A Hierarchical Spatial Logic for Knowledge Sharing and Fusion in Intelligent Connected Vehicle Cooperation

Shengyang Yao, Qin Li*

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

Intelligent connected vehicles have attracted great concerns from researchers in intelligent transportation filed for recent years. The safety of a scenario involving multiple intelligent vehicles and infrastructures depends on delicate design of their collaboration. A unified and efficient representation for knowledge sharing and fusion is essential for such collaboration. However, the existing logical representation of spatial knowledge seldom considers integrating the knowledge from distributed agents with different granularities of views and data models. This paper designs a novel spatial logic based on a hierarchical spatial model, and provides a knowledge fusion method based on view and grained conversion between distributed agents. The spatial logic can be used to specify and share the key spatial knowledge in vehicle infrastructure cooperation scenarios. The converted knowledge shared by other agents is beneficial for an intelligent vehicle to improve its cognition and decision-making process. The effectiveness of our approach is illustrated with the case studies in path planning and cooperative cross-traffic turning.

Original languageEnglish
Title of host publicationTheoretical Aspects of Software Engineering - 17th International Symposium, TASE 2023, Proceedings
EditorsCristina David, Meng Sun
PublisherSpringer Science and Business Media Deutschland GmbH
Pages183-201
Number of pages19
ISBN (Print)9783031352560
DOIs
StatePublished - 2023
Event17th International Symposium on Theoretical Aspects of Software Engineering, TASE 2023 - Bristol, United Kingdom
Duration: 4 Jul 20236 Jul 2023

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13931 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference17th International Symposium on Theoretical Aspects of Software Engineering, TASE 2023
Country/TerritoryUnited Kingdom
CityBristol
Period4/07/236/07/23

Keywords

  • Intelligent connected vehicles
  • formal verification
  • hierarchical spatial model
  • spatial logic
  • vehicle infrastructure cooperation

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