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Analyses on Accuracy and Sensitivity of Grey Energy Model

机译:灰色能量模型的准确性和敏感性分析

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The grey theory carries out the system analysis and prediction on the basis of the accumulated data of original series. The accumulated generating operation (AGO) is one of the most important characteristics of grey theory. Its main purpose is to reduce the randomness of original data. Therefore, the grey theory is more suitable for analysis and prediction of the system whose regularity of the original series is poor and/or whose original information are lacking. The improved grey model by the equal-dimensional replenishment and residual modification with Markov-chain sign estimation further improve the accuracy of grey model. In this paper, we first simply introduce the mechanism of grey model and grey analysis and prediction model on China's energy system, then discuss the accuracy and variable sensitivity of this model. The results show that grey energy model has a higher simulating and forecasting accuracies. Along with GDP growth, the final energy consumption in China shows three stages: rapid growth stage, slow growth stage and slow declining stage. The sustaining period per stage is closely related with GDP growth rate. The longer the used original series is, the larger the future energy consumption is. The results of sensitivity analyses show that grey energy model is stable for GDP and the length of original series.
机译:灰色理论基于原始序列的累积数据进行系统分析和预测。累积发电操作(AGO)是灰色理论的最重要特征之一。其主要目的是减少原始数据的随机性。因此,灰色理论更适合分析和预测原始序列的规律性较差和/或缺乏原始信息的系统。通过等维补余和残差修正和马尔可夫链符号估计改进的灰色模型,进一步提高了灰色模型的准确性。本文首先简单介绍了中国能源系统的灰色模型机理,灰色分析预测模型,然后讨论了该模型的准确性和可变敏感性。结果表明,灰色能量模型具有较高的模拟和预测精度。随着GDP的增长,中国的最终能源消耗呈现出三个阶段:快速增长阶段,缓慢增长阶段和缓慢下降阶段。每个阶段的维持期与GDP增长率密切相关。原始系列使用的时间越长,未来的能源消耗就越大。敏感性分析的结果表明,灰色能源模型对于GDP和原始序列的长度是稳定的。

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