Big Data and Cognitive Computing · 2024 · 186 citations · 40 references
ComputingAutonomous SystemsComputer ScienceArtificial IntelligenceAutomationAutonomous VehiclesAutomotive TechnologyEthics Of Automated Decision-makingIntelligent Transportation SystemsVehicle ArchitectureVehicle ControlVehicle CybersecurityAutomation EthicsAutonomous Vehicle ControlAutonomous Vehicle SafetyAutonomous Vehicle SecurityEthical Considerations In ScreeningOperational DesignOperational Design Domain CoverageSoftware Development Life Cycle
The advent of autonomous vehicles has heralded a transformative era in transportation, reshaping the landscape of mobility through cutting-edge technologies. Central to this evolution is the integration of artificial intelligence (AI), propelling vehicles into realms of unprecedented autonomy. Commencing with an overview of the current industry landscape with respect to Operational Design Domain (ODD), this paper delves into the fundamental role of AI in shaping the autonomous decision-making capabilities of vehicles. It elucidates the steps involved in the AI-powered development life cycle in vehicles, addressing various challenges such as safety, security, privacy, and ethical considerations in AI-driven software development for autonomous vehicles. The study presents statistical insights into the usage and types of AI algorithms over the years, showcasing the evolving research landscape within the automotive industry. Furthermore, the paper highlights the pivotal role of parameters in refining algorithms for both trucks and cars, facilitating vehicles to adapt, learn, and improve performance over time. It concludes by outlining different levels of autonomy, elucidating the nuanced usage of AI algorithms, and discussing the automation of key tasks and the software package size at each level. Overall, the paper provides a comprehensive analysis of the current industry landscape, focusing on several critical aspects.
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A survey of deep learning techniques for autonomous driving
Sorin Grigorescu, Bogdan Trăsnea, Tiberiu Cocias et al. · Journal of Field Robotics · 2019 · 1.7K citations · Full text