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题名Intelligent swarm firefly algorithm for the prediction of China's national electricity consumption
作者
发表日期2019
发表期刊International Journal of Bio-Inspired Computation
ISSN/eISSN1758-0366
卷号13期号:2页码:111-118
摘要

China's energy consumption is the world's largest and is still rising, leading to concerns of energy shortage and environmental issues. It is, therefore, necessary to estimate the energy demand and to examine the dynamic nature of the electricity consumption. In this paper, we develop a nonlinear model of energy consumption and utilise a computational intelligence approach, specifically a swarm firefly algorithm with a variable population, to examine China's electricity consumption with historical statistical data from 1980 to 2012. Prediction based on these data using the model and the examination is verified with a bivariate sensitivity analysis, a bias analysis and a forecasting exercise, which all suggest that the national macroeconomic performance, the electricity price, the electricity consumption efficiency and the economic structure are four critical factors determining national electricity consumption. Actuate prediction of the consumption is important as it has explicit policy implications on the electricity sector development and planning for power plants. © Copyright 2019 Inderscience Enterprises Ltd.

关键词Energy consumption Nonlinear modelling Parameters determination Swarm firefly algorithm
DOI10.1504/IJBIC.2019.098407
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收录类别SCIE ; SSCI
语种英语English
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000461965600004
引用统计
被引频次:9[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/5602
专题个人在本单位外知识产出
通讯作者Chen, Yi
作者单位
1.Sino-U.S. College, Beijing Institute of Technology (Zhuhai), Zhuhai, 519088, China
2.School of Computer Science and Network Security, Dongguan University of Technology, Dongguan, 523808, China
3.School of Computer Science and Electronic Engineering, University of Essex, Colchester, CO4 3SQ, United Kingdom
4.Kent Business School, University of Kent, Canterbury, Kent, CT2 7PE, United Kingdom
推荐引用方式
GB/T 7714
Zhang, Guangfeng,Chen, Yi,Li, Yunet al. Intelligent swarm firefly algorithm for the prediction of China's national electricity consumption[J]. International Journal of Bio-Inspired Computation, 2019, 13(2): 111-118.
APA Zhang, Guangfeng, Chen, Yi, Li, Yun, Yu, Hongnian, Hu, Huosheng, & Wu, Shaomin. (2019). Intelligent swarm firefly algorithm for the prediction of China's national electricity consumption. International Journal of Bio-Inspired Computation, 13(2), 111-118.
MLA Zhang, Guangfeng,et al."Intelligent swarm firefly algorithm for the prediction of China's national electricity consumption". International Journal of Bio-Inspired Computation 13.2(2019): 111-118.
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