Forecasting the Water Supply and Utilization in China Using Grey Model

IF 1 4区 工程技术 Q4 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Zheng-xin Wang, K. Hipel, Shawei He
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引用次数: 0

Abstract

Grey Models are employed for simulating and forecasting the overall water supply in China, as well as a range of water uses for agriculture, industry, human consumption and ecological protection. Parameter optimization of a GM(1,1) model is formulated as a combinatorial optimization problem and is solved collectively using LINGO (a software of Operational Research). The annual data from 2001 to 2007 are used for estimating the model parameters. The data for 2008 are also included for the purpose of comparing the forecasted values to the measured observations to demonstrate the model's ability to forecast. Comparison of the simulation and forecasting results of the optimal GM(1,1) model with those of the traditional one demonstrates that the optimal algorithm is a good alternative for parameter optimization of a GM(1,1) model. The optimal GM(1,1) model is used to forecast the annual values of the various time series for the period from 2009 to 2011 based on the data from 2001 to 2008. The modeling results can assist the government in developing future policies regarding water resources management.
基于灰色模型的中国供水与利用预测
采用灰色模型对中国的总供水量以及农业、工业、人类消费和生态保护用水范围进行了模拟和预测。将GM(1,1)模型的参数优化问题表述为一个组合优化问题,并利用LINGO(运筹学软件)进行集合求解。采用2001 ~ 2007年的年度数据对模型参数进行估计。2008年的数据也包括在内,目的是将预测值与实测观测值进行比较,以证明模式的预报能力。将最优GM(1,1)模型的仿真和预测结果与传统GM(1,1)模型的仿真和预测结果进行了比较,结果表明最优算法是GM(1,1)模型参数优化的较好选择。利用最优GM(1,1)模型,以2001 - 2008年的数据为基础,预测了2009 - 2011年各时间序列的年值。建模结果可以帮助政府制定未来的水资源管理政策。
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来源期刊
Journal of Grey System
Journal of Grey System 数学-数学跨学科应用
CiteScore
2.40
自引率
43.80%
发文量
0
审稿时长
1.5 months
期刊介绍: The journal is a forum of the highest professional quality for both scientists and practitioners to exchange ideas and publish new discoveries on a vast array of topics and issues in grey system. It aims to bring forth anything from either innovative to known theories or practical applications in grey system. It provides everyone opportunities to present, criticize, and discuss their findings and ideas with others. A number of areas of particular interest (but not limited) are listed as follows: Grey mathematics- Generator of Grey Sequences- Grey Incidence Analysis Models- Grey Clustering Evaluation Models- Grey Prediction Models- Grey Decision Making Models- Grey Programming Models- Grey Input and Output Models- Grey Control- Grey Game- Practical Applications.
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