通过动态Q学习和边缘区块链增强安全的物联网数据共享.
Mustafa Bayat1, Mohammad Ali Jabraeil Jamali2, Mahdi Abbasi3,4,5
1Department of Computer Engineering, Shabestar Branch, Islamic Azad University, Shabestar, Iran.
Scientific reports
|November 7, 2025
概括
本研究介绍了基于区块链的动态边缘Q学习 (BDEQ),用于安全的工业物联网 (IIoT) 数据共享. 通过动态选择节点,BDEQ提高了效率和弹性,优于传统方法.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 工业工程 工业工程 工业工程
背景情况:
- 工业物联网 (IIoT) 面临着由于静态节点选择和集中架构的安全和高效数据共享的挑战.
- 传统系统具有较高的延迟,单点故障和对网络攻击的脆弱性,阻碍了动态适应.
研究的目的:
- 提出一个新的框架,基于区块链的动态边缘Q学习 (BDEQ),用于IIoT的实时,信任意识的代理节点选择.
- 在动态的IIoT环境中增强数据共享安全性,效率和弹性.
主要方法:
- 集成区块链智能合约和深度Q学习,用于智能,自适应的代理节点选择.
- 开发一种强化学习代理,根据性能,资源和信任指标动态评估节点.
主要成果:
- 在模拟的天然气工业IIoT环境中,BDEQ显示数据访问延迟减少了35%,吞吐量增加了28%.
- 与基线方法相比,该框架显示了对安全攻击的增强弹性.
结论:
- BDEQ提供了一个去中心化,适应性和安全的解决方案,用于下一代IIoT应用程序中的数据共享.
- 提出的方法解决了静态和集中式系统的关键局限性,提高了系统的整体性能和安全性.
相关概念视频
Issues And Trends In Healthcare Delivery System
6.1K
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...
6.1K
Observational Learning
804
Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
804
Cognitive Learning
990
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
990
Dynamic Equilibrium
61.6K
A reversible chemical reaction represents a chemical process that proceeds in both forward (left to right) and reverse (right to left) directions. When the rates of the forward and reverse reactions are equal, the concentrations of the reactant and product species remain constant over time and the system is at equilibrium. A special double arrow is used to emphasize the reversible nature of the reaction. The relative concentrations of reactants and products in equilibrium systems vary greatly;...
61.6K
Reinforcement
804
Positive and negative reinforcement are key concepts in operant conditioning, a learning process where the consequences of a behavior affect the likelihood of that behavior being repeated.
Positive reinforcement occurs when a behavior is followed by the presentation of a rewarding stimulus, increasing the frequency of that behavior. For example:
Positive reinforcement occurs when a behavior is followed by the presentation of a rewarding stimulus, increasing the frequency of that behavior. For example:
804
Associative Learning
1.2K
Associative learning is a fundamental concept in behavioral psychology, wherein a connection is established between two stimuli or events, leading to a learned response. This process is critical in understanding how behaviors are acquired and modified. Conditioning, the mechanism through which associations are formed, can be divided into two main types: classical conditioning and operant conditioning, each elucidating different aspects of associative learning.
Classical conditioning, also known...
Classical conditioning, also known...
1.2K
