安全和维护隐私的入侵检测和防止在无人驾驶飞行器的互联网
Ernest Ntizikira1, Wang Lei1, Fahad Alblehai2
1School of Software, Dalian University of Technology, Dalian 116024, China.
Sensors (Basel, Switzerland)
|October 14, 2023
概括
本研究介绍了安全和保护隐私的无人机入侵检测和预防 (SP-IoUAV) 模型,以加强智能城市的安全和隐私. 该SP-IoUAV模型在检测和防止对无人机的威胁方面取得了卓越的准确性.
科学领域:
- 网络安全 网络安全
- 人工智能的人工智能
- 物联网的物联网,就是物联网.
背景情况:
- 无人驾驶飞行器 (UAV) 对于智能城市的操作,如监视和数据收集至关重要.
- 广泛的无人机集成引发了严重的安全和隐私问题.
- 现有的安全模型很难解决无人机互联网生态系统中的独特漏洞.
研究的目的:
- 引入安全和保护隐私的无人机入侵检测和预防 (SP-IoUAV) 模型.
- 为了提高无人机操作的安全性和数据保密性.
- 为无人机的互联网开发一个强大的入侵检测和预防系统.
主要方法:
- 利用联合学习,差异隐私和安全的多方计算来保护数据.
- 集成深度神经网络,特别是CNN-LSTM,用于实时异常检测.
- 实施了实时决策机制,包括警报和自动黑名单,以及数据库访问的多因素身份验证.
主要成果:
- 在CIC-IDS2017数据集中,SP-IoUAV模型表现出了卓越的性能.
- 实现了高精度 (99.98%),精度 (99.93%),回忆 (99.92%) 和F-Score (99.92%).
- 在比较分析中表现优于FCL-SBL,RF-RSCV和RBFNNs等现有方法.
结论:
- 该SP-IoUAV模型为确保无人机操作提供了一个全面的框架.
- 在无人机系统中支持安全和保护隐私的机器学习应用程序.
- 确立了无人机在互联网上的入侵检测和预防的新基准.
相关概念视频
01:24Absolute Motion Analysis- General Plane Motion
226
Visualize a drone, with its propellers spinning rapidly, hovering mid-air. The fascinating movements and operations of this drone can be comprehended by applying the principle of general plane motion.
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
As the drone's propellers rotate, an upward force is generated that counteracts the force of gravity, enabling the drone to lift off from the ground. This initial movement of the drone is along a straight path, representing a form of translational motion. In this phase, every point on the...
226
01:19Pharmacovigilance
863
Post-marketing surveillance is a critical component of pharmaceutical regulation, often uncovering unanticipated adverse drug reactions (ADRs) once a drug is widely used over an extended period.
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
863
01:30Types of Global Positioning System Surveys
63
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...
63