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ROV水下障碍物检测和避障技术的应用综述

李明桂 周焕银 龚利文

计算机工程与应用2024,Vol.60Issue(17):34-47,14.
计算机工程与应用2024,Vol.60Issue(17):34-47,14.DOI:10.3778/j.issn.1002-8331.2312-0206

ROV水下障碍物检测和避障技术的应用综述

Comprehensive Review of ROV Underwater Obstacle Detection and Avoidance Technology

李明桂 1周焕银 1龚利文1

作者信息

  • 1. 东华理工大学 机械与电子工程学院,南昌 330000
  • 折叠

摘要

Abstract

This paper provides a comprehensive review of the technological advancements in underwater obstacle detec-tion and avoidance techniques for remotely operated vehicles(ROV).The research focuses on sonar systems,optical sys-tems,and their integration with machine learning and artificial intelligence algorithms,analyzing how these technologies enhance the autonomy,efficiency,and safety of underwater operations.Despite significant achievements in environmental adaptability and obstacle detection accuracy achieved by sonar and optical systems,challenges remain in real-time identifi-cation of dynamic obstacles and adaptation to complex environments.Furthermore,the potential and challenges of machine learning and artificial intelligence technologies in enhancing ROV's autonomous obstacle avoidance capability are dis-cussed,highlighting the importance of these technologies in future ROV operations.This research provides new theoret-ical perspectives and practical applications for deep-sea exploration and marine science.

关键词

水下障碍物检测/自主避障/声纳系统/光学系统/机器学习与人工智能

Key words

underwater obstacle detection/autonomous obstacle avoidance/sonar systems/optical systems/machine learning and artificial intelligence

分类

信息技术与安全科学

引用本文复制引用

李明桂,周焕银,龚利文..ROV水下障碍物检测和避障技术的应用综述[J].计算机工程与应用,2024,60(17):34-47,14.

基金项目

国家自然科学基金(62063001) (62063001)

江西省科技厅重点基金(20224ACB204022). (20224ACB204022)

计算机工程与应用

OA北大核心CSTPCD

1002-8331

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