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Forecasting annual electricity consumption in China by employing a conformable fractional grey model in opposite direction

机译:通过在相反方向上采用适系的分数灰色模型预测中国的年电力消费

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摘要

Electric power makes a significant contribution to economic development. Predicting annual electricity consumption is becoming increasingly crucial for electric power utility planning and economic development. To address this problem, a novel conformable fractional grey model in opposite direction is presented to predict annual electricity consumption in China. Firstly, the computational formulas for the novel model are deduced by grey modelling method and the effectiveness of the novel model is proved by matrix perturbation theory. Secondly, the optimal parameters are determined by quantum inspired evolutionary algorithm. Thirdly, two empirical examples are taken to validate the prediction accuracy of the novel model. Finally, the proposed model is applied to predict electricity consumption of Beijing, Fujian and Shandong. The results show that the novel model is superior to other six competitive models. Besides, electricity consumption of these regions in next five years are predicted, which can well serve a benchmark research and provide a relatively reliable reference for economic and electric sectors.
机译:电力对经济发展做出了重大贡献。预测年电力消耗对电力公用事业规划和经济发展越来越重要。为了解决这个问题,提出了一种新的相反方向的新型分数灰色模型,以预测中国的每年电力消耗。首先,通过灰色建模方法推断出新型模型的计算公式,并通过矩阵扰动理论证明了新型模型的有效性。其次,最佳参数由量子启动的进化算法确定。第三,采用两个经验示例来验证新型模型的预测准确性。最后,拟议的模型适用于预测北京,福建和山东的电力消耗。结果表明,新型模型优于其他六种竞争模型。此外,预计未来五年内这些地区的电力消耗,可以为基准研究提供基准研究,并为经济和电动部门提供相对可靠的参考。

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