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Factors Affecting Ocean-Going Cargo Ship Speed and Arrival Time

机译:影响远洋货船速度和到达时间的因素

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Due to the high density of ocean traffic and the influence of marine weather on the route planning of vessels, as well as berth allocation in harbors, it is important to be able to predict arrival times as precise as possible. This paper shows the influence of marine weather on ship speed by analyzing publicly available ship traffic and weather data from different sources. A linear regression model is created to explain recorded ship speed in terms of certain ship properties and marine weather. The model has an adjusted R~2 value of 83.98% with a significant correlation of many weather related data such as wind direction (0.211), significant wave height (0.195), peak wave period (0.133), as well as ship-related data including ship type, dead weight tonnage, and gross register tonnage. Given the variables in the model the speed of the ship could be estimated fairly well. These variables along with other factors are tested regarding their usefulness for the prediction of arrival times.
机译:由于海洋交通的高密度和海洋天气对船只路线规划的影响以及港口的泊位分配,因此重要的是要能够尽可能准确地预测到达时间。本文通过分析公开来源的船舶交通和不同来源的天气数据,显示了海洋天气对船速的影响。创建线性回归模型以根据某些船舶属性和海洋天气来解释记录的船舶速度。该模型的调整后R〜2值为83.98%,与许多与天气相关的数据(例如风向(0.211),重要波高(0.195),高峰波周期(0.133))以及与船舶相关的数据具有显着相关性包括船型,载重吨位和总登记吨位。给定模型中的变量,可以很好地估计船速。对这些变量以及其他因素进行了测试,以预测到达时间。

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