Medium-Load Forecasting Based on Improved GM(1,1) Model

Wei Ding,Qiwang Li, Weicheng Zeng

Proceedings of the 2nd International Conference on Modelling and Simulation, ICMS2009(2009)

引用 0|浏览1
暂无评分
摘要
The traditional grey model has been successfully utilized in the field of forecasting system. However, many results have shown that the model still could be improved. This paper presents an improved grey model (GM) algorithm for the medium-term load forecasting. The traditional GM(1,1) forecasting model has a parameter a which is constant and it is not accurate for medium-term load forecasting. The improved GM(1,1) model utilized genetic algorithm to search the optimum a value. Meanwhile equal dimension new information is applied to modify the traditional GM(1,1). A load forecast example is used to test the traditional GM(1,1) and improved GM(1,1), which shows that the improved GM(1,1) had a better performance.
更多
查看译文
关键词
medium-term load forecasting,GM(1,1),genetic algorithm,equal dimension new information
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要