对于5g v2x通信的Q学习和模糊逻辑多层多访问边缘聚类,5g v2x通信的多层边缘聚类
Sangeetha Alagumani1, Uma Maheswari Natarajan2
1Department of Information Technology, PSNA college of Engineering and Technology, Dindigul, Tamil Nadu, India.
Network (Bristol, England)
|March 6, 2024
概括
这项研究引入了5G蜂网络的新多层集群协议,以改善密集的车辆通信中的数据分布. 它使用模糊逻辑和Q学习来增强车辆到一切服务并减少网络拥堵.
科学领域:
- 电信工程 电信工程 电信工程
- 计算机网络 计算机网络
- 人工智能的人工智能
背景情况:
- 第五代 (5G) 网络对于增加数据需求和客户增长至关重要,支持诸如物联网等多种应用.
- 现有的IEEE 802.11p标准在密集的车辆环境中面临限制,包括有限的覆盖范围,拥堵和连接问题,阻碍了有效的数据分配.
- 蜂车到一切 (C-V2X) 通信对于克服现代,密集网络中的带宽限制至关重要.
研究的目的:
- 解决5G中的密集车辆网络中高效数据分布的挑战.
- 为增强C-V2X通信提出一种新的多层多访问边缘集群协议.
- 通过减少车辆拥堵和适应动态网络条件来提高网络性能.
主要方法:
- 实施车辆对车辆 (V2V),车辆对基础设施 (V2I) 和车辆对行人 (V2P) 服务.
- 应用多层多通道边缘聚类来减少车辆缩.
- 利用模糊逻辑和Q学习来实现智能多跳路线选择系统.
主要成果:
- 拟议的集群协议有效地减少了在密集网络场景中的车辆拥堵.
- 整合Q学习允许集群头节点的动态调整,增强适应性.
- 在不同的带宽和车辆密度条件下,可以实现更好的数据分布和网络效率.
结论:
- 开发的协议为5G车载网络中高效的数据分配提供了强大的解决方案.
- 智能路由和自适应集群显著提高网络性能和可靠性.
- 这种方法提高了C-V2X服务的功能,为未来的智能运输系统铺平了道路.
相关概念视频
01:22Multi-input and Multi-variable systems
106
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
106
01:21Cognitive Learning
240
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...
240
01:27Associative Learning
358
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...
358
01:12Observational Learning
171
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...
171
01:18Introduction to Learning
381
Learning is the process of acquiring knowledge or skills through practice or experience, leading to long-lasting behavioral changes. This acquisition occurs through interaction with the environment and requires practice or experience. For instance, mastering a skill such as surfing requires considerable practice and experience, highlighting the essential role of repeated interactions with the environment in learning.
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
381
01:17Ampere-Maxwell's Law: Problem-Solving
629
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
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