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相关概念视频

Design Example01:23

Design Example

325
The innovation of touch-tone telephony revolutionized the telecommunications industry by replacing the traditional rotary dial with a dual-tone multi-frequency (DTMF) signaling system. This system uses a matrix-style keypad with buttons arranged in four rows and three columns, creating 12 distinct signals each assigned to a pair of frequencies. Each button press results in a simultaneous generation of two sinusoidal tones – one from a low-frequency group (697 to 941 Hz) and one from a...
325
Multi-input and Multi-variable systems01:22

Multi-input and Multi-variable systems

106
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
106
Passive Filters01:27

Passive Filters

537
Passive filters are utilized to shape the frequency spectrum of signals across a diverse array of applications. These filters, using only passive elements like resistors (R), inductors (L), and capacitors (C), are capable of selectively allowing or blocking certain frequency ranges without the need for external power sources.
Low-Pass Filters
Low-pass filters are designed to transmit signals with frequencies lower than the cutoff frequency, ωc, and attenuate those above it. The cutoff...
537
Active Filters01:25

Active Filters

819
Active filters are electronic circuits that use operational amplifiers (op-amps), resistors, and capacitors to filter out unwanted frequency components from a signal. A first-order low-pass active filter is designed to pass signals with a frequency lower than a certain cutoff frequency and attenuate frequencies higher than that cutoff frequency. The transfer function for a first-order low-pass active filter is:
819
Feedback control systems01:26

Feedback control systems

307
Feedback control systems are categorized in various ways based on their design, analysis, and signal types.
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
307

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相关实验视频

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Microfluidic Platform with Multiplexed Electronic Detection for Spatial Tracking of Particles
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一个用于使用车载网络交叉检查过器的入侵检测系统的新型架构.

Hyungchul Im1, Donghyeon Lee1, Seongsoo Lee1

  • 1Department of Intelligent Semiconductors, Soongsil University, Seoul 06978, Republic of Korea.

Sensors (Basel, Switzerland)
|May 11, 2024
PubMed
概括

本研究引入了一个新的入侵检测系统 (IDS) 控制器区域网络 (CAN) 总线安全. 增强的系统显著改善了对车辆网络攻击的检测,如DoS,伪造和模糊攻击.

科学领域:

  • 网络安全 网络安全
  • 汽车工程 汽车工程
  • 网络安全 网络安全

背景情况:

  • 控制器区域网络 (CAN) 总线系统对于车辆通信至关重要,但容易受到网络威胁.
  • 现有的基于机器学习 (ML) 的CAN总线入侵检测系统 (IDS) 在检测性能方面存在局限性.
  • 有效地检测恶意消息对于确保车辆网络安全至关重要.

研究的目的:

  • 提出一种新的IDS架构,以加强CAN总线系统的网络安全.
  • 通过结合基于规则的过器来提高基于ML的IDS的检测性能.
  • 为了有效地区分合法和恶意的CAN消息,特别针对DoS,伪造和模糊攻击.

主要方法:

  • 开发了一种混合的IDS架构,将传统的ML模型与专门设计的基于规则的过器相结合.
  • 过器仔细检查CAN消息ID和有效载荷数据,以确定特定的攻击特征.
  • 评估了架构对拒绝服务 (DoS),伪造和模糊攻击的有效性.

主要成果:

  • 拟议的架构显著提高了所有测试的ML模型的检测性能.
  • 所有基于ML的IDS与新架构集成,在检测所有攻击类型方面实现了99%以上的准确性.
  • 基于规则的过器有效地捕获了DoS,伪造和模糊攻击的独特特征.
关键词:
控制器区域网络控制器区域网络交叉检查系统 交叉检查系统网络安全 网络安全车载网络车载网络车载网络侵入检测系统的入侵检测系统机器学习是机器学习.

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结论:

  • 新的IDS架构为增强CAN总线网络安全提供了强大而有效的解决方案.
  • 混合方法克服了纯粹基于ML的IDS的低最佳检测性能.
  • 该系统在识别车辆中的各种网络威胁方面表现出高准确性和有效性.