Forecasting of commercial energy consumption in India using Artificial Neural Network

被引:7
作者
Jebaraj, S. [1 ]
Iniyan, S. [2 ]
Kota, Hemanth [2 ]
机构
[1] Bharath Inst Sci & Technol, Dept Mech Engn, Chennai 600073, Tamil Nadu, India
[2] Anna Univ, Dept Mech Engn, Chennai 600025, Tamil Nadu, India
关键词
commercial energy sources; Artificial Neural Network; ANN; energy forecasting;
D O I
10.1504/IJGEI.2007.014349
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The forecasting of energy consumption is essential for any country to study the future energy demand and to introduce the necessary government policies. This paper presents the formulation of forecasting models based on the Artificial Neural Network (ANN) for the consumption of conventional energy sources. In India, the total energy consumption for coal, oil, electricity and natural gas would be 1594.84 million tones, 720.69 million tones, 1395754 GWh and 137169.1 million cu. m respectively in the year 2030. The actual consumption data is used to validate the different forecasting models and it is found that the ANN model gives better results in most of the cases.
引用
收藏
页码:276 / 301
页数:26
相关论文
共 37 条
[1]  
AbdelAal RE, 1997, ENERGY, V22, P911, DOI 10.1016/S0360-5442(97)00019-4
[2]   Artificial neural networks as applied to long-term demand forecasting [J].
Al-Saba, T ;
El-Amin, I .
ARTIFICIAL INTELLIGENCE IN ENGINEERING, 1999, 13 (02) :189-197
[3]   Modeling of the appliance, lighting, and space-cooling energy consumptions in the residential sector using neural networks [J].
Aydinalp, M ;
Ugursal, VI ;
Fung, AS .
APPLIED ENERGY, 2002, 71 (02) :87-110
[4]   ANALYSIS OF DEMAND FOR ELECTRICITY IN THE UNITED-STATES [J].
BADRI, MA .
ENERGY, 1992, 17 (07) :725-733
[5]   Modelling electricity demand with representative load curves [J].
Balachandra, P ;
Chandru, V .
ENERGY, 1999, 24 (03) :219-230
[6]  
Chavez SG, 1999, ENERGY, V24, P183, DOI 10.1016/S0360-5442(98)00099-1
[7]   A study of sectoral energy consumption in Hong Kong (1984-97) with special emphasis on the household sector [J].
Chow, LCH .
ENERGY POLICY, 2001, 29 (13) :1099-1110
[8]   BIOMASS YIELD EQUATIONS FOR SHORT-ROTATION BLACK LOCUST PLANTATIONS IN THE CENTRAL GREAT-PLAINS [J].
CONVERSE, TE ;
BETTERS, DR .
BIOMASS & BIOENERGY, 1995, 8 (04) :251-254
[9]   STRAIGHT-LINE CORRELATIONS FOR ANNUAL ENERGY-CONSUMPTION PREDICTIONS [J].
DEEBLE, VC ;
PROBERT, SD .
APPLIED ENERGY, 1986, 25 (01) :23-39
[10]   RESCHEDULING ELECTRICITY DEMANDS IN DOMESTIC BUILDINGS [J].
DEERING, S ;
NEWBOROUGH, M ;
PROBERT, SD .
APPLIED ENERGY, 1993, 44 (01) :1-62