期刊文献+

基于数据挖掘的舰船组合导航人机交互界面系统

Design of man-machine interface system for ship integrated navigation based on data mining
下载PDF
导出
摘要 设计基于数据挖掘的舰船组合导航人机交互界面系统,精准挖掘有效导航信息,实现舰船组合导航人机交互,确保舰船航行安全。将采集导航信息与环境信息,利用自适应K中心点聚类算法挖掘有效导航信息与环境信息,生成最佳导航信息集,依据最佳导航信息集建立环境地图,利用改进遗传算法规划舰船路径完成舰船导航控制,通过控制显示模块呈现导航控制结果,完成人机交互。实验证明,该系统可有效完成舰船组合导航人机交互,精准挖掘有效导航信息与环境信息,可有效规划路径,避开障碍物,确保航行安全。 Design the human-computer interaction interface system of ship integrated navigation based on data mining,accurately mine the effective navigation information,realize the human-computer interaction of ship integrated navigation,and ensure the safety of ship navigation.It will collect navigation information and environment information,mine effective navigation information and environment information by using adaptive K-center clustering algorithm,generate the best navigation information set,establish the environment map according to the best navigation information set,use the improved genetic algorithm to plan the ship path to complete the ship navigation control,present the navigation control results through the control display module,and complete the human-computer interaction.Experiments show that the system can effectively complete the human-computer interaction of ship integrated navigation,accurately mine the effective navigation information and environmental information,effectively plan the path,avoid obstacles and ensure the safety of navigation.
作者 宁滔 NING Tao(School of computer engineering,Guilin University of Electronic Technology,Beihai 536000,China)
出处 《舰船科学技术》 北大核心 2022年第13期174-177,共4页 Ship Science and Technology
基金 广西职业教改重点项目(GXGZJG2021A035) 广西科技重大专项(桂科AA19254016)。
关键词 数据挖掘 舰船组合导航 人机交互界面 聚类算法 遗传算法 路径规划 data mining ship integrated navigation human-computer interaction interface clustering algorithm genetic algorithm path planning
  • 相关文献

参考文献8

二级参考文献60

共引文献69

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部