TY - GEN
T1 - The Investigation of the Captain’s Neurophysiological Activation Patterns as Situational Awareness Loss During Single-Pilot Operations Through EEG
AU - Li, Qinbiao
AU - Yiu, Cho Yin
AU - Yuan, Xin
AU - Ng, Kam K.H.
N1 - Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2026.
PY - 2026/6
Y1 - 2026/6
N2 - Advances in cockpit automation have enabled the concept of single-pilot operations (SPO), proposed to alleviate pilot scarcity and reduce crew expenses while sustaining operational capacity. A major barrier to SPO adoption is maintaining situational awareness (SA), the cognitive ability to perceive, comprehend, and anticipate flight conditions, i.e., a leading factor in aviation incidents and is exacerbated in SPO due to the lack of a first-officer’s support. This study aimed to identify neurophysiological patterns of SA loss during SPO using EEG. Twenty licensed airline pilots participated in a high-fidelity SPO simulation encompassing whole flight phases with embedded emergencies designed to induce SA fluctuations. Brain activity was recorded via a 32-channel EEG, while situational awareness was measured in real time using the validated Situational Present Assessment Method (SPAM). Twenty-three SPAM probes were administered at specific moments to minimize task interference. SPAM scores were categorized into high SA and low SA groups to label EEG data using unsupervised learning based on the reaction time. After EEG preprocessing and analysis, compared to high SA states, low SA was associated with significant PSD reductions in θ and α bands across frontal, parietal, temporal, and occipital lobes. Reductions in β and γ bands were confined to temporal and occipital regions. These findings provide objective, brain-based indicators of SA loss in SPO, addressing limitations of subjective measures and supporting SPO safety validation. The study integrated high-fidelity simulation, real-time EEG, and validated SA probing offers a replicable framework for future cognitive state research in complex aviation environments.
AB - Advances in cockpit automation have enabled the concept of single-pilot operations (SPO), proposed to alleviate pilot scarcity and reduce crew expenses while sustaining operational capacity. A major barrier to SPO adoption is maintaining situational awareness (SA), the cognitive ability to perceive, comprehend, and anticipate flight conditions, i.e., a leading factor in aviation incidents and is exacerbated in SPO due to the lack of a first-officer’s support. This study aimed to identify neurophysiological patterns of SA loss during SPO using EEG. Twenty licensed airline pilots participated in a high-fidelity SPO simulation encompassing whole flight phases with embedded emergencies designed to induce SA fluctuations. Brain activity was recorded via a 32-channel EEG, while situational awareness was measured in real time using the validated Situational Present Assessment Method (SPAM). Twenty-three SPAM probes were administered at specific moments to minimize task interference. SPAM scores were categorized into high SA and low SA groups to label EEG data using unsupervised learning based on the reaction time. After EEG preprocessing and analysis, compared to high SA states, low SA was associated with significant PSD reductions in θ and α bands across frontal, parietal, temporal, and occipital lobes. Reductions in β and γ bands were confined to temporal and occipital regions. These findings provide objective, brain-based indicators of SA loss in SPO, addressing limitations of subjective measures and supporting SPO safety validation. The study integrated high-fidelity simulation, real-time EEG, and validated SA probing offers a replicable framework for future cognitive state research in complex aviation environments.
KW - EEG
KW - power spectrum density
KW - Single-pilot operation
KW - situational awareness
UR - https://www.scopus.com/pages/publications/105043083364
U2 - 10.1007/978-3-032-29459-3_13
DO - 10.1007/978-3-032-29459-3_13
M3 - Conference article published in proceeding or book
AN - SCOPUS:105043083364
SN - 9783032294586
T3 - Lecture Notes in Computer Science
SP - 177
EP - 187
BT - Engineering Psychology and Cognitive Ergonomics - 23rd International Conference, EPCE 2026, Held as Part of the 28th HCI International Conference, HCII 2026, Proceedings
A2 - Li, Wen-Chin
A2 - Plioutsias, Anastasios
PB - Springer Science and Business Media Deutschland GmbH
T2 - 23rd International Conference on Engineering Psychology and Cognitive Ergonomics, EPCE 2026
Y2 - 26 July 2026 through 31 July 2026
ER -