加权组合模型在城市用水量预测中的应用  被引量:12

Application of Weighted Composition Model in Urban Water Consumption Forecasting

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作  者:王圃[1] 陈荣艳[1] 孙晓楠[2] 魏旭升 

机构地区:[1]重庆大学三峡库区生态环境教育部重点实验室,重庆400045 [2]重庆大学数理学院,重庆400045 [3]遂宁市明星自来水公司,四川遂宁629200

出  处:《应用基础与工程科学学报》2010年第3期428-434,共7页Journal of Basic Science and Engineering

基  金:建设部科技项目(2001-45);重庆市科技项目(2006AB7020);国家科技支撑计划(2006BAJ08B08)

摘  要:鉴于传统灰色模型在建模中存在固有偏差的问题,本文采用无偏灰色GM(1,1)预测模型.在无偏灰色预测模型表达式的基础上,又提出了非线性的预测模型,并将其用于城市的用水量预测上.考虑到单一预测模型在预测过程中存在的不足,用最优加权组合模型对无偏灰色GM(1,1)模型和非线性模型进行组合,并将加权组合模型首次用于遂宁市的城市用水量预测.预测结果表明,组合模型的预测精度优于单一的预测模型,预测结果与城市的实际用水量拟合较好,该方法可推广到其它类似城市的用水量预测中.In view of the inherent deviation existing in the traditional grey model during modeling,this article used unbiased grey GM(1,1) forecasting model.Based on the expression of the unbiased grey forecasting model,the nonlinear forecasting model was put forward and applied for forecasting urban water consumption.Considering the deficiency of the single forecasting model in the course of forecast,the unbiased grey GM(1,1) forecasting model was combined with nonlinear model by weighted composition mode,which was firstly applied for forecasting urban water consumption of Suining city,Sichuan province.The prediction results indicated that the combination model was superior than the single model in predictive precision and the results show that this method provides a better fit to the real urban water consumption,which can be popularized to the water consumption prediction of other similar cities.

关 键 词:加权组合模型 无偏灰色模型 非线性模型 二次规划 

分 类 号:TU991.36[建筑科学—市政工程]

 

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