物联网架构下的分布式光伏电力调度系统
Distributed Photovoltaic Power Dispatching System Under the Internet of Things Architecture
孟攀雷1
作者信息
- 1. 中国石油塔里木油田公司,新疆 库尔勒 841000
- 折叠
摘要
针对分布式光伏发电的间歇性与随机性问题,提出了一种基于物联网架构的智能电力调度系统.该系统通过传感器实时采集数据,结合边缘计算和改进的LSTM模型进行发电量预测,并采用MPC优化策略进行电力调度,此外,引入区块链技术和Stackelberg博弈理论,优化能源交易与负载管理.实验结果表明,该系统有效提升了光伏发电的预测准确性与调度效率,增强了能源本地消纳能力,有助于实现清洁能源的大规模应用.
Abstract
This study proposes an intelligent power dispatch system based on the Internet of Things architecture to ad-dress the intermittency and randomness issues of distributed photovoltaic power generation.The system collects data in real time through sensors,combines edge computing and improved LSTM model to predict power generation,and uses MPC optimization strategy for power dispatching.In addition,blockchain technology and Stackelberg game theory are in-troduced to optimize energy trading and load management.The experimental results show that the system effectively im-proves the prediction accuracy and scheduling efficiency of photovoltaic power generation,enhances the local energy con-sumption capacity,and contributes to the large-scale application of clean energy.
关键词
分布式光伏发电/物联网/电力调度Key words
distributed photovoltaic power generation/Internet of Things/power dispatching引用本文复制引用
出版年
2024
NETL
NSTL
万方数据