A Probabilistic Approach for Predicting Vessel Motion

IF 15.3 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Ieee-Caa Journal of Automatica Sinica Pub Date : 2024-07-19 DOI:10.1109/JAS.2024.124536
Qi Hu;Jingyi Liu;Zongyu Zuo
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Abstract

Dear Editor, This letter addresses the challenge of forecasting the motion of real-world vessels over an extended period with a limited amount of available data. By employing stochastic differential equation (SDE) modeling, we integrate both deterministic and stochastic components of the available information. Subsequently, we establish a recursive prediction methodology based on Bayes' rule to update the model state when new measurements are received. Furthermore, we develop a stochastic model tailored specifically to vessel dynamics and introduce an approximation method to tackle computational complexities. Finally, we present an application example and conduct a comparative experiment to validate the effectiveness and superiority of the proposed method.
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预测船只运动的概率方法
亲爱的编辑,这封信探讨了如何利用有限的可用数据预测现实世界中船只在较长时间内的运动情况这一难题。通过采用随机微分方程(SDE)建模,我们整合了可用信息中的确定性和随机性成分。随后,我们建立了基于贝叶斯规则的递归预测方法,以便在收到新的测量数据时更新模型状态。此外,我们还开发了一种专门针对船舶动态的随机模型,并引入了一种近似方法来解决计算复杂性问题。最后,我们介绍了一个应用实例,并进行了对比实验,以验证所提方法的有效性和优越性。
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来源期刊
Ieee-Caa Journal of Automatica Sinica
Ieee-Caa Journal of Automatica Sinica Engineering-Control and Systems Engineering
CiteScore
23.50
自引率
11.00%
发文量
880
期刊介绍: The IEEE/CAA Journal of Automatica Sinica is a reputable journal that publishes high-quality papers in English on original theoretical/experimental research and development in the field of automation. The journal covers a wide range of topics including automatic control, artificial intelligence and intelligent control, systems theory and engineering, pattern recognition and intelligent systems, automation engineering and applications, information processing and information systems, network-based automation, robotics, sensing and measurement, and navigation, guidance, and control. Additionally, the journal is abstracted/indexed in several prominent databases including SCIE (Science Citation Index Expanded), EI (Engineering Index), Inspec, Scopus, SCImago, DBLP, CNKI (China National Knowledge Infrastructure), CSCD (Chinese Science Citation Database), and IEEE Xplore.
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