Article(id=1240655516544848544, tenantId=1146029695717560320, journalId=1240618002186551303, issueId=1240655508231746242, articleNumber=null, orderNo=null, doi=10.3969/j.issn.1000-4653.2025.02.004, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1706544000000, receivedDateStr=2024-01-30, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1773724925409, onlineDateStr=2026-03-17, pubDate=1750780800000, pubDateStr=2025-06-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1773724925409, onlineIssueDateStr=2026-03-17, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1773724925409, creator=13701087609, updateTime=1773724925409, updator=13701087609, issue=Issue{id=1240655508231746242, tenantId=1146029695717560320, journalId=1240618002186551303, year='2025', volume='48', issue='2', pageStart='1', pageEnd='180', issueExtLink='null', onlineDate='null', pubDate='null', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1773724923427, creator=13701087609, updateTime=1773725151164, updator=13701087609, preIssue=null, nextIssue=null, ext={EN=IssueExt(id=1240656463488667953, tenantId=1146029695717560320, journalId=1240618002186551303, issueId=1240655508231746242, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1240656463492862258, tenantId=1146029695717560320, journalId=1240618002186551303, issueId=1240655508231746242, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null}, startPage=25, endPage=31, ext={EN=ArticleExt(id=1240655516783923885, articleId=1240655516544848544, tenantId=1146029695717560320, journalId=1240618002186551303, language=EN, title=Application of coupled IGWO-GMDH model in the prediction of significant wave height, columnId=1240655017900823355, journalTitle=Navigation of China, columnName=Marine Traffic Safety, runingTitle=null, highlight=null, articleAbstract=

Ocean waves are characterised as random and non-linear. Predicting significant wave height is critical for ensuring the safety of ship navigation and route planning. In the present study, the Grey Wolf optimiser was improved by optimising the search mechanism and coupled it with the Grouping Method Data Handling model to construct an effective significant wave height prediction model. This novel prediction model was validated using a significant wave height dataset. The weights of the different model variables were also explored. The results show that the IGWO-GMDH model is more accurate. The mean square error decreased by 2.65%, and the root mean square error decreased by approximately 1.35%. The standard deviation was reduced by 2.14%. Additionally, the weights of the wave characteristic parameters and the wind field data are relatively high; combining these would significantly impact the model's accuracy. The IGWO-GMDH model will provide more robust predictions of significant wave height and support research into ship navigation safety and route planning and optimisation.

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海洋波浪具有显著的随机性、非线性特征,有效波高预测对于船舶航行安全、航路规划等具有重要意义。改进灰狼算法(GWO)搜索机制,并将其与基于分组数据处理方法(GMDH)模型相耦合,提出一种有效波高预测模型;结合波高实测数据集验证预测模型精度,探讨模型不同输入参数的权重占比。研究结果表明:相较于经典GMDH模型,所建立的IGWO-GMDH模型预测精度更高,均方误差减小2.65%、均方根误差降低约1.35%、标准差降低2.14%;波浪特征参数与风场数据的权重占比较高,两者组合对于模型预测精度影响较大。所构建的IGWO-GMDH模型可预测分析有效波高,为船舶航行安全、航路规划与优化等研究提供理论支撑。

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郭建群(1995—),女,博士研究生,研究方向为水路交通信息感知。E-mail:
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蒋仲廉(1986—),男,研究员,博士,研究方向为水路交通安全与环境。E-mail:

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基于IGWO-GMDH的有效波高预测模型研究
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蒋仲廉 1, 2 , 梅乃文 3 , 郭建群 1, 2, 3 , 翁炳昶 4 , 初晓 1, 2, 3
中国航海 | 海上交通安全 2025,48(2): 25-31
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中国航海 | 海上交通安全 2025, 48(2): 25-31
基于IGWO-GMDH的有效波高预测模型研究
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蒋仲廉1, 2 , 梅乃文3, 郭建群1, 2, 3 , 翁炳昶4, 初晓1, 2, 3
作者信息
  • 1. 水路交通控制全国重点实验室,湖北 武汉 430063
  • 2. 武汉理工大学 国家水运安全工程技术研究中心,湖北 武汉 430063
  • 3. 武汉理工大学 交通与物流工程学院,湖北 武汉 430063
  • 4. 长江航道规划设计研究院,湖北 武汉 430040
  • 蒋仲廉(1986—),男,研究员,博士,研究方向为水路交通安全与环境。E-mail:

通讯作者:

郭建群(1995—),女,博士研究生,研究方向为水路交通信息感知。E-mail:
Application of coupled IGWO-GMDH model in the prediction of significant wave height
Zhonglian JIANG1, 2 , Naiwen MEI3, Jianqun GUO1, 2, 3 , Bingchang WENG4, Xiao CHU1, 2, 3
Affiliations
  • 1.State Key Laboratory of Maritime Technology and Safety, Wuhan 430063, China
  • 2.National Engineering Research Center for Water Transport Safety, Wuhan University of Technology, Wuhan 430063, China
  • 3.School of Transportation and Logistics Engineering, Wuhan University of Technology, Wuhan, 430063, China
  • 4.Changjiang Waterway Institute of Planning and Design, Wuhan 430040, China
出版时间: 2025-06-25 doi: 10.3969/j.issn.1000-4653.2025.02.004
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海洋波浪具有显著的随机性、非线性特征,有效波高预测对于船舶航行安全、航路规划等具有重要意义。改进灰狼算法(GWO)搜索机制,并将其与基于分组数据处理方法(GMDH)模型相耦合,提出一种有效波高预测模型;结合波高实测数据集验证预测模型精度,探讨模型不同输入参数的权重占比。研究结果表明:相较于经典GMDH模型,所建立的IGWO-GMDH模型预测精度更高,均方误差减小2.65%、均方根误差降低约1.35%、标准差降低2.14%;波浪特征参数与风场数据的权重占比较高,两者组合对于模型预测精度影响较大。所构建的IGWO-GMDH模型可预测分析有效波高,为船舶航行安全、航路规划与优化等研究提供理论支撑。

有效波高  /  分组数据处理模型  /  改进灰狼优化算法  /  搜索机制优化

Ocean waves are characterised as random and non-linear. Predicting significant wave height is critical for ensuring the safety of ship navigation and route planning. In the present study, the Grey Wolf optimiser was improved by optimising the search mechanism and coupled it with the Grouping Method Data Handling model to construct an effective significant wave height prediction model. This novel prediction model was validated using a significant wave height dataset. The weights of the different model variables were also explored. The results show that the IGWO-GMDH model is more accurate. The mean square error decreased by 2.65%, and the root mean square error decreased by approximately 1.35%. The standard deviation was reduced by 2.14%. Additionally, the weights of the wave characteristic parameters and the wind field data are relatively high; combining these would significantly impact the model's accuracy. The IGWO-GMDH model will provide more robust predictions of significant wave height and support research into ship navigation safety and route planning and optimisation.

significant wave height  /  grouping method of data processing (GMDH) model  /  improved grey wolf optimiser  /  optimisation of search mechanism
蒋仲廉, 梅乃文, 郭建群, 翁炳昶, 初晓. 基于IGWO-GMDH的有效波高预测模型研究. 中国航海, 2025 , 48 (2) : 25 -31 . DOI: 10.3969/j.issn.1000-4653.2025.02.004
Zhonglian JIANG, Naiwen MEI, Jianqun GUO, Bingchang WENG, Xiao CHU. Application of coupled IGWO-GMDH model in the prediction of significant wave height[J]. Navigation of China, 2025 , 48 (2) : 25 -31 . DOI: 10.3969/j.issn.1000-4653.2025.02.004
  • 国家自然科学基金项目(52071250; 51709220)
2025年第48卷第2期
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doi: 10.3969/j.issn.1000-4653.2025.02.004
  • 接收时间:2024-01-30
  • 首发时间:2026-03-17
  • 出版时间:2025-06-25
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  • 收稿日期:2024-01-30
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国家自然科学基金项目(52071250; 51709220)
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    1. 水路交通控制全国重点实验室,湖北 武汉 430063
    2. 武汉理工大学 国家水运安全工程技术研究中心,湖北 武汉 430063
    3. 武汉理工大学 交通与物流工程学院,湖北 武汉 430063
    4. 长江航道规划设计研究院,湖北 武汉 430040

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郭建群(1995—),女,博士研究生,研究方向为水路交通信息感知。E-mail:
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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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