改进了多策略秘书鸟优化,用于在雾云计算中高效的物联网任务调度.
1Department of Electronics and Communication Engineering, Sri Sai Ram Institute of Technology, Chennai, 600044, Tamil Nadu, India. ksangeethaece@gmail.com.
Scientific reports
|December 2, 2025
概括
本研究介绍了一种使用强化学习 (IMSESBOA+RL) 进行物联网 (IoT) 任务调度的改进多策略增强的秘书鸟优化算法. 这种新的方法显著减少了任务执行时间,并在雾云环境中提高了服务质量 (QoS).
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 分布式计算 (Distributed Computing) 是一种分布式计算.
背景情况:
- 云计算为物联网提供了可扩展性,但对于实时应用程序而言,云计算在延迟和带宽方面存在困难.
- 雾计算通过将服务扩展到边缘设备,在本地处理轻量级任务来补充云.
- 限制的雾节点功能需要在雾和云之间有效的任务调度.
研究的目的:
- 介绍一个改进的多策略增强的Secretary Bird优化算法,使用强化学习 (IMSESBOA+RL) 进行物联网任务安排.
- 为了减少数据处理时间和提高服务质量 (QoS) 在雾云计算环境中.
- 尽量减少延迟和能源成本,同时最大限度地利用资源.
主要方法:
- 开发了IMSESBOA+RL,这是可扩展物联网任务的高效调度模型.
- 采用基于Secretary Bird优化算法 (SBOA) 的多目标方法来实现平衡的勘探和开发.
- 综合强化学习 (RL) 用于动态适应新的工作负载和最佳策略学习.
主要成果:
- 采用IMSESBOA+RL的方法,使得面板减少了19.42%.
- 与基线方法相比,执行时间减少了18.32%.
- 该算法有效地管理了来自物联网应用程序的各种可扩展任务.
结论:
- 拟议的IMSESBOA+RL机制提高了雾云系统中的物联网任务调度效率.
- 在 makespan 和执行时间的显著改进验证了算法的有效性.
- 集成SBOA和RL为延迟敏感的物联网应用提供了强大的解决方案.
相关概念视频
Optimal Foraging
13.5K
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.
13.5K
Short-distance Transport of Resources
17.4K
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.
17.4K
Production Efficiency
18.1K
Net production efficiency (NPE) is the efficiency at which organisms assimilate energy into biomass for the next trophic level. Due to low metabolic rates and less energy spent on thermoregulatory processes, the NPE of ectotherms (cold-blooded animals) is 10 times higher than endotherms (warm-blooded animals).
18.1K
Parallel Processing
605
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
605
Distributed Loads: Problem Solving
1.1K
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...
1.1K
Machines: Problem Solving II
626
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.
626
