Coal production forecast and low carbon policies in China

被引:57
作者
Wang, Jianzhou [1 ]
Dong, Yao [1 ]
Wu, Jie [1 ]
Mu, Ren [1 ]
Jiang, He [1 ]
机构
[1] Lanzhou Univ, Sch Math & Stat, Lanzhou 730000, Peoples R China
关键词
Grey theory; Coal production; Carbon emissions reductions; GREY; MODEL;
D O I
10.1016/j.enpol.2011.06.058
中图分类号
F [经济];
学科分类号
02 ;
摘要
With rapid economic growth and industrial expansion, China consumes more coal than any other nation. Therefore, it is particularly crucial to forecast China's coal production to help managers make strategic decisions concerning China's policies intended to reduce carbon emissions and concerning the country's future needs for domestic and imported coal. Such decisions, which must consider results from forecasts, will have important national and international effects. This article proposes three improved forecasting models based on grey systems theory: the Discrete Grey Model (DGM), the Rolling DGM (RDGM), and the p value RDGM. We use the statistical data of coal production in China from 1949 to 2005 to validate the effectiveness of these improved models to forecast the data from 2006 to 2010. The performance of the models demonstrates that the p value RDGM has the best forecasting behaviour over this historical time period. Furthermore, this paper forecasts coal production from 2011 to 2015 and suggests some policies for reducing carbon and other emissions that accompany the rise in forecasted coal production. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5970 / 5979
页数:10
相关论文
共 14 条
[1]   Historical trends in American coal production and a possible future outlook [J].
Hook, Mikael ;
Aleklett, Kjell .
INTERNATIONAL JOURNAL OF COAL GEOLOGY, 2009, 78 (03) :201-216
[2]   Applications of improved grey prediction model for power demand forecasting [J].
Hsu, CC ;
Chen, CY .
ENERGY CONVERSION AND MANAGEMENT, 2003, 44 (14) :2241-2249
[3]  
Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
[4]  
Li Y.J., 2005, P IEEE INT C MECH AU
[5]   Estimating coal production peak and trends of coal imports in China [J].
Lin, Bo-qiang ;
Liu, Jiang-hua .
ENERGY POLICY, 2010, 38 (01) :512-519
[6]  
Lin Y.H., 2007, AUTOMATION CONSTRUCT
[7]  
Liu S., 2006, GREY INFORM THEORY P
[8]   ACCURACY OF FORECASTING - EMPIRICAL-INVESTIGATION [J].
MAKRIDAKIS, S ;
HIBON, M .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1979, 142 :97-145
[9]  
MAKRIDAKIS S, 1984, ACCURACY MAJOR FOREC
[10]  
Shen B.H., 2010, CHINA ENERGY, V2