环境不确定性下考虑准时到达概率的船舶航路优化

Byunghyun Yoo, Jinwhan Kim
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引用次数: 4

摘要

随着有关环境污染和全球变暖的商业船舶国际规定的加强,世界范围内减少船舶燃料消耗的努力正在增加;这与环境污染物和温室气体的排放直接相关。减少船舶燃油消耗的一种常用方法是寻找消耗较少燃料的船舶航线。在现有的许多船舶航线优化研究中,期望的船舶航线是使用单一目标优化算法(如a *)来计算的,以最小化路径长度,旅行时间或燃料消耗。然而,即使在天气不确定的情况下,在不晚于港口指定时段到达目的地实际上更为重要。本研究采用多目标优化算法计算具有油耗和期望到达时间两个目标函数的Pareto集。然后,利用Pareto集估计到达时间的不确定性和船舶在指定时间内到达的概率。最后,在最小化燃料消耗的同时,更确定了按时到达港口的路线。为了验证所提方法的有效性,进行了一组仿真,并对仿真结果进行了讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ship Route Optimization Considering On-Time Arrival Probability Under Environmental Uncertainty
As international regulations for commercial ships regarding environmental pollution and global warming are being reinforced, worldwide efforts are growing to reduce the fuel consumption of ships; this is directly related to the emissions of environmental pollutants and greenhouse gases. A common method to reduce the fuel consumption of ships is to find a ship route that consumes less fuel. In many existing ship route optimization studies, the desired ship routes are calculated using a single objective optimization algorithm such as A * to minimize the path length, travel time, or fuel consumption. However, it is practically more important to reach the destination no later than the alloted time slot at a port even under weather uncertainties. In this study, a multi-objective optimization algorithm is employed to calculate the Pareto set with two objective functions: the fuel consumption and the expected time of arrival. Subsequently, using the Pareto set, the uncertainty of the arrival time and the probability that the ship will arrive within the specified time are estimated. Finally, the route to reach the port on time is determined with more certainty while minimizing fuel consumption. In order to verify the validity of the proposed method, a set of simulations were performed, and their results are discussed.
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