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A solution method of the dynamic models with scatter search algorithm | |
Wang, Guifeng1,2; Zuo, Yang2 | |
2014 | |
发表期刊 | Energy Education Science and Technology Part A: Energy Science and Research |
ISSN | 1308772X |
卷号 | 32期号:6页码:5647-5656 |
摘要 | Winter’s Method which is a mathematical statistical forecasting method builds a kind of models in the prediction scheduling. The model of Winter’s Method should generate a lot of solutions. The selection of solutions will impact the accuracy of predicted results. This paper proposes the Scatter Search algorithm to solve the model built by Winter’s Method for the best solution. The forecasting model is as the objective function. The parameters of the smoothing index, the variation of the curve and the season are as the independent variables in the process of the scatter search algorithm. The best solution is obtained by numbers of iterations. The simulations show the best solutions are obtained by using the scatter search algorithm to solve the forecasting model. The best solutions improve the accuracy of the prediction results. © Sila Science. All Rights Reserved. |
关键词 | Algorithms Curve fitting Learning algorithms Scheduling Forecasting modeling Independent variables Objective functions Parametric variation Scatter search Scatter search algorithm Solution methods Statistical forecasting |
收录类别 | EI |
语种 | 英语 |
出版者 | Sila Science, University Mah Mekan Sok, No 24, Trabzon, Turkey |
EI入藏号 | 20152500946396 |
EI主题词 | Forecasting |
EI分类号 | 723 Computer Software, Data Handling and Applications - 912.2 Management - 921.6 Numerical Methods |
来源库 | Compendex |
分类代码 | 723 Computer Software, Data Handling and Applications - 912.2 Management - 921.6 Numerical Methods |
文献类型 | 期刊论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/113325 |
专题 | 电气工程与信息工程学院 |
作者单位 | 1.College of Technology and Engineering, Lanzhou, China; 2.Lanzhou University of Technology, School of Computer Communication, Lanzhou, China |
第一作者单位 | 技术工程学院; 兰州理工大学 |
第一作者的第一单位 | 技术工程学院 |
推荐引用方式 GB/T 7714 | Wang, Guifeng,Zuo, Yang. A solution method of the dynamic models with scatter search algorithm[J]. Energy Education Science and Technology Part A: Energy Science and Research,2014,32(6):5647-5656. |
APA | Wang, Guifeng,&Zuo, Yang.(2014).A solution method of the dynamic models with scatter search algorithm.Energy Education Science and Technology Part A: Energy Science and Research,32(6),5647-5656. |
MLA | Wang, Guifeng,et al."A solution method of the dynamic models with scatter search algorithm".Energy Education Science and Technology Part A: Energy Science and Research 32.6(2014):5647-5656. |
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