Is conditionally automated driving a bad idea? Observations from an on-road study in automated vehicles with multiple levels of driving automation

With the increasing adoption of driving automation technologies, vehicles equipped with SAE Level 3 driving automation are becoming available on the market. This study explores drivers' behaviour when driving conditionally automated vehicles on-road, providing multiple levels of driving automation. Sixteen participants drove a Wizard-of-Oz vehicle offering several levels of automation (Manual, SAE Level 2 and Level 3) on a public highway. Data was collected during driving sessions (observations and think-aloud) and post-driving sessions (in-depth interviews). The results indicate that drivers show errors in mode transitions and mode awareness. These errors include unintended deactivation of Level 2 driving automation, confusion about driving modes after disengaging Level 3 driving automation, and confusion about the current driving mode. These findings highlight a fundamental limitation in the design of automation systems when humans are required to operate multiple modes within a single system, making it challenging to distinguish between them clearly. This ambiguity and lack of understanding affected how drivers interacted with, interpreted, and responded to the automated vehicle. The study provides insights for designing automated vehicles with multiple levels of driving automation, aiming to improve mode awareness and overall safety.

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Institutions

Publication Details

Journal
Applied Ergonomics
Published
2025-08-19
DOI
https://doi.org/10.1016/j.apergo.2025.104617
Citations
4
Primary Topic
Human-Automation Interaction and Safety
Type
article
Field-Weighted Citation Impact
9.75

Funders

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article

Is conditionally automated driving a bad idea? Observations from an on-road study in automated vehicles with multiple levels of driving automation

Fjollë Novakazi, MariAnne Karlsson, Soyeon Kim
4 citations
Applied Ergonomics
Human-Automation Interaction and Safety
9.75
article

Is conditionally automated driving a bad idea? Observations from an on-road study in automated vehicles with multiple levels of driving automation

Fjollë Novakazi, MariAnne Karlsson, Soyeon Kim
article en
4 citations

Abstract

With the increasing adoption of driving automation technologies, vehicles equipped with SAE Level 3 driving automation are becoming available on the market. This study explores drivers' behaviour when driving conditionally automated vehicles on-road, providing multiple levels of driving automation. Sixteen participants drove a Wizard-of-Oz vehicle offering several levels of automation (Manual, SAE Level 2 and Level 3) on a public highway. Data was collected during driving sessions (observations and think-aloud) and post-driving sessions (in-depth interviews). The results indicate that drivers show errors in mode transitions and mode awareness. These errors include unintended deactivation of Level 2 driving automation, confusion about driving modes after disengaging Level 3 driving automation, and confusion about the current driving mode. These findings highlight a fundamental limitation in the design of automation systems when humans are required to operate multiple modes within a single system, making it challenging to distinguish between them clearly. This ambiguity and lack of understanding affected how drivers interacted with, interpreted, and responded to the automated vehicle. The study provides insights for designing automated vehicles with multiple levels of driving automation, aiming to improve mode awareness and overall safety.

Applied ErgonomicsVol. 129
Chalmers University of Technology (SE), Delft University of Technology (NL)
Volvo Cars of North America, Horizon 2020 Framework Programme, HORIZON EUROPE Framework Programme
Openalex Percentile: Top 2%
Human-Automation Interaction and Safety
9.75
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Is conditionally automated driving a bad idea? Observations from an on-road study in automated vehicles with multiple levels of driving automation — Fjollë Novakazi, MariAnne Karlsson, et al. · Applied Ergonomics (2025) | TGRS Research Map | TGRS