收藏切换
Human-Like Decision-Making Based on Sequential Games for Automated Vehicles Considering Subjective Cognition
收藏切换
PDF
Bing Zhu, Shizheng Jia, Jian Zhao, Jiayi Han, Peixing Zhang, Dongjian Song, Zhicheng Chen
Automotive Engineering | 2025, 47(1) : 13 - 22
Less
收藏切换
Automotive Engineering | 2025, 47(1): 13-22
Human-Like Decision-Making Based on Sequential Games for Automated Vehicles Considering Subjective Cognition
Full
Bing Zhu, Shizheng Jia, Jian Zhao, Jiayi Han, Peixing Zhang, Dongjian Song, Zhicheng Chen
Affiliations
  • Jilin University,National Key Laboratory of Automotive Chassis Integration and Bionics,Changchun 130025
Published: 2025-01-25 doi: 10.19562/j.chinasae.qcgc.2024.ep.003
Outline
收藏切换

Uncontrolled intersections are highly dynamic and strongly interactive decision-making scenarios,in which it is a challenging task to enable automated vehicles to make safe and reasonable decisions similar to skilled drivers and pass through the intersections successfully. The subjective attributes of ontology in cognition and decision-making process are fully considered in this paper,and an interactive human-like decision-making method based on sequential games for automated vehicles is proposed. Firstly,the multi-objective driving triggers are deeply explored from multiple dimensions such as traffic efficiency,space margin,ride experience,and driving safety. Further,a game decision-making model is established,which is embedded with personalized and human-like driving characteristics and can match driver and passenger groups with different driving modes and types. On this basis,the concept of sequential priority and the self-perspective decision-making scheme that imitates human logic are proposed to realize self-evolution of sequential patterns of rolling stage game decision-making. Finally,the effectiveness of the proposed method is verified through multiple sets of comparative experiments. The results show that the interactive human-like decision-making method proposed in this paper can resolve potential conflicts and deal with safety decision-making problems in a continuous and interactive manner,while improving the naturalized and human-like effect of personalized decision-making of automated vehicles.

automated vehicles  /  human-like decision-making  /  sequential game  /  subjective cognition  /  uncontrolled intersections
Bing Zhu, Shizheng Jia, Jian Zhao, Jiayi Han, Peixing Zhang, Dongjian Song, Zhicheng Chen. Human-Like Decision-Making Based on Sequential Games for Automated Vehicles Considering Subjective Cognition[J]. Automotive Engineering, 2025 , 47 (1) : 13 -22 . DOI: 10.19562/j.chinasae.qcgc.2024.ep.003
Year 2025 volume 47 Issue 1
PDF
432
184
Cite this Article
BibTeX
Article Info
doi: 10.19562/j.chinasae.qcgc.2024.ep.003
  • Receive Date:2024-05-30
  • Online Date:2025-07-20
  • Published:2025-01-25
Article Data
Affiliations
History
  • Received:2024-05-30
  • Revised:2024-07-30
Funding
Affiliations
    Jilin University,National Key Laboratory of Automotive Chassis Integration and Bionics,Changchun 130025
References
Share
https://castjournals.cast.org.cn/joweb/qcygc/EN/10.19562/j.chinasae.qcgc.2024.ep.003
Share to
QR

Scan QR to access full text

Cite this article
BibTeX
Citations
表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
关闭全屏
  • BibTeX
  • EndNote
  • RefWorks
  • TxT