在边缘和雾计算中使用CyberGuard框架进行信任管理和资源优化.
Ahmed M Alwakeel1, Abdulrahman K Alnaim2
1Faculty of Computers & Information Technology, University of Tabuk, Tabuk 71491, Saudi Arabia.
Sensors (Basel, Switzerland)
|July 13, 2024
概括
本研究介绍了CyberGuard,这是一个用于边缘和雾计算资源分配的新框架. 它集成了机器学习和区块链,以加强信任管理和提高系统性能.
科学领域:
- 计算机科学 计算机科学
- 分布式系统 分布式系统
- 人工智能的人工智能
背景情况:
- 分散应用程序正在增加边缘和雾计算的重要性.
- 在这些框架中的资源配置是复杂的,因为不同的设备功能和动态网络.
- 传统的方法导致资源利用效率低下,阻碍了进步.
研究的目的:
- 提出一个新的战略,以改善边缘和雾计算中的资源配置.
- 引入CyberGuard框架,将机器学习和区块链结合起来,用于信任管理.
- 在动态和异质的边缘/雾环境中解决资源分配方面的挑战.
主要方法:
- 开发了CyberGuard框架,将机器学习与区块链技术集成在一起.
- 利用区块链进行边缘和雾计算交易的不变和透明监控.
- 采用混合机器学习方法,将Trust2Vec与SVM,KNN和随机森林结合起来进行风险评估.
主要成果:
- CyberGuard在资源分配效率和系统性能方面取得了显著的改进.
- 实现了高性能指标,包括98.18%的准确性,精度,回忆和F1分数.
- 通过详细的优化和现实世界的案例研究来验证有效性.
结论:
- 在边缘和雾计算中,CyberGuard提供了一个可靠的解决方案,用于可靠的资源配置.
- 机器学习和区块链的整合提供了一个可靠的信任管理系统.
- 该框架显示了增强去中心化计算环境的变革潜力.
相关概念视频
Short-distance Transport of Resources
15.9K
Short-distance transport refers to transport that occurs over a distance of just 2-3 cells, crossing the plasma membrane in the process. Small uncharged molecules, such as oxygen, carbon dioxide, and water, can diffuse across the plasma membrane on their own. In contrast, ions and larger molecules require the assistance of transport proteins due to their charge or size. Transport across membranes also occurs within individual cells, playing a variety of essential roles for the plant as a whole.
15.9K
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Applications of GIS: Disaster Management and Emergency Response
65
Geographic Information System (GIS) technology is essential for risk identification, action prioritization, and resource optimization in critical situations like flooding and earthquakes. By integrating spatial and demographic data, GIS provides a comprehensive framework for emergency response.GIS integrates data layers, like rainfall intensity, topography, elevation profiles, and river levels, to model high-risk flood zones. These layers assess areas susceptible to flooding based on their...
65
Masking and Demasking Agents
2.4K
EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
2.4K
Distributed Loads: Problem Solving
639
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...
639
Optimal Foraging
12.0K
How animals obtain and eat their food is called foraging behavior. Foraging can include searching for plants and hunting for prey and depends on the species and environment.
12.0K


