使用混合Q学习蜂蜜鱼算法 (QL-HBA) 为物联网网络的节能组优先级MAC协议
Ilayaraja Venkatachalam1, Sirajudeen Ameer John2, Jagadeesan Srinivasan3
1Department of IOT, School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India. ilayaraja.v@vit.ac.in.
Scientific reports
|December 29, 2024
概括
本研究介绍了物联网 (IoT) 网络的能效和组优先MAC (EEGP-MAC) 协议,显著减少延迟和能源消耗,同时提高吞吐量.
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:
- 选择适当的MAC层协议对于优化基于应用程序特定服务特征的物联网 (IoT) 网络性能至关重要.
- 现有的协议可能无法充分解决物联网应用程序的多样化要求,导致延迟,能源消耗和吞吐量效率低下.
研究的目的:
- 为物联网网络设计了一种新的能源效率和集团优先级MAC (EEGP-MAC) 协议.
- 通过使用混合智能算法优化MAC协议选择来提高网络效率.
主要方法:
- EEGP-MAC协议使用混合Q学习蜂蜜子算法 (QL-HBA) 进行智能MAC协议选择.
- 网络设备由PAN协调员根据位置,能源和流量类型进行分组,并使用组合指标分配优先级.
- QL-HBA算法优化了群体内的争议节点选择,考虑了邻居数和流量负载等因素.
主要成果:
- 在NS3中的模拟表明,EEGP-MAC与QL-DGMAC协议相比实现了11%的较少延迟.
- 拟议的协议显示,能源消耗减少了16%.
- 在各种网络大小的网络中,EEGP-MAC可使吞吐量增加10%.
结论:
- 通过智能地管理MAC层操作,EEGP-MAC协议有效地提高了物联网网络性能.
- 整合QL-HBA提供了一个强大的机制来优化组优先级和资源配置.
- 对现有协议来说,EEGP-MAC是一个显著的改进,使其适合于各种物联网应用.
相关概念视频
01:14Mechanical Efficiency of Real Machines
The mechanical efficiency of a machine is a fundamental concept that describes how effectively a machine can convert input work into output work. According to this concept, the efficiency of a machine is equal to the ratio of the output work to the input work. An ideal machine, meaning a machine that has no energy losses, has an efficiency of one. This implies that the input work and the output work are equal.
However, in reality, no machine can be truly ideal, and all of them experience some...
However, in reality, no machine can be truly ideal, and all of them experience some...
01:22Machines: Problem Solving I
A toggle clamp is a mechanical device commonly used for holding and clamping objects in various applications, such as woodworking, metalworking, and assembly operations. Consider a toggle clamp subjected to a force of 200 N at the handle. The vertical clamping force can be calculated, provided the dimensions of the toggle clamp are known.
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
01:30Machines: Problem Solving II
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.