基于AIS的海洋捕鱼聚集区信息系统设计与开发  

Design and Development of Information System of Marine Fishing Gathering Area Based on AIS

作　　者：韩暄 侯英姿[1,2] 王俊夫 王方雄[1,2] Han Xuan;Hou Yingzi;Wang Junfu;Wang Fangxiong(Liaoning Key Lab of Physical Geography and Geomatics,Liaoning Normal University,Dalian,China;School of Geographical Sciences,Liaoning Normal University,Dalian,China)

机构地区：[1]辽宁师范大学地理科学学院,辽宁大连 [2]辽宁师范大学辽宁省自然地理与空间信息科学重点实验室,辽宁大连

出　　处：《科学技术创新》2025年第3期61-64,共4页Scientific and Technological Innovation

摘　　要：本文设计并开发了一个基于AIS大数据的海洋捕鱼聚集区信息系统,提供了基于B/S架构的系统界面、服务功能和数据库的设计方案。主要功能包括:利用LSTM+HDBSCAN深度学习算法识别和管理捕鱼聚集区、网络地图浏览、测距、打印输出及用户管理等服务。系统前端采用Vue实现动态交互界面,后端使用Django处理业务逻辑,深度学习模型使用Python代码实现,数据库采用PostgreSQL进行数据存储和管理。本系统整合了深度学习算法与地理信息系统技术,能够有效地了解渔业资源的分布、变化和利用情况,为海洋空间规划和渔业经济发展提供帮助。This paper designs and develops a marine fishing aggregation area information system based on AIS big data,providing a design solution for the system interface,service functions and database based on B/S architecture.The main functions include:identification and management of fishing aggregation areas using LSTM+HDBSCAN deep learning algorithms,web map browsing,ranging,printout and user management services.The front-end of the system uses Vue to implement the dynamic interactive interface,the back-end uses Django to handle the business logic,the deep learning model is implemented using Python code,and the database uses PostgreSQL for data storage and management.This system integrates deep learning algorithms and GIS technology,which can effectively understand the distribution,change and utilisation of fishery resources,and provide assistance for marine spatial planning and fishery economic development.

关 键 词：AIS 捕鱼聚集区 WEBGIS LSTM HDBSCAN 

分 类 号：TP311.13[自动化与计算机技术—计算机软件与理论] S973[自动化与计算机技术—计算机科学与技术]