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相关概念视频

Defenses Against Pathogens and Herbivores02:26

Defenses Against Pathogens and Herbivores

Plants present a rich source of nutrients for many organisms, making it a target for herbivores and infectious agents. Plants, though lacking a proper immune system, have developed an array of constitutive and inducible defenses to fend off these attacks.
Defense Mechanism Against Infection01:26

Defense Mechanism Against Infection

Natural flora, body system defenses, and inflammation are natural barriers of the body against infectious agents regardless of previous exposure. Normal floras of the human body refer to the microbial population that colonizes the skin and mucous membranes.
In addition, many body organ systems have unique defenses against infection. The skin is an intact, multilayered surface preventing invasion by microorganisms unless impaired. Mucous membranes lining the mouth, nose, and eyelids are barriers...
Distributed Loads: Problem Solving01:21

Distributed Loads: Problem Solving

Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
Radial System Protection01:23

Radial System Protection

Radial systems employ time-delay overcurrent relays to reduce load interruptions. When a fault occurs, the nearest breaker opens first, while upstream breakers remain closed due to longer delay settings. This approach ensures minimal disruption to the rest of the system.
In a radial system with a fault downstream of the third breaker, ideally, only the third breaker will open, isolating the fault and interrupting the load connected beyond it. The second breaker has a longer delay setting,...
Line Protection with Impedance Relays01:27

Line Protection with Impedance Relays

Coordinating time-delay overcurrent relays in complex radial systems and directional overcurrent relays in multi-source transmission loops can be challenging. Impedance relays address these issues by responding to the voltage-to-current ratio, specifically measuring the apparent impedance of a line. These relays become more sensitive during faults as current increases and voltage decreases, thereby reducing the apparent impedance.
Under normal conditions, low load currents keep the measured...
Rapid Identification of Pathogens01:25

Rapid Identification of Pathogens

MALDI-TOF MS has transformed clinical microbiology by offering a rapid and reliable method for pathogen identification. The traditional approach to microbial identification typically involves time-consuming culture techniques and biochemical tests, which can delay the initiation of appropriate antimicrobial therapy. MALDI-TOF MS avoids these delays by using characteristic ribosomal protein mass patterns of microbial cells, enabling accurate species-level identification within minutes.Principle...

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A Precise and Autonomous System for the Detection of Insect Emergence Patterns
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一个具有动态访问控制算法的新型IDS,用于检测和防御物联网节点的入侵.

Moutaz Alazab1,2, Albara Awajan1, Hadeel Alazzam1

  • 1Department of Intelligent Systems, Faculty of Artificial Intelligence, Al-Balqa Applied University, Al-Salt 19385, Jordan.

Sensors (Basel, Switzerland)
|April 13, 2024
PubMed
概括
此摘要是机器生成的。

一个用于物联网 (IoT) 的新入侵检测系统 (IDS) 使用LSTM和动态访问控制 (DAC) 来检测和防御网络威胁. 这种先进的系统实现了超过97%的准确性,提高了物联网安全性.

关键词:
动态接入控制 动态接入控制侵入检测系统 侵入检测系统这是LSTM的LSTM.深度学习是一种深度学习.检测速度的检测速度优化的优化优化优化.

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科学领域:

  • 网络安全 网络安全
  • 计算机网络 计算机网络
  • 人工智能的人工智能

背景情况:

  • 物联网 (IoT) 正在迅速扩大,为网络犯罪分子创造了一个吸引人的大型市场.
  • 资源有限的物联网设备往往缺乏强大的网络安全功能,导致入侵增加.
  • 现有的入侵检测系统 (IDS) 难以跟上物联网环境中不断变化的威胁格局.

研究的目的:

  • 开发和评估用于物联网 (IoT) 的新型入侵检测系统 (IDS).
  • 通过有效检测和防御广泛的网络威胁,增强物联网安全.
  • 在资源有限的物联网环境中提高入侵检测的准确性和效率.

主要方法:

  • 基于长短期记忆 (LSTM) 的入侵检测系统 (IDS) 的实施.
  • 集成动态访问控制 (DAC) 算法,以增强防御能力.
  • 数学分析用于IDS的模型选择和优化.

主要成果:

  • 拟议的基于LSTM的IDS实现了97.16%的验证准确性.
  • 该系统展示了高性能指标,精度,回忆和F1得分约为97%.
  • IDS成功识别了14种不同类型的威胁,检测率超过98%和响应时间低于1.2秒.

结论:

  • 基于LSTM的IDS与DAC的新型IDS在物联网安全方面取得了重大进展.
  • 该系统的高精度,广泛的威胁识别和快速响应时间使其成为保护物联网生态系统的可靠解决方案.
  • 通过数学分析进行优化,这种IDS有效地平衡了威胁检测与最小化的错误报警,提高了整体物联网安全性.