基于人工智能的负荷预测算法在配电自动化系统中的应用研究
Application Research of Load Forecasting Algorithm Based on Artificial Intelligence in Distribution Automation System
贾志远1
作者信息
- 1. 国网山东省电力公司临沂供电公司,山东临沂 276000
- 折叠
摘要
文章研究了配电自动化系统中基于人工智能的负荷预测算法的应用.通过介绍配电自动化系统的组成,详细分析算法选择、数据预处理、特征工程、模型构建和训练等,提出一套高效的负荷预测解决方案.通过实验设计和性能评估,验证了算法在预测精度和运算效率方面的优势,为配电自动化系统的优化运行和智能电网的发展提供理论支撑.
Abstract
This paper studies the application of load forecasting algorithm based on artificial intelligence in distribution automation system.This paper introduces the composition of distribution automation system,and analyzes algorithm selection,data preprocessing,feature engineering,model construction and training in detail,and puts forward a set of efficient load forecasting solutions.Through experimental design and performance evaluation,the advantages of the algorithm in prediction accuracy and operation efficiency are verified,which provides theoretical support for the optimal operation of distribution automation system and the development of smart grid.
关键词
配电自动化系统/人工智能/负荷预测Key words
distribution automation system/artificial intelligence/load forecasting引用本文复制引用
出版年
2024
NETL
NSTL
万方数据