A Review of Artificial Intelligence-Based Optimization Applications in Traditional Active Maritime Collision Avoidance

被引:5
|
作者
Zhang, Yi [1 ]
Zhang, Dapeng [1 ]
Jiang, Haoyu [2 ]
机构
[1] Guangdong Ocean Univ, Ship & Maritime Coll, Zhanjiang 524088, Peoples R China
[2] Guangdong Ocean Univ, Sch Elect & Informat Engn, Zhanjiang 524088, Peoples R China
基金
中国国家自然科学基金;
关键词
active collision avoidance techniques; artificial intelligence algorithms; collisions at sea; traditional active obstacle avoidance; time-tracing approach; AUTONOMOUS UNDERWATER VEHICLES; IDENTIFICATION SYSTEM AIS; ANT COLONY OPTIMIZATION; DECISION-SUPPORT; DATA RELIABILITY; ALGORITHMS; MANAGEMENT; DEVICE;
D O I
10.3390/su151813384
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The probability of collisions at sea has increased in recent years. Furthermore, passive collision avoidance has some disadvantages, such as low economic efficiency, while active collision avoidance techniques have some limitations. As a result of the advancement of computer technology, active collision avoidance techniques have also been optimized by using artificial intelligence-based methods. The purpose of this paper is to further the development of the field. After reviewing some passive collision avoidance schemes, the paper discusses the potential of active obstacle avoidance techniques. A time-tracing approach is used to review the evolution of active obstacle avoidance techniques, followed by a review of the main traditional active obstacle avoidance techniques. In this paper, different artificial intelligence algorithms are reviewed and analyzed. As a result of the analysis and discussion in this paper, some limitations in this field are identified. In addition, there are some suggestions and outlooks for addressing those limitations. In a way, the paper can serve as a guide for the development of the field.
引用
下载
收藏
页数:20
相关论文
共 50 条
  • [21] A systematic review of artificial intelligence-based music generation: Scope, applications, and future trends
    Civit, Miguel
    Civit-Masot, Javier
    Cuadrado, Francisco
    Escalona, Maria J.
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 209
  • [22] Artificial intelligence-based tokens: Fresh evidence of connectedness with artificial intelligence-based equities
    Jareno, Francisco
    Yousaf, Imran
    INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS, 2023, 89
  • [23] Artificial intelligence-based load optimization in cognitive Internet of Things
    Wei Yao
    Fazlullah Khan
    Mian Ahmad Jan
    Nadir Shah
    Izaz ur Rahman
    Abid Yahya
    Ateeq ur Rehman
    Neural Computing and Applications, 2020, 32 : 16179 - 16189
  • [24] The value of standards for health datasets in artificial intelligence-based applications
    Arora, Anmol
    Alderman, Joseph E.
    Palmer, Joanne
    Ganapathi, Shaswath
    Laws, Elinor
    Mccradden, Melissa D.
    Oakden-Rayner, Lauren
    Pfohl, Stephen R.
    Ghassemi, Marzyeh
    Mckay, Francis
    Treanor, Darren
    Rostamzadeh, Negar
    Mateen, Bilal
    Gath, Jacqui
    Adebajo, Adewole O.
    Kuku, Stephanie
    Matin, Rubeta
    Heller, Katherine
    Sapey, Elizabeth
    Sebire, Neil J.
    Cole-Lewis, Heather
    Calvert, Melanie
    Denniston, Alastair
    Liu, Xiaoxuan
    NATURE MEDICINE, 2023, 29 (11) : 2929 - 2938
  • [25] Artificial intelligence-based load optimization in cognitive Internet of Things
    Yao, Wei
    Khan, Fazlullah
    Jan, Mian Ahmad
    Shah, Nadir
    Rahman, Izaz Ur
    Yahya, Abid
    Rehman, Ateeq
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (20): : 16179 - 16189
  • [26] The value of standards for health datasets in artificial intelligence-based applications
    Anmol Arora
    Joseph E. Alderman
    Joanne Palmer
    Shaswath Ganapathi
    Elinor Laws
    Melissa D. McCradden
    Lauren Oakden-Rayner
    Stephen R. Pfohl
    Marzyeh Ghassemi
    Francis McKay
    Darren Treanor
    Negar Rostamzadeh
    Bilal Mateen
    Jacqui Gath
    Adewole O. Adebajo
    Stephanie Kuku
    Rubeta Matin
    Katherine Heller
    Elizabeth Sapey
    Neil J. Sebire
    Heather Cole-Lewis
    Melanie Calvert
    Alastair Denniston
    Xiaoxuan Liu
    Nature Medicine, 2023, 29 : 2929 - 2938
  • [27] Artificial Intelligence-Based Image Classification Techniques for Hydrologic Applications
    Thakur, Ritica
    Manekar, V. L.
    APPLIED ARTIFICIAL INTELLIGENCE, 2022, 36 (01)
  • [28] Artificial Intelligence-based Assistants
    Schmidt, Rainer
    Alt, Rainer
    Zimmermann, Alfred
    Proceedings of the Annual Hawaii International Conference on System Sciences, 2022, 2022-January : 4283 - 4285
  • [29] Artificial Intelligence-based Assistants
    Schmidt, Rainer
    Alt, Rainer
    Zimmermann, Alfred
    Proceedings of the Annual Hawaii International Conference on System Sciences, 2023, 2023-January : 3441 - 3443
  • [30] Artificial Intelligence-Based Applications for Bone Fracture Detection Using Medical Images: A Systematic Review
    Kutbi, Mohammed
    DIAGNOSTICS, 2024, 14 (17)