Tracking the Unseen and Unaware: Deciphering Controllers' Detection Failures to Warnings Through Eye-Tracking Metrics

The integration of digital towers in air traffic control (ATC) intensifies visual complexity of controllers, increasing the risk of detection failure (DF) to warnings and compromising airspace safety. The inherent variability in human situational awareness and behaviors further complicates the diffe...

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Vydané v:International journal of human-computer interaction Ročník 41; číslo 19; s. 11895 - 11914
Hlavní autori: Li, Zhimin, Li, Fan, Lyu, Mengtao
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Norwood Taylor & Francis 02.10.2025
Lawrence Erlbaum Associates, Inc
Predmet:
Acknowledgment
Air safety
Air traffic control
Aviation
Classification
Consciousness
detection failures recognition
Differentiation
Eye fixation
Eye movements
Eye tracking
Human technology relationship
Human-computer interaction
Induction
Operators
Perception
Perceptions
Real time
Recognition
Safety
Situational awareness
Towers
Tracking
Warning detection
warning frequency
Warnings
ISSN:1044-7318, 1532-7590, 1044-7318
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Abstract The integration of digital towers in air traffic control (ATC) intensifies visual complexity of controllers, increasing the risk of detection failure (DF) to warnings and compromising airspace safety. The inherent variability in human situational awareness and behaviors further complicates the differentiation and recognition of various DFs. This study deciphers DF by categorizing it into types based on Endsley's situation awareness theory, identifying specific causes and key indicators. A four-phase framework-DF classification, DF induction experiment, gaze dynamics analytics, and DF-type recognition-was applied to gaze data from 26 subjects. Results revealed distinct gaze patterns for non-perception, unaware perception, and aware perception of warnings, with continuous warnings weakening operators' awareness but enhancing foresight of warning implications. A random forest model achieved 80% precision in DF-type recognition, offering empirical support for real-time DF recognition and targeted interventions to improve visual warning detection and human-computer interaction in aviation safety.
AbstractList The integration of digital towers in air traffic control (ATC) intensifies visual complexity of controllers, increasing the risk of detection failure (DF) to warnings and compromising airspace safety. The inherent variability in human situational awareness and behaviors further complicates the differentiation and recognition of various DFs. This study deciphers DF by categorizing it into types based on Endsley's situation awareness theory, identifying specific causes and key indicators. A four-phase framework-DF classification, DF induction experiment, gaze dynamics analytics, and DF-type recognition-was applied to gaze data from 26 subjects. Results revealed distinct gaze patterns for non-perception, unaware perception, and aware perception of warnings, with continuous warnings weakening operators' awareness but enhancing foresight of warning implications. A random forest model achieved 80% precision in DF-type recognition, offering empirical support for real-time DF recognition and targeted interventions to improve visual warning detection and human-computer interaction in aviation safety.
Author Li, Fan
Li, Zhimin
Lyu, Mengtao
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Cites_doi 10.1016/0925-7535(95)00060-7
10.1016/j.engappai.2023.107660
10.1016/j.apergo.2019.102967
10.3758/s13428-016-0745-x
10.1007/978-3-319-61061-0_6
10.1080/10447318.2018.1519166
10.1016/j.trip.2021.100502
10.1016/j.knosys.2021.108047
10.1016/j.ssci.2017.09.023
10.1080/10447318.2017.1371950
10.3389/fnhum.2016.00273
10.1007/s11042-023-16737-4
10.1068/p281059
10.1016/S0951-8320(00)00004-1
10.1080/10803548.1995.11076320
10.1093/oso/9780195126938.003.0003
10.1080/10447318.2024.2400376
10.1016/j.ergon.2024.103630
10.1016/j.ssci.2016.06.010
10.1109/TITS.2021.3069776
10.1037/0033-2909.124.3.372
10.3758/PBR.16.2.398
10.1519/JSC.0000000000002490
10.1016/0301-0511(78)90039-x
10.1177/154193120805200123
10.1109/CW.2018.00046
10.1177/154193120104500415
10.1016/j.neubiorev.2019.06.003
10.1109/THMS.2020.3016088
10.1057/ejis.2015.21
10.3389/fpsyg.2016.00761
10.1145/3588015.3588418
10.1016/j.aei.2024.102746
10.1207/s15327108ijap0101_4
10.1016/j.actpsy.2013.06.003
10.1080/10447318.2021.1908691
10.1523/JNEUROSCI.0447-13.2013
10.1109/EMBC.2017.8037359
10.1518/001872007X215656
10.1016/j.aei.2023.102123
10.1016/j.concog.2011.09.013
10.1080/10447318.2020.1860514
10.1016/j.ssci.2008.09.007
10.1518/001872095779049543
10.1080/10447318.2021.1970434
10.3758/s13428-010-0054-8
10.1007/978-3-030-20503-4_64
10.1016/j.ssci.2023.106295
10.1016/j.ssci.2021.105518
10.1080/10447318.2018.1496970
10.1207/s15327051hci1904_9
10.1080/10447318.2023.2254645
10.1016/j.aap.2015.01.018
10.1080/10447318.2021.1894800
10.3390/rs14153547
10.1109/TITS.2020.3044927
10.1016/j.dss.2016.09.010
10.3758/s13428-013-0414-2
10.1016/j.ergon.2019.03.007
10.1017/CBO9780511801389
10.1016/j.ssci.2014.07.018
10.1007/978-3-031-35939-2_6
10.1016/j.knosys.2024.112086
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References Akhawe D. (e_1_3_4_2_1) 2013
e_1_3_4_3_1
e_1_3_4_61_1
e_1_3_4_63_1
e_1_3_4_9_1
e_1_3_4_42_1
e_1_3_4_7_1
e_1_3_4_40_1
e_1_3_4_5_1
e_1_3_4_23_1
e_1_3_4_46_1
e_1_3_4_69_1
e_1_3_4_21_1
e_1_3_4_44_1
e_1_3_4_27_1
e_1_3_4_65_1
Holmqvist K. (e_1_3_4_24_1) 2011
e_1_3_4_25_1
e_1_3_4_48_1
e_1_3_4_67_1
e_1_3_4_29_1
e_1_3_4_53_1
e_1_3_4_30_1
e_1_3_4_51_1
e_1_3_4_70_1
e_1_3_4_13_1
e_1_3_4_34_1
e_1_3_4_59_1
e_1_3_4_55_1
e_1_3_4_11_1
e_1_3_4_32_1
e_1_3_4_17_1
e_1_3_4_38_1
e_1_3_4_15_1
e_1_3_4_36_1
e_1_3_4_57_1
e_1_3_4_19_1
e_1_3_4_4_1
Ke G. (e_1_3_4_28_1) 2017; 30
e_1_3_4_62_1
e_1_3_4_64_1
e_1_3_4_8_1
e_1_3_4_20_1
e_1_3_4_41_1
e_1_3_4_6_1
e_1_3_4_60_1
e_1_3_4_45_1
e_1_3_4_22_1
e_1_3_4_43_1
e_1_3_4_49_1
e_1_3_4_66_1
e_1_3_4_26_1
e_1_3_4_47_1
e_1_3_4_68_1
e_1_3_4_31_1
e_1_3_4_52_1
e_1_3_4_50_1
e_1_3_4_12_1
e_1_3_4_35_1
e_1_3_4_58_1
e_1_3_4_10_1
e_1_3_4_33_1
e_1_3_4_54_1
e_1_3_4_16_1
e_1_3_4_39_1
e_1_3_4_14_1
e_1_3_4_37_1
e_1_3_4_56_1
e_1_3_4_18_1
References_xml – ident: e_1_3_4_48_1
  doi: 10.1016/0925-7535(95)00060-7
– ident: e_1_3_4_32_1
  doi: 10.1016/j.engappai.2023.107660
– volume-title: Eye tracking: A comprehensive guide to methods and measures
  year: 2011
  ident: e_1_3_4_24_1
– ident: e_1_3_4_9_1
  doi: 10.1016/j.apergo.2019.102967
– ident: e_1_3_4_19_1
  doi: 10.3758/s13428-016-0745-x
– ident: e_1_3_4_16_1
  doi: 10.1007/978-3-319-61061-0_6
– ident: e_1_3_4_43_1
  doi: 10.1080/10447318.2018.1519166
– ident: e_1_3_4_54_1
  doi: 10.1016/j.trip.2021.100502
– ident: e_1_3_4_30_1
  doi: 10.1016/j.knosys.2021.108047
– ident: e_1_3_4_56_1
  doi: 10.1016/j.ssci.2017.09.023
– ident: e_1_3_4_65_1
  doi: 10.1080/10447318.2017.1371950
– ident: e_1_3_4_6_1
  doi: 10.3389/fnhum.2016.00273
– ident: e_1_3_4_57_1
  doi: 10.1007/s11042-023-16737-4
– ident: e_1_3_4_58_1
  doi: 10.1068/p281059
– start-page: 257
  volume-title: 22nd USENIX Security Symposium (USENIX Security 13)
  year: 2013
  ident: e_1_3_4_2_1
– ident: e_1_3_4_20_1
– ident: e_1_3_4_23_1
  doi: 10.1016/S0951-8320(00)00004-1
– ident: e_1_3_4_47_1
  doi: 10.1080/10803548.1995.11076320
– volume: 30
  year: 2017
  ident: e_1_3_4_28_1
  article-title: Lightgbm: A highly efficient gradient boosting decision tree
  publication-title: Advances in Neural Information Processing Systems
– ident: e_1_3_4_39_1
  doi: 10.1093/oso/9780195126938.003.0003
– ident: e_1_3_4_25_1
  doi: 10.1080/10447318.2024.2400376
– ident: e_1_3_4_37_1
  doi: 10.1016/j.ergon.2024.103630
– ident: e_1_3_4_34_1
  doi: 10.1016/j.ssci.2016.06.010
– ident: e_1_3_4_70_1
  doi: 10.1109/TITS.2021.3069776
– ident: e_1_3_4_50_1
  doi: 10.1037/0033-2909.124.3.372
– ident: e_1_3_4_45_1
– ident: e_1_3_4_59_1
  doi: 10.3758/PBR.16.2.398
– ident: e_1_3_4_17_1
  doi: 10.1519/JSC.0000000000002490
– ident: e_1_3_4_64_1
  doi: 10.1016/0301-0511(78)90039-x
– ident: e_1_3_4_18_1
  doi: 10.1177/154193120805200123
– ident: e_1_3_4_51_1
  doi: 10.1109/CW.2018.00046
– ident: e_1_3_4_60_1
  doi: 10.1177/154193120104500415
– ident: e_1_3_4_26_1
  doi: 10.1016/j.neubiorev.2019.06.003
– ident: e_1_3_4_31_1
  doi: 10.1109/THMS.2020.3016088
– ident: e_1_3_4_7_1
  doi: 10.1057/ejis.2015.21
– ident: e_1_3_4_22_1
  doi: 10.3389/fpsyg.2016.00761
– ident: e_1_3_4_41_1
  doi: 10.1145/3588015.3588418
– ident: e_1_3_4_21_1
  doi: 10.1016/j.aei.2024.102746
– ident: e_1_3_4_55_1
  doi: 10.1207/s15327108ijap0101_4
– ident: e_1_3_4_46_1
  doi: 10.1016/j.actpsy.2013.06.003
– ident: e_1_3_4_27_1
  doi: 10.1080/10447318.2021.1908691
– ident: e_1_3_4_44_1
  doi: 10.1523/JNEUROSCI.0447-13.2013
– ident: e_1_3_4_5_1
  doi: 10.1109/EMBC.2017.8037359
– ident: e_1_3_4_13_1
  doi: 10.1518/001872007X215656
– ident: e_1_3_4_69_1
  doi: 10.1016/j.aei.2023.102123
– ident: e_1_3_4_52_1
  doi: 10.1016/j.concog.2011.09.013
– ident: e_1_3_4_38_1
  doi: 10.1080/10447318.2020.1860514
– ident: e_1_3_4_29_1
  doi: 10.1016/j.ssci.2008.09.007
– ident: e_1_3_4_15_1
  doi: 10.1518/001872095779049543
– ident: e_1_3_4_62_1
  doi: 10.1080/10447318.2021.1970434
– ident: e_1_3_4_63_1
  doi: 10.3758/s13428-010-0054-8
– ident: e_1_3_4_35_1
  doi: 10.1007/978-3-030-20503-4_64
– ident: e_1_3_4_40_1
  doi: 10.1016/j.ssci.2023.106295
– ident: e_1_3_4_49_1
  doi: 10.1016/j.ssci.2021.105518
– ident: e_1_3_4_68_1
  doi: 10.1080/10447318.2018.1496970
– ident: e_1_3_4_61_1
  doi: 10.1207/s15327051hci1904_9
– ident: e_1_3_4_66_1
  doi: 10.1080/10447318.2023.2254645
– ident: e_1_3_4_53_1
  doi: 10.1016/j.aap.2015.01.018
– ident: e_1_3_4_10_1
  doi: 10.1080/10447318.2021.1894800
– ident: e_1_3_4_42_1
  doi: 10.3390/rs14153547
– ident: e_1_3_4_67_1
  doi: 10.1109/TITS.2020.3044927
– ident: e_1_3_4_3_1
  doi: 10.1016/j.dss.2016.09.010
– ident: e_1_3_4_4_1
  doi: 10.3758/s13428-013-0414-2
– ident: e_1_3_4_8_1
  doi: 10.1016/j.ergon.2019.03.007
– ident: e_1_3_4_12_1
  doi: 10.1017/CBO9780511801389
– ident: e_1_3_4_11_1
  doi: 10.1016/j.ssci.2014.07.018
– ident: e_1_3_4_33_1
  doi: 10.1007/978-3-031-35939-2_6
– ident: e_1_3_4_14_1
– ident: e_1_3_4_36_1
  doi: 10.1016/j.knosys.2024.112086
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Snippet The integration of digital towers in air traffic control (ATC) intensifies visual complexity of controllers, increasing the risk of detection failure (DF) to...
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SubjectTerms Acknowledgment
Air safety
Air traffic control
Aviation
Classification
Consciousness
detection failures recognition
Differentiation
Eye fixation
Eye movements
Eye tracking
Human technology relationship
Human-computer interaction
Induction
Operators
Perception
Perceptions
Real time
Recognition
Safety
Situational awareness
Towers
Tracking
Warning detection
warning frequency
Warnings
Title Tracking the Unseen and Unaware: Deciphering Controllers' Detection Failures to Warnings Through Eye-Tracking Metrics
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