基于边缘计算的用户端能源管理实时监控和优化方法
Jisheng Huang1, Shanshan Zhou1, Guangming Li1
1Lincang Power Supply Bureau, Yunnan Power Grid Co., Ltd., Lincang, 677000, Yunnan, China.
Scientific reports
|July 10, 2025
概括
边缘计算增强了用户端的能源管理系统,用于实时监控和优化. 这一框架提高了能源效率,降低了成本,并增加了可再生能源的使用.
科学领域:
- 能源系统工程 能源系统工程
- 计算机工程 计算机工程
- 人工智能的人工智能
背景情况:
- 传统的集中式能源管理系统在实时数据处理和优化方面面临着挑战.
- 需要分散的方法来解决用户侧能源管理日益复杂的问题.
研究的目的:
- 提出一个全面的框架,用于实时监控和优化使用边缘计算的用户端能源管理系统.
- 通过将计算更接近终端设备来解决集中式系统的局限性.
主要方法:
- 开发了一个基于边缘计算的系统架构,用于数据采集和处理.
- 实施实时监控能源消耗和电力质量.
- 应用需求响应和分布式能源资源协调的优化技术.
主要成果:
- 与集中式方法相比,在能源效率,响应时间和成本降低方面取得了显著的改进.
- 在使用可再生能源方面实现了高达30%的增长.
- 报告说,在各种部署场景中,运营成本减少了25%.
结论:
- 拟议的边缘计算框架为下一代能源管理系统提供了可行的解决方案.
- 边缘计算可以实现更高效和更具成本效益的能源管理.
- 需要进一步的研究来解决剩余的挑战,并探索未来的方向.
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