网络物理卫星系统和物联网辅助飞行器安全威胁检测智能框架
Nazik Alturki1, Turki Aljrees2, Muhammad Umer3
1Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.
Sensors (Basel, Switzerland)
|August 26, 2023
概括
这项研究引入了使用机器学习的智能框架,以提高物联网 (IoT) 辅助无人机的安全性和隐私. 拟议的系统显著提高了网络应对网络威胁的弹性.
科学领域:
- 网络物理系统 网络物理系统
- 航空航天工程 航空航天工程
- 计算机科学 计算机科学
背景情况:
- 利用物联网 (IoT) 的小型无人机技术,由于架构限制,面临着严重的安全和隐私漏洞.
- 确保安全可靠的无人机网络对于最佳性能至关重要,并防止民用和国防应用中的安全,保安和隐私侵犯.
- 目前的无人机架构需要在数据转换和隐私机制方面进行改进,以满足不断变化的领域要求.
研究的目的:
- 调查目前无人机技术和无人机互联网 (IoD) 的安全,安全和隐私趋势.
- 提出一个智能框架,以提高物联网辅助无人机对网络攻击的安全性和弹性.
- 开发和验证安全无人机网络设计的新方法.
主要方法:
- 开发一种新的框架,将智能机器学习模型纳入物联网辅助无人机架构.
- 构建一个新的,合并的数据集,将一个专门的无人机数据集与两个基准数据集结合起来.
- 评估与现有算法对比拟框架的性能.
主要成果:
- 拟议的框架实现了高精度,在无人机数据集上达到99.89%,在合并数据集上达到91.64%.
- 与以前的算法相比,在保护无人机网络方面表现出卓越的性能.
- 该框架有效地减轻网络安全威胁,提高无人机系统的弹性.
结论:
- 智能框架提供了一个强大的方法来提高物联网辅助飞行器系统的安全性和弹性.
- 解决互联无人机系统和网络物理卫星系统的关键安全挑战.
- 强调安全无人机网络对拦截和入侵无障碍的重要性.
相关概念视频
Field Application of Global Positioning System
66
The Global Positioning System (GPS) has become an indispensable tool in fieldwork, offering unparalleled precision and efficiency for surveying, navigation, and infrastructure development. By harnessing signals from a constellation of satellites, GPS receivers determine the location of objects with remarkable speed and accuracy, often completing calculations within a second.Advantages of Modern GPS TechnologyContemporary GPS receivers are designed to meet the practical demands of field...
66
Introduction to Global Positioning System
88
The Global Positioning System (GPS) revolutionized positioning on Earth, providing precise location data through satellite ranging. The GPS system was developed in 1978 by the U.S. Department of Defense for military use, and it became available for civilian applications in 1983, transforming fields including navigation, fleet management, and time synchronization for telecommunications systems.GPS consists of satellites in medium Earth orbit, about 20,200 kilometers above the surface,...
88
Types of Global Positioning System Surveys
77
GPS surveying methods vary in application, accuracy, and data collection techniques, catering to diverse surveying and mapping needs. Static GPS, kinematic GPS, and real-time kinematic (RTK) surveying are widely used. Each technique offers distinct advantages.Static GPS involves placing one receiver at a known reference point and another at the target point. It collects exact positional data by observing multiple satellite ranges over an extended period, achieving centimeter-level accuracy for...
77
Circular Orbits and Critical Velocity for Satellites
2.9K
The Moon orbits around the Earth. In turn, the Earth (and other planets) orbit the Sun. The space directly above our atmosphere is filled with artificial satellites in orbit. One can examine the circular orbit, the simplest kind of orbit, to understand the relationship between the speed and the period of planets and satellites with respect to their positions and the bodies that they orbit.
Nicolaus Copernicus (1473-1543) first suggested that the Earth and all other planets orbit the Sun in...
Nicolaus Copernicus (1473-1543) first suggested that the Earth and all other planets orbit the Sun in...
2.9K
Errors in Global Positioning System
66
Global Positioning System (GPS) technology has revolutionized navigation and positioning, but its accuracy is often compromised by various errors. These errors, stemming from environmental, satellite, and receiver-related factors, require careful mitigation to ensure reliable performance across applications.Atmospheric ErrorsGPS signals travel through the Earth’s ionosphere and troposphere, introducing delays which affect accuracy. The ionosphere is strongly influenced by charged particles,...
66
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
415
Attenuated total reflectance (ATR) infrared spectroscopy is a powerful analytical technique used to study the composition of materials. It is widely employed in chemistry, materials science, forensic science, and other fields where sample characterization is required. ATR has several advantages over traditional transmission IR spectroscopy, including the requirement of little to no sample preparation and the ability to analyze a wide range of samples.
The ATR process begins by directing a beam...
The ATR process begins by directing a beam...
415


