Advancing aviation safety through machine learning and psychophysiological data: a systematic review
I Alreshidi, I Moulitsas, KW Jenkins - IEEE Access, 2024 - ieeexplore.ieee.org
In the aviation industry, safety remains vital, often compromised by pilot errors attributed to
factors such as workload, fatigue, stress, and emotional disturbances. To address these …
factors such as workload, fatigue, stress, and emotional disturbances. To address these …
Multimodal approach for pilot mental state detection based on EEG
I Alreshidi, I Moulitsas, KW Jenkins - Sensors, 2023 - mdpi.com
The safety of flight operations depends on the cognitive abilities of pilots. In recent years,
there has been growing concern about potential accidents caused by the declining mental …
there has been growing concern about potential accidents caused by the declining mental …
Knowledge workers mental workload prediction using optimised ELANFIS
I Teoh Yi Zhe, P Keikhosrokiani - Applied Intelligence, 2021 - Springer
The competitive society in the new era calls for more research to improve the well-being of
workers as well as to improve their productivity. Knowledge workers face a high mental …
workers as well as to improve their productivity. Knowledge workers face a high mental …
Effects of Task Proficiency and Automation Reliability on Pilot-ePilot Teaming in Intelligent Aircraft Cockpits
X Zhang, Y Sun, C Yan, H Mao - International Journal of Human …, 2024 - Taylor & Francis
Intelligence of aircraft cockpits can be improved by creating an electronic pilot (ePilot) to
establish a Pilot-ePilot teaming relationship. Effects of task proficiency and automation …
establish a Pilot-ePilot teaming relationship. Effects of task proficiency and automation …
Recognizing user proficiency in piloting small unmanned aerial vehicles (sUAV)
User proficiency in manual operation of autonomous systems is crucial to the performance of
these systems because users are often the final barrier in detecting and correcting abnormal …
these systems because users are often the final barrier in detecting and correcting abnormal …
Model predictive control of the degree of automation optimizing robot health
CA Braun, A Ramesh, S Rothfuß… - 2023 IEEE 17th …, 2023 - ieeexplore.ieee.org
Adjusting operator support in human-machine systems is a promising way of combining
operator involvement with high overall system performance. Adaptive automation aims to …
operator involvement with high overall system performance. Adaptive automation aims to …
Towards adaptive coaching in piloting tasks: learning pilots' behavioral profiles from flight data
The use of machine learning techniques for safety analysis, incident and accident
investigation, fault detection and also for the study of piloting behaviors has gained …
investigation, fault detection and also for the study of piloting behaviors has gained …
Developing a multimodal affect assessment for aviation training
T Li, I Jraidi, A Ruiz Segura, L Holton… - Intelligent Tutoring Systems …, 2020 - Springer
This paper presents a multimodal affect assessment protocol developed for aviation training,
which consists of physiological, behavioral measures of affect and subjective self-report of …
which consists of physiological, behavioral measures of affect and subjective self-report of …
Comparative analysis of machine learning techniques in assessing cognitive workload
C Elkin, V Devabhaktuni - … and Cognitive Engineering: Proceedings of the …, 2020 - Springer
Cognitive workload refers to the amount of mental capacity that is stored in working memory
and remains a vital yet challenging aspect of many human factors applications. This paper …
and remains a vital yet challenging aspect of many human factors applications. This paper …
A Multi-Population Genetic Backpropagation Neural Network Approach for Perceived Workload Evaluation of Pilots
Q Zhang, X Zhang, H Xue - 2023 11th International Conference …, 2023 - ieeexplore.ieee.org
The perceived workload of pilots reflects their current state, and understanding the pilot's
state is crucial for system design, accident prevention, and mission planning. Monitoring the …
state is crucial for system design, accident prevention, and mission planning. Monitoring the …