基于能源意识的自主调度机制,用于改善无服务器IoT边缘资源分配
Mohsen Ghorbian1, Mostafa Ghobaei-Arani2, Leila Esmaeili1
1Department of Computer Engineering, Qo.C., Islamic Azad University, Qom, Iran.
Scientific reports
|July 7, 2025
概括
本研究介绍了无服务器计算的自主能源意识调度器,优化了物联网边缘设备的资源配置. 新的机制将能耗降低1.66%,并将网络正常运行时间提高8.6%.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 网络工程 网络工程
背景情况:
- 无服务器计算需要在网络边缘对物联网 (IoT) 设备进行高效的资源配置.
- 活跃节点的实时能源状态对于有效的资源分配至关重要,但由于直接依赖请求响应能力,因此具有复杂性.
- 优化资源分配和访问时间需要根据预期的能源水平进行预测性预先调度器选择.
研究的目的:
- 为无服务器计算系统引入自主节能调度器.
- 通过增加活跃节点的能源减耗时间来提高系统正常运行时间.
- 优化资源配置,提高物联网边缘网络中的能源效率.
主要方法:
- 开发了一个基于活跃节点的能量状态的自主能源意识调度器.
- 实施了一种机制,以改善系统正常运行时间,并延长活跃节点的能源减耗期.
- 使用指数式,波桑式和指数式-波桑式负载分布模式评估方法.
主要成果:
- 实现了平均1.66%的能源消耗减少,防止能源浪费.
- 与现有方法相比,提高了8.6%的网络正常运行时间.
- 在所有经过测试的场景中证明了保持性能连续性并确保了故障阻力.
结论:
- 拟议的自主能源意识调度器有效优化了无服务器计算中的能源消耗.
- 这种方法显著提高了物联网边缘设备无服务器系统的弹性和稳定性.
- 该机制成功地平衡了资源分配与能源效率和系统可用性.
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