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Short-term forecast of container throughout: An ARIMA-intervention model for the port of Antwerp

机译:整个集装箱的短期预测:安特卫普港的ARIMA干预模型

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摘要

Short-term forecasts of container throughput are essential for planning both port operations and hinterland activities. However, the volatility and uncertainty in global economic activity and, consequently, in seaborne trade introduce complexity in modelling and forecasting container throughput at the port level. In this article, different univariate time series approaches were applied; the autoregressive integrated moving average (ARIMA) model, namely the ARIMA-intervention model, and the ARIMAX model with leading economic indicator. The advantage of the methodology applied is two-fold; (i) it provides insight about the data generating process post-2008 financial crisis and (ii) it identifies the relationship between economic activity and container throughput. Monthly data for the total container throughput at the port of Antwerp was used for the period January 1995-March 2015. On the basis of the empirical analysis and the assessment of the forecasting performance, the EU industrial confidence indicator turned out to lead the container throughput for 2 months. In addition, the incorporation of the structural break of October 2008 showed that, given the conditions, container throughput was persistent to return to the pre-crisis level.
机译:集装箱吞吐量的短期预测对于规划港口运营和腹地活动至关重要。但是,全球经济活动的波动性和不确定性以及随之而来的海运贸易的波动性和不确定性在港口级别的集装箱吞吐量的建模和预测中带来了复杂性。在本文中,应用了不同的单变量时间序列方法。自回归综合移动平均值(ARIMA)模型,即ARIMA干预模型和具有领先经济指标的ARIMAX模型。所采用方法的优点是双重的。 (i)提供有关2008年金融危机后数据生成过程的见解;(ii)识别经济活动与集装箱吞吐量之间的关系。使用1995年1月至2015年3月期间安特卫普港集装箱总吞吐量的月度数据。基于实证分析和对预测绩效的评估,欧盟工业信心指标居于领先地位2个月。此外,2008年10月结构性破坏的纳入表明,在这种情况下,集装箱的吞吐量将持续恢复到危机前的水平。

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