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Method for forecasting next-day market clearing prices based on BP neural network | |
Zhang, Ming-Guang; Li, Yan | |
2009-03-01 | |
发表期刊 | Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control |
ISSN | 16743415 |
卷号 | 37期号:5页码:18-21 |
摘要 | Forecasting the market clearing price (MCP) is the most essential task and the basis for any decision-making. The paper is to use the the historical load and price to forecast the future price. The structure of the neural network is a three-layer back-propagation (BP)network. The MCP was considered as a multi-input and single-output system. Every hour in one day is divided 5 types according to input's influence, Then, it establishes model and forecasts using BP network. The historical loads and prices of 2002 in next-day America New England energy market are used for training and forecasting. Results show that the proposed method is effective. |
关键词 | Backpropagation Costs Decision making Forecasting Power markets Backpropagation network BP artificial neural network BP neural networks Electric power markets Market Clearing Price Market clearing prices Modeling and forecast Single-output systems |
收录类别 | EI |
语种 | 中文 |
出版者 | Power System Protection and Control Press |
EI入藏号 | 20092812177686 |
EI主题词 | Multilayer neural networks |
EI分类号 | 723.4 Artificial Intelligence - 911 Cost and Value Engineering ; Industrial Economics - 912.2 Management |
来源库 | Compendex |
分类代码 | 723.4 Artificial Intelligence - 911 Cost and Value Engineering; Industrial Economics - 912.2 Management |
文献类型 | 期刊论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/111615 |
专题 | 电气工程与信息工程学院 经济管理学院 |
作者单位 | College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, China |
第一作者单位 | 兰州理工大学 |
第一作者的第一单位 | 兰州理工大学 |
推荐引用方式 GB/T 7714 | Zhang, Ming-Guang,Li, Yan. Method for forecasting next-day market clearing prices based on BP neural network[J]. Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control,2009,37(5):18-21. |
APA | Zhang, Ming-Guang,&Li, Yan.(2009).Method for forecasting next-day market clearing prices based on BP neural network.Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control,37(5),18-21. |
MLA | Zhang, Ming-Guang,et al."Method for forecasting next-day market clearing prices based on BP neural network".Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control 37.5(2009):18-21. |
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