Identification of Chaotic Characteristics of Rural Energy Consumption in China Based on GA and Neural Network

Abstract:

This paper pointed out that the time series of rural energy consumption in China had a chaotic process, the maximum of range forecasting was 7.8 years, and then built a chaos-neural network forecasting model of China's rural energy consumption, the result showed that the total rural energy consumption would reach 1276.3307 million tones standard coal equivalent in 2010. Finally, some advices were proposed to the development of rural energy.

• Periodical: Advanced Materials Research (Volumes 108-111)
• Pages: 1278-1282
• DOI: https://doi.org/10.4028/www.scientific.net/AMR.108-111.1278
• Online since: May 2010
• Authors: Sheng Cheng, Biao Chen, Lei Chen
• Keywords: Chaotic Characteristic, Genetic Algorithm (GA), Neural Network (NN), Rural Energy Consumption

References

[1] Peter Catania: China's rural energy system and management, Applied Energy Vol. 64 (1999), pp.229-240.

[2] W. Wolde-Ghiorgis: Renewable energy for rural development in EthioPia: the ease for new Energy Policies and institutional reform, Energy policy Vol. 11 (2002), pp.1095-1105.

DOI: 10.1016/s0301-4215(02)00061-7

[3] Frederick N. Onyango, Reecab M. oehieng: The Potential of solar chimney for application In rural areas of developing countries, Fuel Vol. 17 (2006), pp.2561-566.

DOI: 10.1016/j.fuel.2006.04.029

[4] G. Berndes, M. Hoogwijk, R. Broek: The contribution of biomass in the future global energy supply, Biomass and Bio-energy Vol. l (2003), p. l-28.

DOI: 10.1016/s0961-9534(02)00185-x

[5] G.R. Melvin: Carbon sequestration and biomass energy offset: theoretical, Potential and achievable capacities globally, in Europe and the UK, Biomass and Bio-energy Vol. 2 (2003), pp.97-116.

DOI: 10.1016/s0961-9534(02)00103-4

[6] Liu Gang, Sheng Lei: Quantitative appraisal of Biomass Energy and its geographical Distribution in China, Journal of Natural Resources Vol. 22 (2007), pp.9-19.

[7] Li Junfeng, Hu Runqing, Song Yanqin: Assessment of sustainable energy Potential of Non-plantation biomass resources in China, Biomass and Bio-energy Vol. 29(2005), pp.167-177.

DOI: 10.1016/j.biombioe.2005.03.006

[8] Liao CuiPing, Yan yongjie, Wu Chuangzhi, Huang Haitao: Study on the distribution and Quantity of biomass residues resource in China, Biomass and Bio-energy Vol. 27(2004), pp.111-117.

DOI: 10.1016/j.biombioe.2003.10.009

[9] X.H. Wang, ZM. Feng: On household energy consumption for rural development: a study On Yangzhong County of China, Energy Vol. 24, (1999), pp.493-500.

DOI: 10.1016/s0360-5442(99)00006-7

[10] Wang Xiaohua, Feng zhengmin: Retrospection and expectation on energy consumptions of rural households in China, Transactions of the Chinese Society of Agricultural Machinery Vol. 33, (2002), pp.125-129.

[11] D. Bames, W. Floor: Biomass energy and the Poor in the developing countries, Journal of International Affairs Vol. 53(1999), pp.237-259.

[12] Edwards RD, Smith KR, Zhang JF, Ma YQ. Implications of changes in household stoves and fuel use in China, Energy Policy Vol. 32(2004), pp.395-411.

DOI: 10.1016/s0301-4215(02)00309-9

[13] J.J. Hain, G.W. Ault, S. JGalloway, etal: Additional renewable energy growth through Small-scale community orientated energy policies, Energy policy Vol. 33 (2005), pp.1199-1211.

DOI: 10.1016/j.enpol.2003.11.017

[14] Tian YS, Analysis on energy supply to construct new socialist countryside of China, China Energy Vol. 28(2006), pp.13-5.

[15] Sadrul Islam AKM, Islam M, Rahman T, Effective renewable energy activities in Bangladesh, Renew Energy Vol. 31(2006), pp.677-88.

DOI: 10.1016/j.renene.2005.08.004