| 引用本文: | 文元桥,宋荣鑫,黄亮,黄亚敏,隋忠义,朱曼.船舶行为的语义建模与表达[J].哈尔滨工业大学学报,2021,53(8):109.DOI:10.11918/202004041 |
| WEN Yuanqiao,SONG Rongxin,HUANG Liang,HUANG Yamin,SUI Zhongyi,ZHU Man.Semantic modeling and expression for ship behaviors[J].Journal of Harbin Institute of Technology,2021,53(8):109.DOI:10.11918/202004041 |
|
| |
|
|
| 本文已被：浏览 996次 下载 932次 |
码上扫一扫！ |
|
|
| 船舶行为的语义建模与表达 |
|
文元桥1,2,4,宋荣鑫3,黄亮1,2,4,黄亚敏1,2,4,隋忠义3,朱曼1,2,4
|
|
(1.武汉理工大学 国家水运安全工程技术研究中心,武汉 430063;2.武汉理工大学 智能交通系统研究中心,武汉 430063; 3.武汉理工大学 航运学院,武汉 430063;4.内河航运技术湖北省重点实验室(武汉理工大学),武汉 430063)
|
|
| 摘要: |
| 船舶行为的语义表达是实现水上交通态势智能认知与知识推理的基础。为实现对船舶时空运动特征的语义表达和抽象,完善船舶轨迹的语义转换方法,提出了一种船舶行为语义的认知计算模型。通过融合船舶的时空轨迹数据及航行环境信息,以船舶时空轨迹单元为基础,根据船舶的运动状态、轨迹的空间拓扑特征以及行为的语义特征,依据空间拓扑学理论,将船舶时空行为抽象为原子行为、拓扑行为和交通行为,从船舶的时空轨迹到语义行为进行了不同层次的概念建模、语义描述和形式化表达；最后,基于该语义模型对船舶在港口水域中不同类型的航行行为进行实例验证。结果表明,该模型能够对港口水域中不同运动特征、不同空间拓扑特征的船舶行为进行语义建模与形式化表达,将其提取为5种典型的交通行为,表明该语义模型对船舶行为认知具有一定的合理性和良好的适用性。研究成果能够为船舶行为的语义认知、知识计算提供理论方法基础,实现对高级船舶行为的语义计算和认知推理。 |
| 关键词: 水路运输 船舶行为 轨迹单元 空间拓扑计算 语义建模 |
| DOI：10.11918/202004041 |
| 分类号:U692 |
| 文献标识码:A |
| 基金项目:国家自然科学基金(7,5); 国家重点研发计划(2018YFC1407405) |
|
| Semantic modeling and expression for ship behaviors |
|
WEN Yuanqiao1,2,4,SONG Rongxin3,HUANG Liang1,2,4,HUANG Yamin1,2,4,SUI Zhongyi3,ZHU Man1,2,4
|
|
(1.National Engineering Research Center for Water Transportation Safety, Wuhan University of Technology, Wuhan 430063, China; 2.Intelligent Transportation Systems Research Center, Wuhan University of Technology, Wuhan 430063, China; 3. School of Navigation, Wuhan University of Technology, Wuhan 430063, China; 4. Hubei Key Laboratory of Inland Shipping Technology (Wuhan University of Technology), Wuhan 430063, China)
|
| Abstract: |
| The semantic expression of ship behaviors is the basis to realize the intelligent recognition and knowledge reasoning of the water traffic situation. In order to achieve the semantic expression and abstraction of the spatial-temporal motion features of ships and improve the semantic conversion method of ship trajectories, a cognitive computing model of ship behavior semantics was proposed. By integrating the spatial-temporal data of ship trajectory and navigation environment information, based on the ship trajectory unit, the spatial-temporal behavior of the ship was abstracted to atomic behavior, topological behavior, and traffic behavior according to the theory of space topology, considering the motion states, spatial topological characteristics, and behavioral semantic characteristics. The conceptual modeling, semantic description, and formalization expression were carried out at different levels from spatial-temporal trajectory to semantic behavior of the ship. Finally, different types of navigation behaviors of ships in port waters were verified based on the semantic model. Results show that the model could be used to model and express ship behaviors with different motion features and spatial topological features in port waters, and five typical traffic behaviors were extracted, which indicates that the model is reasonable and applicable to the cognitive modeling of ship behaviors. The model can provide theoretical and methodological basis for semantic recognition and knowledge calculation of ship behaviors to realize the semantic calculation and cognitive reasoning of advanced ship behaviors. |
| Key words: water transportation ship behavior trajectory unit spatial topology calculation semantic modeling |
|
|
|
|
