Multimodal Recognition of Cognitive Workload for Multitasking in the Car
Veröffentlichungsdatum
2010
Zusammenfassung
This work describes the development and evaluation of a recognizer for different levels of cognitive workload in the car. We collected multiple biosignal streams (skin conductance, pulse, respiration, EEG) during an experiment in a driving simulator in which the drivers performed a primary driving task and several secondary tasks of varying difficulty. From this data, an SVM based workload classifier was trained and evaluated.
Schlagwörter
Cognitive workload multimodal recognition
;
Car
;
Multiple biosignal streams
;
Skin conductance
;
Pulse
;
Respiration
;
EEG
;
SVM based workload classifier
;
Simulator
Fachbereich
Dokumenttyp
Konferenzbeitrag
Zeitschrift/Sammelwerk
Startseite
3748
Endseite
3751
Zweitveröffentlichung
Ja
Dokumentversion
Postprint
Lizenz
Sprache
Englisch
Dateien![Vorschaubild]()
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Name
PutzeJarvisSchultz_Multimodal recognition of Cognitive Workload_2010_accepted-version_PDF-A.pdf
Size
711.08 KB
Format
Adobe PDF
Checksum
(MD5):716c3b1ce41c4d78dfd20fc899aa78ff