基于多重隐马尔可夫模型的渡口行为合理性预测

Tingting Cheng, Qing Wu, Bing Wu, M. Zhang
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引用次数: 0

摘要

长江轮渡渡道是长江轮渡的典型场景,这增加了轮渡和在航道中航行的船舶的航行风险。从交叉行为的角度出发,提出了一种基于隐马尔可夫模型(HMM)的预测方法来分析交叉的动态过程。通过分析客轮船长和轮渡船长的专业知识,建立了观测因子。利用统计数据,提出了安全交叉与不安全交叉之间的状态转移矩阵,以及隐藏状态与观测值之间的发射矩阵。将该方法应用于长江常州港wuu2hao轮渡的真实渡河场景中进行验证。结果表明,本文提出的渡口行为合理性预测方法是合理的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prediction of Rationality for Ferry Crossing Behavior Based on Multi Hidden Markov Model
The crossing of a channel is a typical scenario for the ferries in the Yangtze River, which increases the navigation risk for both the ferry and the ships navigating in the channel. From the perspective of crossing behavior, this paper proposes a predictive method based on Hidden Markov Model (HMM) to analyze the dynamic process of crossing. The observation factors are established by analyzing expertise of captains of passenger ships and ferries. The state transfer matrix between safe crossing and unsafe crossing, together with the emission matrix between hidden states and observation, is proposed by using statistical data. The proposed method is applied to the real crossing scenario of a WUDU2HAO ferry in the Changzhou port of Yangtze River as a test. The result state that the proposed method for rationality prediction of crossing behaviors of ferries is reasonable.
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