Intelligent collision avoidance decision-making method for unmanned ships based on driving practice

Objective In order to realize the intelligent navigation and autonomous collision avoidance of unmanned ships in coastal areas, an intelligent collision avoidance decision-making method based on driving practice is proposed. Method First, the real-time rationality and uniqueness of the unmanned ship...

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Main Authors: Zhiguo DING, Xinyu ZHANG, Chengbo WANG, Quan LI, Lanxuan AN
Format: Article
Language:English
Published: Editorial Office of Chinese Journal of Ship Research 2021-02-01
Series:Zhongguo Jianchuan Yanjiu
Subjects:
Online Access:http://www.ship-research.com/cn/article/doi/10.19693/j.issn.1673-3185.01781
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spelling doaj-f38877f0cf304db19c536da3d47bdb062021-07-08T07:19:06ZengEditorial Office of Chinese Journal of Ship ResearchZhongguo Jianchuan Yanjiu1673-31851673-31852021-02-011619610410.19693/j.issn.1673-3185.017811781Intelligent collision avoidance decision-making method for unmanned ships based on driving practiceZhiguo DING0Xinyu ZHANG1Chengbo WANG2Quan LI3Lanxuan AN4Key Laboratory of Marine Simulation and Control for Ministry of Communications, Dalian Maritime University, Dalian 116026, ChinaKey Laboratory of Marine Simulation and Control for Ministry of Communications, Dalian Maritime University, Dalian 116026, ChinaKey Laboratory of Marine Simulation and Control for Ministry of Communications, Dalian Maritime University, Dalian 116026, ChinaNavigation College, Dalian Maritime University, Dalian 116026, ChinaKey Laboratory of Marine Simulation and Control for Ministry of Communications, Dalian Maritime University, Dalian 116026, ChinaObjective In order to realize the intelligent navigation and autonomous collision avoidance of unmanned ships in coastal areas, an intelligent collision avoidance decision-making method based on driving practice is proposed. Method First, the real-time rationality and uniqueness of the unmanned ship intelligent collision avoidance decision-making process is analyzed. The ontology conceptual model of the navigation situation is then designed and combined with the international regulations for preventing collisions at sea (COLREGS) and good seamanship practices, and the ship encounter scenarios are quantitatively divided into 12 types. An improved composite collision risk index assessment model is then proposed from the perspective of piloting practice to reflect collision risk more accurately. Finally, an intelligent collision avoidance decision-making model based on operator's perspective (BOP) is established, and the optimal collision avoidance strategy is solved by taking the shortest total collision avoidance path as the objective function under the constraints of ship maneuverability and rudder angle amplitude limit. Simulation experiments are then conducted in different obstacle environments. Results The simulation results show that this method can accurately determine the piloting situation, provide a reasonable steering strategy and achieve effective collision avoidance in different obstacle environments. Conclusion This study provides a theoretical basis and method for realizing the intelligent collision avoidance decision-making and dynamic local collision avoidance path planning of ships.http://www.ship-research.com/cn/article/doi/10.19693/j.issn.1673-3185.01781unmanned shipdriving practiceintelligent collision avoidance decision-makinginternational regulations for preventing collisions at sea (colregs)
collection DOAJ
language English
format Article
sources DOAJ
author Zhiguo DING
Xinyu ZHANG
Chengbo WANG
Quan LI
Lanxuan AN
spellingShingle Zhiguo DING
Xinyu ZHANG
Chengbo WANG
Quan LI
Lanxuan AN
Intelligent collision avoidance decision-making method for unmanned ships based on driving practice
Zhongguo Jianchuan Yanjiu
unmanned ship
driving practice
intelligent collision avoidance decision-making
international regulations for preventing collisions at sea (colregs)
author_facet Zhiguo DING
Xinyu ZHANG
Chengbo WANG
Quan LI
Lanxuan AN
author_sort Zhiguo DING
title Intelligent collision avoidance decision-making method for unmanned ships based on driving practice
title_short Intelligent collision avoidance decision-making method for unmanned ships based on driving practice
title_full Intelligent collision avoidance decision-making method for unmanned ships based on driving practice
title_fullStr Intelligent collision avoidance decision-making method for unmanned ships based on driving practice
title_full_unstemmed Intelligent collision avoidance decision-making method for unmanned ships based on driving practice
title_sort intelligent collision avoidance decision-making method for unmanned ships based on driving practice
publisher Editorial Office of Chinese Journal of Ship Research
series Zhongguo Jianchuan Yanjiu
issn 1673-3185
1673-3185
publishDate 2021-02-01
description Objective In order to realize the intelligent navigation and autonomous collision avoidance of unmanned ships in coastal areas, an intelligent collision avoidance decision-making method based on driving practice is proposed. Method First, the real-time rationality and uniqueness of the unmanned ship intelligent collision avoidance decision-making process is analyzed. The ontology conceptual model of the navigation situation is then designed and combined with the international regulations for preventing collisions at sea (COLREGS) and good seamanship practices, and the ship encounter scenarios are quantitatively divided into 12 types. An improved composite collision risk index assessment model is then proposed from the perspective of piloting practice to reflect collision risk more accurately. Finally, an intelligent collision avoidance decision-making model based on operator's perspective (BOP) is established, and the optimal collision avoidance strategy is solved by taking the shortest total collision avoidance path as the objective function under the constraints of ship maneuverability and rudder angle amplitude limit. Simulation experiments are then conducted in different obstacle environments. Results The simulation results show that this method can accurately determine the piloting situation, provide a reasonable steering strategy and achieve effective collision avoidance in different obstacle environments. Conclusion This study provides a theoretical basis and method for realizing the intelligent collision avoidance decision-making and dynamic local collision avoidance path planning of ships.
topic unmanned ship
driving practice
intelligent collision avoidance decision-making
international regulations for preventing collisions at sea (colregs)
url http://www.ship-research.com/cn/article/doi/10.19693/j.issn.1673-3185.01781
work_keys_str_mv AT zhiguoding intelligentcollisionavoidancedecisionmakingmethodforunmannedshipsbasedondrivingpractice
AT xinyuzhang intelligentcollisionavoidancedecisionmakingmethodforunmannedshipsbasedondrivingpractice
AT chengbowang intelligentcollisionavoidancedecisionmakingmethodforunmannedshipsbasedondrivingpractice
AT quanli intelligentcollisionavoidancedecisionmakingmethodforunmannedshipsbasedondrivingpractice
AT lanxuanan intelligentcollisionavoidancedecisionmakingmethodforunmannedshipsbasedondrivingpractice
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