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Fault detection of switched linear systems with its application to turntable systems 被引量:1
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作者 Guanghui Sun Mao Wang Xiuming Yao Ligang Wu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第1期120-126,共7页
This paper is concerned with the H∞ fault detection for continuous-time linear switched systems with its application to turntable systems.The solvability condition for a desired filter is established based on the pro... This paper is concerned with the H∞ fault detection for continuous-time linear switched systems with its application to turntable systems.The solvability condition for a desired filter is established based on the proposed sufficient condition.Based on the double channel scheme of the turntable control system,the turntable system can be modeled as a switched system.Finally,by taking the turntable system as a numerical example,the effectiveness of the proposed theory is well validated. 展开更多
关键词 fault detection H∞ performance exponential stability switched system turntable system.
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Fault Detection for a Class of Impulsive Switched Systems
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作者 Qing-Yu Su Yan-Cheng Li +1 位作者 Xing-Ze Dai Jian Li 《International Journal of Automation and computing》 EI CSCD 2014年第2期223-230,共8页
The problem of fault detection for a class of nonlinear impulsive switched systems is investigated in this paper. Fault detection filters are designed such that the augmented systems are stable, and the residual error... The problem of fault detection for a class of nonlinear impulsive switched systems is investigated in this paper. Fault detection filters are designed such that the augmented systems are stable, and the residual error signal generated by the filters guarantees the H∞ performance for disturbances and faults. Sufficient conditions for the design of fault detection(FD) filters are presented by linear matrix inequalities. Moreover, the filter gains are characterized according to a solution of a convex optimization. Finally, an example derived from a pulse-width-modulation-driven boost converter is given to illustrate the effectiveness of the FD design approach. 展开更多
关键词 Impulsive switched systems fault detection(FD) H∞ performance dwell time filter design.
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Initial Rotor Position Detection of 12/10 Flux-switching Permanent Magnet Motors 被引量:10
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作者 XU Peilin DENG Zhiquan WANG Yu SONG Lucheng 《中国电机工程学报》 EI CSCD 北大核心 2013年第9期I0014-I0014,共1页
电机转子初始位置检测的精度直接决定其启动运行时的性能。针对12/10极永磁磁通切换型电机,在验证其凸极性的基础上,采用注入脉振高频信号实现转子初始位置估计。通过对传统高频脉振正弦电压信号注入的分析,研究了基于高频方波或三角波... 电机转子初始位置检测的精度直接决定其启动运行时的性能。针对12/10极永磁磁通切换型电机,在验证其凸极性的基础上,采用注入脉振高频信号实现转子初始位置估计。通过对传统高频脉振正弦电压信号注入的分析,研究了基于高频方波或三角波的注入方法,再利用电流差值调制或直接信号调制方法得到位置误差信号,同时根据磁路的饱和效应,通过对d轴电流过零点时间差值的累加,实现了磁极方向辨识。分析了位置误差信号的系数与初始位置检测收敛性的关系。通过实验验证了所提方法的正确性和可行性。 展开更多
关键词 转子磁通 初始位置检测 电机转子 切换 开关磁阻电动机 永磁 转子位置检测 永久磁铁
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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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Optimal fault detection for a class of discrete-time switched linear systems
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作者 Yueyang Li Maiying Zhong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第3期512-518,共7页
This paper deals with the problem of optimal fault detection filter (FDF) design for a class of discrete-time switched linear systems under arbitrary switching. By using an observer-based FDF as a residual generator... This paper deals with the problem of optimal fault detection filter (FDF) design for a class of discrete-time switched linear systems under arbitrary switching. By using an observer-based FDF as a residual generator, the design of the FDF is formulated into an optimization problem through maximizing the H_/H∞ or H∞/H∞ performance index. With the aid of an operator optimization method, it is shown that a mode-dependent unified optimal solution can be derived by solving a coupled Riccati equation. A numerical example is given to show the effectiveness of the proposed method. 展开更多
关键词 fault detection filter (FDF) discrete-time linear switched system OBSERVER coupled Riccati equation.
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H_-/H_∞ fault detection filter design for interval time-varying delays switched systems 被引量:3
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作者 Jiawei Wang Yi Shen Zhenhua Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第4期878-886,共9页
The problem of the robust fault detection filter design for time-varying delays switched systems is considered in the framework of mixed H-/H∞. Firstly, the weighted H∞ performance index is utilized as the robustnes... The problem of the robust fault detection filter design for time-varying delays switched systems is considered in the framework of mixed H-/H∞. Firstly, the weighted H∞ performance index is utilized as the robustness performance, and the H- index is used as the sensitivity performance for obtaining the robust fault detection filter. Then a novel multiple Lyapunov-Krasovskii function is proposed for deriving sufficient existence conditions of the robust fault detection filter based on the average dwell time technique. By introducing slack matrix variable, the coupling between the Lyapunov matrix and system matrix is removed, and the conservatism of results is reduced. Based on the robust fault detection filter, residual is generated and evaluated for detecting faults. In addition, the results of this paper are dependent on time delays,and represented in the form of linear matrix inequalities. Finally,the simulation example verifies the effectiveness of the proposed method. 展开更多
关键词 switched system average dwell time mixed H-/H∞ robust fault detection filter time-varying delay
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Switching variability index based multiple strategy CFAR detector 被引量:5
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作者 Yang Li Zhenyuan Ji +1 位作者 Bingfei Li Gil Alterovitz 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第4期580-587,共8页
A switching variability index (SVl) constant false alarm rate (CFAR) detector is proposed for improving the detection performance of VI-CFAR detectors in multiple targets backgrounds. When the presence of non-homo... A switching variability index (SVl) constant false alarm rate (CFAR) detector is proposed for improving the detection performance of VI-CFAR detectors in multiple targets backgrounds. When the presence of non-homogeneity in CFAR reference windows is indicated by a VI-CFAR detector, a switching- CFAR detector is introduced to optimize the performance of the VI-CFAR detector in homogeneous, multiple targets and clutter edge backgrounds. The structure and parameters selection method of the SVI-CFAR detector is presented. Comparisons with classic CFAR detectors and recently proposed detectors are also given. Theoretical analysis and simulation results show that SVICFAR detector maintains the good performance of the VI-CFAR detector in homogeneous and clutter edge backgrounds, while greatly improving the capacity of anti-multi targets. 展开更多
关键词 switching variability index constant false alarm rate(SVI-CFAR) adaptive detection complex environment multiple-strategy detection radar target detection.
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基于排序的自动剔除Switching-CFAR检测器 被引量:1
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作者 刘贵如 王陆林 邹姗 《华东师范大学学报(自然科学版)》 CAS CSCD 北大核心 2017年第3期120-132,共13页
针对传统恒虚警(Constant False-Alarm Rate,CFAR)检测器在非均匀噪声环境下检测性能较差的问题,本文提出了一种基于排序的自动剔除Switching-CFAR(Automatic Censoring Switching-CFAR Detector Based on Sorting,ACS-CFAR)检测器.选... 针对传统恒虚警(Constant False-Alarm Rate,CFAR)检测器在非均匀噪声环境下检测性能较差的问题,本文提出了一种基于排序的自动剔除Switching-CFAR(Automatic Censoring Switching-CFAR Detector Based on Sorting,ACS-CFAR)检测器.选择参考窗中间单元为测试单元,其余单元按照幅值升序排列,根据两个分界点位置参数,选择合适的参考单元集进行背景噪声功率估计以及结合参考单元数和目标恒虚警率计算相关系数,得到最优检测门限.经过仿真对比,ACS-CFAR检测器在均匀噪声环境下检测率为98.73%,接近于单元平均恒虚警(CA-CFAR)检测器;在非均匀噪声环境下检测率为98.16%,优于可变索引恒虚警(VI-CFAR)和自动删除平均恒虚警(ACCA-CFAR)检测器,虚警率误差均控制在0.10%以内.结果表明,本文提出的ACS-CFAR检测器在均匀噪声环境以及杂波和多目标干扰环境下均具有较好的检测性能. 展开更多
关键词 目标检测 恒虚警 自动剔除 switching-CFAR 非均匀噪声
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基于双剔除门限的Switching-CFAR目标检测算法
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作者 刘贵如 王陆林 邹姗 《重庆邮电大学学报(自然科学版)》 CSCD 北大核心 2018年第2期222-229,共8页
为了解决传统的目标检测算法在非均匀噪声环境下检测性能严重下降的问题,提出了一种基于双剔除门限的Switching-CFAR(switching-constant false alarm rate based on dual censoring thresholds,DCS-CFAR)目标检测算法。基于参考窗参考... 为了解决传统的目标检测算法在非均匀噪声环境下检测性能严重下降的问题,提出了一种基于双剔除门限的Switching-CFAR(switching-constant false alarm rate based on dual censoring thresholds,DCS-CFAR)目标检测算法。基于参考窗参考单元样本期望值和测试单元,得到双重剔除功率比较门限。通过双重比较,剔除参考窗中极大值参考单元,根据剩余参考单元数,选择合适的参考单元来估计背景噪声功率,并得到功率检测门限。在Matlab环境下,通过蒙特卡洛方法和Swerling II模型对DCS-CFAR目标检测算法的关键参数,以及在各种仿真环境下与其它目标检测算法的检测性能进行了仿真对比分析,DCS-CFAR目标检测算法在均匀背景噪声下,检测率为98.76%,接近于CA-CFAR算法;在杂波和多干扰目标环境下,检测率分别为97.83%和98.23%。在均匀和非均匀噪声环境下,DCS-CFAR检测算法均优于ACCA-CFAR和GO-CFAR算法。结果表明,提出的DCS-CFAR检测算法在均匀和非均匀噪声环境下,均具有良好的检测性能。 展开更多
关键词 目标检测 恒虚警 switching-CFAR 双剔除 K分布
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Closed-loop fault detection for full-envelope flight vehicle with measurement delays 被引量:3
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作者 Wang Zhaolei Wang Qing +1 位作者 Dong Chaoyang Gong Ligang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第3期832-844,共13页
Abstract A closed-loop fault detection problem is investigated for the full-envelope flight vehicle with measurement delays, where the flight dynamics are modeled as a switched system with delayed feedback signals. Th... Abstract A closed-loop fault detection problem is investigated for the full-envelope flight vehicle with measurement delays, where the flight dynamics are modeled as a switched system with delayed feedback signals. The mode-dependent observer-based fault detection filters and state estimation feedback controllers are derived by considering the delays' impact on the control system and fault detection system simultaneously. Then, considering updating lags of the controllers/filters' switching signals which are introduced by the delayed measurement of altitude and Mach number, an asynchronous H analysis method is proposed and the system model is further augmented to be an asynchronously switched time-delay system. Also, the global stability and desired performance of the augmented system are guaranteed by combining the switched delay-dependent Lyapunov Krasovskii functional method with the average dwell time method (ADT), and the delaydependent existing conditions for the controllers and fault detection filters are obtained in the form of the linear matrix inequalities (LMIs), Finally, numerical example based on the hypersonic vehicles and highly maneuverable technology (HiMAT) vehicle is given to demonstrate the merits of the proposed method. 展开更多
关键词 Fault diagnosis Measurement delays Asynchronous switching Full-envelope flight vehicle Closed-loop fault detection
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Detecting the Position of the Moving-iron Solenoid by Non-displacement Sensor Based on Parameter Identification of Flux Linkage Characteristics
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作者 WANG Xuping QUAN Long XIONG Guangyu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第6期1204-1211,共8页
Currently, most researches use signals, such as the coil current or voltage of solenoid, to identify parameters; typically, parameter identification method based on variation rate of coil current is applied for positi... Currently, most researches use signals, such as the coil current or voltage of solenoid, to identify parameters; typically, parameter identification method based on variation rate of coil current is applied for position estimation. The problem exists in these researches that the detected signals are prone to interference and difficult to obtain. This paper proposes a new method for detecting the core position by using flux characteristic quantity, which adds a new group of secondary winding to the coil of the ordinary switching electromagnet. On the basis of electromagnetic coupling theory analysis and simulation research of the magnetic field regarding the primary and secondary winding coils, and in accordance with the fact that under PWM control mode varying core position and operating current of windings produce different characteristic of flux increment of the secondary winding. The flux increment of the electromagnet winding can be obtained by conducting time domain integration for the induced voltage signal of the extracted secondary winding, and the core position from the two-dimensional fitting curve of the operating winding current and flux-linkage characteristic quantity of solenoid are calculated. The detecting and testing system of solenoid core position is developed based on the theoretical research. The testing results show that the flux characteristic quantity of switching electromagnet magnetic circuit is able to effectively show the core position and thus to accomplish the non-displacement transducer detection of the said core position of the switching electromagnet. This paper proposes a new method for detecting the core position by using flux characteristic quantity, which provides a new theory and method for switch solenoid to control the proportional valve. 展开更多
关键词 switch solenoid flux characteristic quantity position detection non-displacement sensor
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TinySwitch-Ⅱ系列第二代微型单片开关电源的原理
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作者 沙占友 王晓君 孟志永 《电源技术应用》 2001年第11期541-544,共4页
TinySwitch-Ⅱ系列为国际上最新开发的第二代微型单片开关电源集成电路,它适合制作高效率、低成本、23W 以下的微型化开关电源,本文介绍其性能特点与工作原理。
关键词 微型单片开关电源 频率抖动 电磁干扰 Tinyswitch-Ⅱ系列 集成电路
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重载铁路道岔尖轨声发射波传播特性研究
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作者 冯青松 袁佳鹏 +1 位作者 刘健 刘庆杰 《华东交通大学学报》 2025年第5期93-103,共11页
为研究重载铁路道岔尖轨中伤损产生的声发射波的传播特性,以重载铁路12号道岔尖轨为研究对象,结合Abaqus仿真与断铅声发射实验技术,通过断铅实验模拟尖轨伤损产生的声发射信号,对道岔尖轨的声发射仿真方法展开了细致剖析,验证了仿真模... 为研究重载铁路道岔尖轨中伤损产生的声发射波的传播特性,以重载铁路12号道岔尖轨为研究对象,结合Abaqus仿真与断铅声发射实验技术,通过断铅实验模拟尖轨伤损产生的声发射信号,对道岔尖轨的声发射仿真方法展开了细致剖析,验证了仿真模型的正确性与有效性,并通过现场实测,对仿真结果进行了验证。结果表明:尖轨不同特征断面中的伤损发射信号具有相似的频率分布特征,然而,其强度会随着特征断面的增大而逐步降低,并且在传导距离不断增加的情况下,能量于小波时频图中会朝着其他频段进行分散;伤损模型的引入使各频段声发射信号响应增大,特别是在160~200 kHz产生异常峰值,通过现场实测也验证了这一结果。研究成果可为道岔尖轨伤损检测中声发射信号的分析与应用提供参考。 展开更多
关键词 重载铁路 道岔尖轨 伤损检测 声发射技术 断铅实验
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全部子系统均不稳定切换线性系统的有限时间混合无扰切换故障检测 被引量:1
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作者 梁占红 姚利娜 高金峰 《控制与决策》 北大核心 2025年第5期1705-1713,共9页
研究全部子系统均不稳定切换线性系统在模态依赖区间驻留时间(MDIDT)切换下的有限时间混合无扰切换故障检测滤波器(FDF)设计问题.首先,为了改善故障检测系统的暂态性能,提出一种直接限制切换时刻残差信号和速率信号总颠簸幅度的混合无... 研究全部子系统均不稳定切换线性系统在模态依赖区间驻留时间(MDIDT)切换下的有限时间混合无扰切换故障检测滤波器(FDF)设计问题.首先,为了改善故障检测系统的暂态性能,提出一种直接限制切换时刻残差信号和速率信号总颠簸幅度的混合无扰切换性能描述;然后,通过将驻留时间区间分段,构造保守性更低的时变离散Lyapunov函数,得到增广系统在MDIDT切换下有限时间稳定且满足有限时间H_(∞)性能的充分条件;接着,在此基础上,给出有限时间混合无扰切换FDF的设计条件;最后,通过数值仿真验证所提出方法的有效性和优越性. 展开更多
关键词 切换线性系统 不稳定子系统 无扰切换 故障检测 有限时间稳定 模态依赖区间驻留时间
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基于可编程交换机的网络安全研究进展
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作者 邹志凯 张梦豪 +4 位作者 李冠宇 杨任宇 沃天宇 胡春明 徐明伟 《软件学报》 北大核心 2025年第11期5274-5295,共22页
随着云计算、移动互联网和人工智能等网络应用的快速发展,网络攻击和威胁日益增多和复杂化,这要求网络安全防御技术能够有效地防御网络攻击,保障关键基础设施网络的安全.传统基于专有中间件的防御技术能够通过专有硬件实现高性能,然而... 随着云计算、移动互联网和人工智能等网络应用的快速发展,网络攻击和威胁日益增多和复杂化,这要求网络安全防御技术能够有效地防御网络攻击,保障关键基础设施网络的安全.传统基于专有中间件的防御技术能够通过专有硬件实现高性能,然而这些防御措施成本高昂,部署新的防御通常需要升级设备.基于软件的防御技术非常灵活,但是基于软件的数据包处理会导致较高的性能开销.可编程交换机的出现则为网络安全防御带来了新的契机,由于其在灵活性和性能上的显著优势,基于可编程交换机的网络安全研究已经成为近期的研究热点之一.首先回顾可编程交换机的起源和架构,然后深入探讨其相关特性在网络安全防御中的应用和优势,包括易于管理、低成本、高灵活性和高性能.接着,从网络安全防御的基本三元组即预防、检测和响应的角度出发,系统阐述了利用可编程交换机进行网络安全防御的技术,包括访问控制、网络扫描、网络混淆、深度数据包检查、DDoS检测与防御、智能数据平面等多个方面,并且分析了这些技术的设计理念、实现机制和潜在局限性.最后,对基于可编程交换机的网络安全研究的未来发展方向进行了展望. 展开更多
关键词 网络安全 可编程交换机 预防 检测 响应
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一种基于守护进程与第三方检测的测控系统热备无缝切换方法 被引量:1
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作者 王涛 李泽西 +4 位作者 刘伟 邓德鑫 刘军锋 王戈 杨小燕 《电讯技术》 北大核心 2025年第4期550-558,共9页
针对现有测控系统主备机切换过程中常出现的双主机/服务器软件进程卡死导致切换失败等问题,提出了一种基于“守护进程”与稳定第三方检测的测控系统热备无缝热切换方法。首先,对现有测控系统主备切换方法存在的不足进行了分析;其次,对... 针对现有测控系统主备机切换过程中常出现的双主机/服务器软件进程卡死导致切换失败等问题,提出了一种基于“守护进程”与稳定第三方检测的测控系统热备无缝热切换方法。首先,对现有测控系统主备切换方法存在的不足进行了分析;其次,对测控系统主备热切换方法的总体方案、工作流程以及监控服务器软件与守护进程软件进行了设计实现,并对方法的特点进行了分析;最后,结合系统典型故障案例设计主备系统通信异常、主机软件卡顿和数据库异常等典型测试场景,对提出的测控系统热备无缝切换方法的有效性和正确性进行了验证。测试结果表明,采用提出的热备无缝切换方法的测控系统相较于基于“心跳”检测主备热切换方法,在主备系统间通信异常、主机软件卡顿和数据库异常等情况下主备切换成功率均为100%,可确保故障发生后任务成功迁移,为提高测控系统任务执行成功率提供支撑。 展开更多
关键词 测控系统 双机热备 无缝切换 守护进程 第三方检测
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基于QUIC的拥塞控制算法动态切换机制
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作者 李焯坚 覃毅芳 +3 位作者 王冬举 杜文基 周旭 范琮珊 《计算机应用研究》 北大核心 2025年第7期2147-2153,共7页
传统静态配置单一拥塞控制算法的方式已无法适应跨时间和跨地域下的网络动态变化特性,拥塞控制算法动态切换被业界广泛关注。针对动态切换过程中的网络探测准确度低、传输性能波动等问题,在有线网络场景中开展了基于QUIC的拥塞控制算法... 传统静态配置单一拥塞控制算法的方式已无法适应跨时间和跨地域下的网络动态变化特性,拥塞控制算法动态切换被业界广泛关注。针对动态切换过程中的网络探测准确度低、传输性能波动等问题,在有线网络场景中开展了基于QUIC的拥塞控制算法动态切换机制研究。该机制首先引入接收端缓冲区影响因素,来增强算法对不同配置接收端的适应能力;其次建立基于BBR的瓶颈链路缓冲区探测模型,来提高网络条件探测的准确度;最后实现BBR与CUBIC之间的平滑切换,以兼顾切换过程的性能提升与稳定性。实验结果表明,该机制在瓶颈链路浅缓冲区场景和深缓冲区场景中的吞吐增益覆盖率分别达到78%~87%及89%~95%。相较于传统基于建模的算法,该机制显著提升了有线网络场景下的带宽利用率,并在吞吐与往返时延两维度上均表现出良好的稳定性。 展开更多
关键词 拥塞控制 动态切换 QUIC 网络质量探测
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基于深度学习的弱电井交换机故障自动化检测系统
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作者 史雷特 臧艳姿 《电子设计工程》 2025年第22期155-159,共5页
为解决交换机在复杂运行环境中出现的各种故障问题,该文设计了基于深度学习的弱电井交换机故障自动化检测系统。设计系统整体结构,将传感器节点覆盖问题转换为目标函数的优化问题,计算目标函数最优值;采用LSTM模型构建故障检测模型,通过... 为解决交换机在复杂运行环境中出现的各种故障问题,该文设计了基于深度学习的弱电井交换机故障自动化检测系统。设计系统整体结构,将传感器节点覆盖问题转换为目标函数的优化问题,计算目标函数最优值;采用LSTM模型构建故障检测模型,通过PLC控制器对交换机的运行状态进行控制,预警模块向管理人员进行故障预警。实验结果显示,该系统可准确采集交换机运行数据,输出故障检测结果,最大电压为55V,降低了交换机故障运行时间,下降幅度在60%左右,保障了交换机运行的稳定性。 展开更多
关键词 深度学习 弱电井交换机 故障检测 传感器网络 LSTM模型 故障预警
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基于集成学习的转辙机智能故障检测研究
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作者 沈佳杰 邵贵庆 +1 位作者 孙博宇 徐永能 《兵器装备工程学报》 北大核心 2025年第10期80-88,共9页
针对目前转辙机故障检测存在遗漏和误判的风险,且无法实现实时处理的问题,建立了以长短期记忆网络(LSTM)和多层感知机(MLP)为基模型的集成学习模型,并使用转辙机工作时的三相电流、功率数据对模型进行训练。在训练时使用bagging法从转... 针对目前转辙机故障检测存在遗漏和误判的风险,且无法实现实时处理的问题,建立了以长短期记忆网络(LSTM)和多层感知机(MLP)为基模型的集成学习模型,并使用转辙机工作时的三相电流、功率数据对模型进行训练。在训练时使用bagging法从转辙机的三相电流、功率特征中选取了不同的特征组合来并行地训练各个基模型,增加了各基模型之间的差异性,训练好的集成学习模型通过投票的方式来对转辙机工作状态进行最后的识别。集成学习模型在验证数据集上的识别准确率和召回率分别达到99.34%和99.28%,相较于仅仅使用基模型来识别转辙机工作状态,集成学习模型拥有更好的准确性和鲁棒性。 展开更多
关键词 转辙机 智能故障检测 集成学习 长短期记忆网络 多层感知机
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面向物联网边缘的轻量化DDoS攻击检测方法 被引量:1
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作者 唐亚东 程光 赵玉宇 《小型微型计算机系统》 北大核心 2025年第4期940-947,共8页
物联网(Internet of Things,IoT)技术的发展给工业界和日常生活带来便利的同时,海量易受到各种攻击和破坏的IoT设备也降低了分布式拒绝服务(Distributed Denial of Service,DDoS)攻击发起的成本,使被攻击方无法响应正常用户访问.为了在... 物联网(Internet of Things,IoT)技术的发展给工业界和日常生活带来便利的同时,海量易受到各种攻击和破坏的IoT设备也降低了分布式拒绝服务(Distributed Denial of Service,DDoS)攻击发起的成本,使被攻击方无法响应正常用户访问.为了在物联网边缘中快速、准确地完成DDoS攻击检测,弥补现有方法资源开销大、不精确的缺陷,本文提出了一种基于轻量化卷积神经网络(Lightweight Convolutional Neural Networks,LCNN)的DDoS检测方法.面向物联网流量特性,方法首先提取包级特征和经冗余分析筛选得到的流级特征.之后设计了低参数和运算量的卷积神经网络LCNN,最后基于变维后的特征,快速检测定位攻击.实验结果表明,方法检测准确率达99.4%.同时LCNN在FPGA中能够以较少的资源消耗,保证在1ms时间内完成对一条流的推理判断. 展开更多
关键词 物联网边缘 可编程交换机 轻量化卷积神经网络 特征选择 DDOS检测
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