在物联网 (IoT) 中使用拍卖理论控制拥堵
1E-commerce major, College of Business and Trade, Liaoyang Campus, Shenyang University of Technology Liaoyang Branch, Liaoyang Campus, No. 30, Guanghua Street, Hongwei District, Liaoyang City, 111003, Liaoning Province, China.
Scientific reports
|December 5, 2024
概括
本研究介绍了一种使用拍卖理论和强化学习来控制物联网 (IoT) 拥堵的新方法. 该方法通过评估对象的可靠性和选择最佳数据路线来提高网络性能并减少能源使用.
科学领域:
- 计算机科学 计算机科学
- 网络工程 网络工程
- 人工智能的人工智能
背景情况:
- 物联网 (IoT) 产生了大量的数据,导致网络拥堵.
- 有效的拥堵控制对于保持物联网网络性能和可靠性至关重要.
- 现有的方法经常与物联网环境的动态和分布式性质作斗争.
研究的目的:
- 为物联网 (IoT) 提出一种新的拥堵管理技术.
- 通过整合拍卖理论和强化学习来提高物联网网络性能.
- 提高数据路由效率,减少物联网网络中的能源消耗.
主要方法:
- 拍卖理论和强化学习的融合用于拥堵管理.
- 用历史数据和学习自动机来评估对象的可靠性.
- 基于拍卖的方法根据可信度,能量和延迟选择最佳的数据传输路线.
- 物联网拓结构使用连接主导集 (CDS).
主要成果:
- 拟议的方法大大提高了物联网环境中的网络性能.
- 实验结果显示,与现有方法相比,能源消耗减少了24.13%.
- 该技术通过可信度评估和基于拍卖的路由有效地管理拥堵.
结论:
- 拍卖理论和强化学习的整合为物联网拥堵控制提供了一个有希望的解决方案.
- 拟议的方法提高了能源效率和整体网络性能.
- 这种方法提供了一个可扩展和有效的策略,用于管理复杂物联网网络中的数据流量.
相关概念视频
Social Traps
22.3K
Social traps are negative situations where people get caught in a direction or relationship that later proves to be unpleasant, with no easy way to back out of or avoid. The concept was orignally introduced by John Platt who applied psychology to Garrett Hardin's "Tragedy of the Commons", where in New England herd owners could let their cattle graze in the common ground. This situation seems like a good idea, but an individual could have an advantage. If they owned...
22.3K
The Anchoring-and-Adjustment Heuristic
7.2K
In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
7.2K
Persuasion Strategies
38.5K
Researchers have tested many persuasion strategies, including the foot-in-the door and the door-in-the-face techniques, in a variety of contexts. Ultimately, the principles are effective in selling products and changing people’s attitude, ideas, and behaviors (Cialdini & Goldstein, 2004).
38.5K
Operant Conditioning Intervention
43
Operant conditioning serves as a foundational principle in therapeutic interventions aimed at modifying maladaptive behaviors. Central to this approach is the notion that behaviors, both adaptive and maladaptive, are learned through reinforcement. By analyzing the environmental factors that reinforce problematic behaviors, clinicians can design interventions to weaken these reinforcements and replace maladaptive behaviors with healthier alternatives.
In operant conditioning, behaviors that are...
In operant conditioning, behaviors that are...
43


