Forecast of power generation for grid-connected photovoltaic system based on grey model and Markov chain

被引:42
作者
Li Ying-zi [1 ]
Luan Ru [1 ]
Niu Jin-cang [2 ]
机构
[1] Beijing Univ Civil Engn & Architecture, Coll Elect & Informat Engn, 1 Zhanlan Rd,XiCheng Dist, Beijing 100044, Peoples R China
[2] Beijing Elect Power Corp, B-100031 Beijing, Peoples R China
来源
ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3 | 2008年
关键词
D O I
10.1109/ICIEA.2008.4582816
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With grid-connected photovoltaic system increasing, distributed generations will influence the power quality. The forecast of distributed generations (e.g. grid-connected photovoltaic system) will be helpful to the planning, operations and management of distributed system. Basing on the Grey forecast GM (1, 1) model and the stochastic processes Markov model, the deviation results of grey GM 0, 1) model was used as the deviation transfer probability matrix of Markov model forecast. In order to increase the forecast reliability, the calculation result of GM 0, 1) model was modified and limited in a forecast range which consisted of the interval and probability. The application results of grey-Markov model have greatly enhanced the accuracy of forecasts and reflected the trend of the solar photovoltaic generations when the forecast results was expressed as the forecast range instead of a value.
引用
收藏
页码:1729 / +
页数:2
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