A Systematic Literature Review about the impact of Artificial Intelligence on Autonomous Vehicle Safety

04/04/2019
by   A. M. Nascimento, et al.
0

Autonomous Vehicles (AV) are expected to bring considerable benefits to society, such as traffic optimization and accidents reduction. They rely heavily on advances in many Artificial Intelligence (AI) approaches and techniques. However, while some researchers in this field believe AI is the core element to enhance safety, others believe AI imposes new challenges to assure the safety of these new AI-based systems and applications. In this non-convergent context, this paper presents a systematic literature review to paint a clear picture of the state of the art of the literature in AI on AV safety. Based on an initial sample of 4870 retrieved papers, 59 studies were selected as the result of the selection criteria detailed in the paper. The shortlisted studies were then mapped into six categories to answer the proposed research questions. An AV system model was proposed and applied to orient the discussions about the SLR findings. As a main result, we have reinforced our preliminary observation about the necessity of considering a serious safety agenda for the future studies on AI-based AV systems.

READ FULL TEXT
research
04/14/2023

End-User Development for Artificial Intelligence: A Systematic Literature Review

In recent years, Artificial Intelligence has become more and more releva...
research
07/26/2021

Systematic Literature Review of Validation Methods for AI Systems

Context: Artificial intelligence (AI) has made its way into everyday act...
research
05/17/2022

A Comprehensive Study on Artificial Intelligence Algorithms to Implement Safety Using Communication Technologies

The recent development of artificial intelligence (AI) has increased the...
research
08/24/2021

Autoencoder-based Semantic Novelty Detection: Towards Dependable AI-based Systems

Many autonomous systems, such as driverless taxis, perform safety critic...
research
01/09/2022

Arguments about Highly Reliable Agent Designs as a Useful Path to Artificial Intelligence Safety

Several different approaches exist for ensuring the safety of future Tra...
research
03/07/2021

Coverage based testing for V V and Safety Assurance of Self-driving Autonomous Vehicles: A Systematic Literature Review

Self-driving Autonomous Vehicles (SAVs) are gaining more interest each p...
research
09/07/2022

Tackling problems, harvesting benefits – A systematic review of the regulatory debate around AI

How to integrate an emerging and all-pervasive technology such as AI int...

Please sign up or login with your details

Forgot password? Click here to reset