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To improve the effectiveness of Unmanned Surface Vehicle (USV) path planning in complex marine environments, and to address the issue of low operational efficiency in dynamic environments, a new Dynamic Window Approach (DWA) for USV path planning has been developed. Firstly, the target water area range is determined based on the USV's initial and target positions, and the water area is modelled using a grid system. Secondly, the forces exerted on the USV by wind, waves and currents are calculated and combined with the USV's mass to produce an acceleration value, thereby forming a kinematic model of the USV under the influence of the marine environment. Thirdly, the maximum values of linear and angular acceleration of the USV are determined using the Fossen ship dynamics model, thus obtaining the actual reachable speed set of the USV. Finally, an adaptive weight adjustment algorithm is used to improve DWA and plan the USV path, considering the heading, safe distance and speed factors. Simulation experiments were conducted in the waters near the Zhoushan Islands using the USV "Zhi Kun" to verify the reliability of the model. The results show that, compared with the comparative algorithm, the proposed algorithm performs better in terms of running time, simulation step size, change in bow direction amplitude, change in speed amplitude, and length of the planned path. The improved DWA-planned path ensures the USV can reach its destination safely and quickly, providing a reference for improving the autonomous navigation performance and efficient utilisation of USVs.

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为提升无人艇路径规划在复杂海洋环境中的适用性,克服路径规划算法在动态环境中存在的运行效率低下问题,提出一种基于改进动态窗口法(DWA)的无人艇路径规划方法。首先,根据无人艇的初始位置和目标位置确定目标水域范围,将水域进行栅格化建模;其次,计算风、浪、流对无人艇产生的作用力,并结合无人艇质量将其转化为加速度,进而形成海洋环境影响下的无人艇运动学模型;接着,运用Fossen动力学模型,确定无人艇的线加速度和角加速度的最大值,从而得到无人艇的实际可达速度集合;最后,综合考虑航向、安全距离和速度要素,运用自适应权重调整算法改进DWA,规划无人艇路径。以舟山群岛附近水域为试验环境,以无人艇“智鲲”号为试验船舶,进行仿真试验验证模型的可靠性。结果表明:相较于对比算法,所提出的算法在运行时间、仿真步长、艏向的变化幅度、速度的变化幅度以及规划路径的长度等方面表现更优。改进DWA规划出的路径能更好地保障无人艇安全、快速地到达目的地,可为无人艇的自主航行性能提升和高效利用提供参考。

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刘钊(1986—),男,副教授,博士,研究方向为群船智慧挖掘与应用、无人艇风险计算与自主航行。E-mail:

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刘钊(1986—),男,副教授,博士,研究方向为群船智慧挖掘与应用、无人艇风险计算与自主航行。E-mail:

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刘钊(1986—),男,副教授,博士,研究方向为群船智慧挖掘与应用、无人艇风险计算与自主航行。E-mail:

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一种基于改进动态窗口法的无人艇路径规划方法
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刘钊 1, 2, 3, 4 , 罗辰汉 1, 2, 3 , 陈阳 1, 2, 3 , 张明阳 5
中国航海 | 智能航运 2025,48(2): 80-90
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中国航海 | 智能航运 2025, 48(2): 80-90
一种基于改进动态窗口法的无人艇路径规划方法
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刘钊1, 2, 3, 4 , 罗辰汉1, 2, 3, 陈阳1, 2, 3, 张明阳5
作者信息
  • 1.武汉理工大学 航运学院,湖北 武汉 430063
  • 2.水路交通控制全国重点实验室,湖北 武汉 430063
  • 3.武汉理工大学 内河航运技术湖北省重点实验室,湖北 武汉 430063
  • 4.武汉理工大学 三亚科教创新园,海南 三亚 572000
  • 5.阿尔托大学 工程学院,埃斯波 20110
  • 刘钊(1986—),男,副教授,博士,研究方向为群船智慧挖掘与应用、无人艇风险计算与自主航行。E-mail:

A path planning method for unmanned surface vehicle based on improved dynamic window approach
Zhao LIU1, 2, 3, 4 , Chenhan LUO1, 2, 3, Yang CHEN1, 2, 3, Mingyang ZHANG5
Affiliations
  • 1.School of Navigation, Wuhan University of Technology, Wuhan 430063, China
  • 2.State Key Laboratory of Maritime Technology and Safety, Wuhan 430063, China
  • 3.Hubei Key Laboratory of Inland Shipping Technology, Wuhan 430063, China
  • 4.Sanya Science and Education Innovation Park of Wuhan University of Technology, Sanya 572000, China
  • 5.School of Engineering, Aalto University, Espoo 20110, Finland
出版时间: 2025-06-25 doi: 10.3969/j.issn.1000-4653.2025.02.011
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为提升无人艇路径规划在复杂海洋环境中的适用性,克服路径规划算法在动态环境中存在的运行效率低下问题,提出一种基于改进动态窗口法(DWA)的无人艇路径规划方法。首先,根据无人艇的初始位置和目标位置确定目标水域范围,将水域进行栅格化建模;其次,计算风、浪、流对无人艇产生的作用力,并结合无人艇质量将其转化为加速度,进而形成海洋环境影响下的无人艇运动学模型;接着,运用Fossen动力学模型,确定无人艇的线加速度和角加速度的最大值,从而得到无人艇的实际可达速度集合;最后,综合考虑航向、安全距离和速度要素,运用自适应权重调整算法改进DWA,规划无人艇路径。以舟山群岛附近水域为试验环境,以无人艇“智鲲”号为试验船舶,进行仿真试验验证模型的可靠性。结果表明:相较于对比算法,所提出的算法在运行时间、仿真步长、艏向的变化幅度、速度的变化幅度以及规划路径的长度等方面表现更优。改进DWA规划出的路径能更好地保障无人艇安全、快速地到达目的地,可为无人艇的自主航行性能提升和高效利用提供参考。

无人艇  /  动态窗口算法  /  路径规划  /  海洋环境

To improve the effectiveness of Unmanned Surface Vehicle (USV) path planning in complex marine environments, and to address the issue of low operational efficiency in dynamic environments, a new Dynamic Window Approach (DWA) for USV path planning has been developed. Firstly, the target water area range is determined based on the USV's initial and target positions, and the water area is modelled using a grid system. Secondly, the forces exerted on the USV by wind, waves and currents are calculated and combined with the USV's mass to produce an acceleration value, thereby forming a kinematic model of the USV under the influence of the marine environment. Thirdly, the maximum values of linear and angular acceleration of the USV are determined using the Fossen ship dynamics model, thus obtaining the actual reachable speed set of the USV. Finally, an adaptive weight adjustment algorithm is used to improve DWA and plan the USV path, considering the heading, safe distance and speed factors. Simulation experiments were conducted in the waters near the Zhoushan Islands using the USV "Zhi Kun" to verify the reliability of the model. The results show that, compared with the comparative algorithm, the proposed algorithm performs better in terms of running time, simulation step size, change in bow direction amplitude, change in speed amplitude, and length of the planned path. The improved DWA-planned path ensures the USV can reach its destination safely and quickly, providing a reference for improving the autonomous navigation performance and efficient utilisation of USVs.

Unmanned Surface Vehicle  /  DWA algorithm  /  path planning  /  marine environment
刘钊, 罗辰汉, 陈阳, 张明阳. 一种基于改进动态窗口法的无人艇路径规划方法. 中国航海, 2025 , 48 (2) : 80 -90 . DOI: 10.3969/j.issn.1000-4653.2025.02.011
Zhao LIU, Chenhan LUO, Yang CHEN, Mingyang ZHANG. A path planning method for unmanned surface vehicle based on improved dynamic window approach[J]. Navigation of China, 2025 , 48 (2) : 80 -90 . DOI: 10.3969/j.issn.1000-4653.2025.02.011
  • 国家自然科学基金面上项目(52171351)
2025年第48卷第2期
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doi: 10.3969/j.issn.1000-4653.2025.02.011
  • 接收时间:2024-05-30
  • 首发时间:2026-03-17
  • 出版时间:2025-06-25
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  • 收稿日期:2024-05-30
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国家自然科学基金面上项目(52171351)
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    1.武汉理工大学 航运学院,湖北 武汉 430063
    2.水路交通控制全国重点实验室,湖北 武汉 430063
    3.武汉理工大学 内河航运技术湖北省重点实验室,湖北 武汉 430063
    4.武汉理工大学 三亚科教创新园,海南 三亚 572000
    5.阿尔托大学 工程学院,埃斯波 20110
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https://castjournals.cast.org.cn/joweb/zghh/CN/10.3969/j.issn.1000-4653.2025.02.011
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2种不同金属材料的力学参数

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种数
Number of
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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