Analyzing Factors Influencing Situation Awareness in Autonomous Vehicles—A Survey

Henry Alexander Ignatious, Hesham El-Sayed, Manzoor Khan, Bassem Mahmoud Mokhtar

    Research output: Contribution to journalReview articlepeer-review

    Abstract

    Autonomous driving of higher automation levels asks for optimal execution of critical maneuvers in all environments. A crucial prerequisite for such optimal decision-making instances is accurate situation awareness of automated and connected vehicles. For this, vehicles rely on the sensory data captured from onboard sensors and information collected through V2X communication. The classical onboard sensors exhibit different capabilities and hence a heterogeneous set of sensors is required to create better situation awareness. Fusion of the sensory data from such a set of heterogeneous sensors poses critical challenges when it comes to creating an accurate environment context for effective decision-making in AVs. Hence this exclusive survey analyses the influence of mandatory factors like data pre-processing preferably data fusion along with situation awareness toward effective decision-making in the AVs. A wide range of recent and related articles are analyzed from various perceptive, to pick the major hiccups, which can be further addressed to focus on the goals of higher automation levels. A section of the solution sketch is provided that directs the readers to the potential research directions for achieving accurate contextual awareness. To the best of our knowledge, this survey is uniquely positioned for its scope, taxonomy, and future directions.

    Original languageEnglish
    Article number4075
    JournalSensors
    Volume23
    Issue number8
    DOIs
    Publication statusPublished - Apr 2023

    Keywords

    • automated driving system (ADS)
    • autonomous vehicle (AV)
    • data pre-processing
    • machine learning (ML)
    • multimodal fusion
    • rule framing
    • situation awareness (SA)

    ASJC Scopus subject areas

    • Analytical Chemistry
    • Information Systems
    • Biochemistry
    • Atomic and Molecular Physics, and Optics
    • Instrumentation
    • Electrical and Electronic Engineering

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