Title :
Assessment of speech dialog systems using multi-modal cognitive load analysis and driving performance metrics
Author :
Kleinschmidt, Tristan ; Boyraz, Pinar ; Brril, H. ; Sridharan, Sridha ; Hansen, John H L
Author_Institution :
Speech & Audio Res. Lab., Queensland Univ. of Technol., Brisbane, QLD, Australia
Abstract :
In this paper, cognitive load analysis via acoustic-and CAN-Bus-based driver performance metrics is employed to assess two different commercial speech dialog systems (SDS) during in-vehicle use. Several metrics are proposed to measure increases in stress, distraction and cognitive load and we compare these measures with statistical analysis of the speech recognition component of each SDS. It is found that care must be taken when designing an SDS as it may increase cognitive load which can be observed through increased speech response delay (SRD), changes in speech production due to negative emotion towards the SDS, and decreased driving performance on lateral control tasks. From this study, guidelines are presented for designing systems which are to be used in vehicular environments.
Keywords :
man-machine systems; speech recognition; statistical analysis; CAN-Bus-based driver performance; driving performance metrics; lateral control tasks; multimodal cognitive load analysis; speech dialog systems; speech recognition component; speech response delay; statistical analysis; Acoustic measurements; Acoustical engineering; Cellular phones; Delay; Guidelines; Instruments; Performance analysis; Speech analysis; Stress measurement; Systems engineering and theory;
Conference_Titel :
Vehicular Electronics and Safety (ICVES), 2009 IEEE International Conference on
Conference_Location :
Pune
Print_ISBN :
978-1-4244-5442-6
DOI :
10.1109/ICVES.2009.5400232