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Fractal behavior of traffic volume on urban expressway through adaptive fractal analysis

机译:基于自适应分形分析的城市高速公路交通量分形行为

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摘要

In this paper, we investigate the fractal behavior of traffic volume in urban expressway based on a newly developed adaptive fractal analysis (AFA), which has a number of advantages over traditional method of detrended fluctuation analysis (DFA). Before fractal analysis, autocorrelation function was first adopted on traffic volume data and the long-range correlation behavior was found to be existed in both on-ramp and off-ramp situations. Then AFA as well as DFA was applied to further examine the fractal behavior. The results showed that the multifractality and the long-range anti-persistent behavior existed on both on-ramp and off-ramp. Additionally, multifractal analysis on weekdays and weekends are performed respectively and the results show that the degree of multifractality on weekdays is higher than that on weekends, implying that long-range correlation behaviors were more obvious on weekdays. Finally, the source of multifractality is examined with randomly shuffled and the surrogated series. Long-range correlation behaviors are identified in both on-ramp and off-ramp situations and fat-tail distributions were found to make little in the contributions of multifractality. (C) 2015 Elsevier B.V. All rights reserved.
机译:在本文中,我们基于新开发的自适应分形分析(AFA),研究了城市高速公路交通量的分形行为,该分形行为比传统的去趋势波动分析(DFA)方法具有许多优势。在分形分析之前,首先对交通量数据采用自相关函数,发现在匝道和非匝道情况下均存在远距离相关行为。然后使用AFA和DFA进一步检查分形行为。结果表明,在入口和出口处都存在多重分形性和远距离的持久性。另外,分别在工作日和周末进行了多重分形分析,结果表明,工作日的多重分形程度高于周末,这表明工作日的远距离相关行为更为明显。最后,用随机洗牌和替代系列检查多重分形的来源。在匝道和非匝道情况下均能确定远距离的相关行为,而发尾分布对多重分形的贡献几乎没有。 (C)2015 Elsevier B.V.保留所有权利。

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