In this paper,an intelligent control method applying on numerical virtual flight is proposed.The proposed algorithm is verified and evaluated by combining with the case of the basic finner projectile model and shows a... In this paper,an intelligent control method applying on numerical virtual flight is proposed.The proposed algorithm is verified and evaluated by combining with the case of the basic finner projectile model and shows a good application prospect.Firstly,a numerical virtual flight simulation model based on overlapping dynamic mesh technology is constructed.In order to verify the accuracy of the dynamic grid technology and the calculation of unsteady flow,a numerical simulation of the basic finner projectile without control is carried out.The simulation results are in good agreement with the experiment data which shows that the algorithm used in this paper can also be used in the design and evaluation of the intelligent controller in the numerical virtual flight simulation.Secondly,combined with the real-time control requirements of aerodynamic,attitude and displacement parameters of the projectile during the flight process,the numerical simulations of the basic finner projectile’s pitch channel are carried out under the traditional PID(Proportional-Integral-Derivative)control strategy and the intelligent PID control strategy respectively.The intelligent PID controller based on BP(Back Propagation)neural network can realize online learning and self-optimization of control parameters according to the acquired real-time flight parameters.Compared with the traditional PID controller,the concerned control variable overshoot,rise time,transition time and steady state error and other performance indicators have been greatly improved,and the higher the learning efficiency or the inertia coefficient,the faster the system,the larger the overshoot,and the smaller the stability error.The intelligent control method applying on numerical virtual flight is capable of solving the complicated unsteady motion and flow with the intelligent PID control strategy and has a strong promotion to engineering application. 展开更多
关键词 Numerical virtual flight Intelligent control BP neural network PID Moving chimera grid
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Hybrid Bandwidth Scheduling for CAN-based Networked Control Systems 被引量:1
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作者 BAI Tao WU Zhi-Ming 《自动化学报》 EI CSCD 北大核心 2007年第9期963-967,共5页
安排计划的混合带宽被建议为基于罐头的联网的控制系统改进服务和带宽利用的质量。它为两个联合率 monotonic 和改进圆知更鸟的计划即时、非即时的数据。而且,就控制的限制而言,性能和网络 schedulability,一个启发式的分支和界限与... 安排计划的混合带宽被建议为基于罐头的联网的控制系统改进服务和带宽利用的质量。它为两个联合率 monotonic 和改进圆知更鸟的计划即时、非即时的数据。而且,就控制的限制而言,性能和网络 schedulability,一个启发式的分支和界限与基因算法(GA ) 算法被介绍让控制数据最小化他们不适当的安排引起的带宽占有和神经质。剩余带宽被建议规模分配到非即时的数据圆知更鸟的计划以便他们的网络负担被平衡。 展开更多
关键词 带宽 网络控制系统 QOS 拒绝服务 网络诱导延迟 循环延迟
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Optimal allocation of random access period for wireless body area network
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作者 Jin hyuk KIM Chang ki HONG Sang bang CHOI 《Journal of Central South University》 SCIE EI CAS 2013年第8期2195-2201,共7页
A wireless body area network (WBAN) allows integration of low power, invasive or noninvasive miniaturized sensors around a human body. WBAN is expected to become a basic infrastructure element for human health monitor... A wireless body area network (WBAN) allows integration of low power, invasive or noninvasive miniaturized sensors around a human body. WBAN is expected to become a basic infrastructure element for human health monitoring. The Task Group 6 of IEEE 802.15 is formed to address specific needs of body area network. It defines a medium access control layer that supports various physical layers. In this work, we analyze the efficiency of simple slotted ALOHA scheme, and then propose a novel allocation scheme that controls the random access period and packet transmission probability to optimize channel efficiency. NS-2 simulations have been carried out to evaluate its performance. The simulation results demonstrate significant performance improvement in latency and throughput using the proposed MAC algorithm. 展开更多
关键词 wireless body area network channel efficiency quality of service low latency
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Trajectory tracking guidance of interceptor via prescribed performance integral sliding mode with neural network disturbance observer 被引量:1
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作者 Wenxue Chen Yudong Hu +1 位作者 Changsheng Gao Ruoming An 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期412-429,共18页
This paper investigates interception missiles’trajectory tracking guidance problem under wind field and external disturbances in the boost phase.Indeed,the velocity control in such trajectory tracking guidance system... This paper investigates interception missiles’trajectory tracking guidance problem under wind field and external disturbances in the boost phase.Indeed,the velocity control in such trajectory tracking guidance systems of missiles is challenging.As our contribution,the velocity control channel is designed to deal with the intractable velocity problem and improve tracking accuracy.The global prescribed performance function,which guarantees the tracking error within the set range and the global convergence of the tracking guidance system,is first proposed based on the traditional PPF.Then,a tracking guidance strategy is derived using the integral sliding mode control techniques to make the sliding manifold and tracking errors converge to zero and avoid singularities.Meanwhile,an improved switching control law is introduced into the designed tracking guidance algorithm to deal with the chattering problem.A back propagation neural network(BPNN)extended state observer(BPNNESO)is employed in the inner loop to identify disturbances.The obtained results indicate that the proposed tracking guidance approach achieves the trajectory tracking guidance objective without and with disturbances and outperforms the existing tracking guidance schemes with the lowest tracking errors,convergence times,and overshoots. 展开更多
关键词 BP network neural Integral sliding mode control(ISMC) Missile defense Prescribed performance function(PPF) State observer Tracking guidance system
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融合BERT与迁移学习的车载CAN网络自适应入侵检测 被引量:1
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作者 李向荣 张运胜 《汽车技术》 CSCD 北大核心 2024年第12期31-37,共7页
为了提高分布式车载电子控制单元(ECU)的通信安全,提出了基于BERT和迁移学习的无监督自适应入侵检测系统。利用自然语言模型BERT学习控制器局域网(CAN)总线中标识符序列特征,将掩码语言模型作为训练目标,进行无监督异常检测,并结合迁移... 为了提高分布式车载电子控制单元(ECU)的通信安全,提出了基于BERT和迁移学习的无监督自适应入侵检测系统。利用自然语言模型BERT学习控制器局域网(CAN)总线中标识符序列特征,将掩码语言模型作为训练目标,进行无监督异常检测,并结合迁移学习完成不同车型的数据训练。在大规模CAN数据集上的试验结果表明:该检测系统对拒绝服务(DoS)、模糊和欺骗攻击的检测精度分别达到100%、99.99%和99.97%,能够通过模型微调实现对新车型的自适应检测。 展开更多
关键词 车载网络 控制器局域网 车载电控单元 入侵检测系统 迁移学习
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基于改进GAN的智能网联车CAN总线异常检测研究
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作者 杨浩然 谢辉 +1 位作者 宋康 闫龙 《汽车安全与节能学报》 CAS CSCD 北大核心 2024年第5期660-669,共10页
为提高智能网联汽车(ICVs)的安全性,提出了一种能适应异常流量低的、泛化能力强的控制器局域网(CAN)总线异常检测算法,以应对车辆可能会产生的潜在的和难以察觉的异常情况,有效提高异常数据的检测精度。该文探讨了生成对抗网络(GANs)的... 为提高智能网联汽车(ICVs)的安全性,提出了一种能适应异常流量低的、泛化能力强的控制器局域网(CAN)总线异常检测算法,以应对车辆可能会产生的潜在的和难以察觉的异常情况,有效提高异常数据的检测精度。该文探讨了生成对抗网络(GANs)的理论意义,并在一辆智能网联公交车上,收集了4类不同攻击数据,2类罕见报警数据,基于计算数据的重构误差来衡量异常程度,验证算法的适应性。结果表明:该文提出的算法在低流量数据集Data4上的F1分数和误报率分别达到98.31%和2.90%,超过初始模型及深度卷积生成对抗网络(DCGAN)算法,且对罕见报警数据的误报率减少到3%,说明该算法适用于低流量异常检测,且泛化能力强。 展开更多
关键词 智能网联汽车(ICVs) 控制器局域网(can)总线 异常检测 低流量异常 隐空间距离
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