Multimodal Presentation of Local Danger Warnings for Drivers: A Situation-Dependent Assessment of Usability

Multimodal Presentation of Local Danger Warnings for Drivers:
A Situation-Dependent Assessment of Usability

Yujia Cao Mariët Theune Christian Müller
Human Media Interaction Human Media Interaction German Research Center
University of Twente University of Twente for Artificial Intelligence
P.O. Box 217, 7500 AE, P.O. Box 217, 7500 AE, Building D32, Campus
Enschede, the Netherlands Enschede, the Netherlands Saarbrücken, Germany
y.cao@utwente.nl m.theune@utwente.nl christian.mueller@dfki.de

Abstract urgent, so drivers usually have very limited time to think
This study addresses how advanced driver assistant and react. Therefore, local danger warning messages
systems (ADAS) should communicate with drivers, should be communicated in a way that allows them to be
focusing on the local danger warning function. To picked up quickly (efficiency) and correctly
achieve high-quality assistance, the communication mode (effectiveness).
needs to be adaptive to changes in driving situation A challenge to reach this goal lies in the fact that
(driver’s state, workload and environment). In a user driving conditions are very diverse, such as in heavy
study investigating different warning communication traffic, on an empty highway, under strong sunlight, in the
modes, drivers were required to assess the usability of night, in the fog, just to name a few. Variations in driving
each communication mode in five different driving conditions alter the demand driving imposes on the driver,
situations. Results revealed that driving situation as well as the requirements on appropriate communication
significantly affected the perceived usefulness of each modes. For example, auditory messages are appropriate in
warning communication mode, mainly due to the use of a low-visibility condition, because drivers need to keep
modality. Moreover, regardless of communication mode, their eyes on the road. However, they might be less
the local danger warning function was considered as the effective when there are rich sounds in the car, such as
most useful in the low visibility situation and the least radio and conversations. Therefore, there might not be
useful in the highly-demanding driving situation. one fixed communication mode that is the optimum for all
Findings of this study can be applied to the design of conditions. Instead, ADAS need to be adaptive to changes
ADAS in general. Keywords: multimodal presentation, in the needs of the user, his/her workload and the
local danger warning, adaptability. environment that (s)he is operating in [3, 4].
In this study, we investigated the usability of various
communication modes for local danger warnings. Two
aspects were considered, namely the level of assistance
Introduction
(what to communicate) and the use of modality (how to
Advanced Driver Assistant Systems (ADAS) are in-car communicate). Besides the influence of communication
systems to reduce or eliminate driver’s error, and enhance modes on the effectiveness and efficiency of warnings,
the efficiency of traffic [1]. One important function of we also intended to investigate the expected usefulness of
ADAS, among others, is local danger warning. Local each communication mode in different driving situations.
danger warning aims to extend the driver’s horizon and To this end, drivers were required to perform situation-
warn him/her of dangerous situations coming up. Recent dependent assessment for each mode, based on their real-
advances in inter-vehicle communication technology have life experiences. The selection of situation took into
largely promoted the application of local danger account both environmental and cognitive factors. This
warnings, because relevant information can be shared subjective assessment can be considered as a very first
between vehicles at runtime [2]. step in the design process of a fully-adaptive system,
To achieve high-quality assistance, ADAS need to because the results provide understating about drivers’
communicate with the driver in an effective and efficient needs in different situations and how they expect the
way. This is especially true in case of local danger system to adapt.
warnings; because first, they are usually low-frequency The remainder of the paper is organized as follows.
events, so drivers might be less ready for them compared First, the experiment is described, including task, warning
with other ADAS functions. Second, they are highly design, procedure and measurements. We then present

and discuss the results. Finally, conclusions and future 2. Low visibility - when driving with a low visibility
directions are given. (in the night, fog etc.)
3. Fatigue - when being tired and unconcentrated
Experiment 4. Long drive – during a long and boring drive (e.g. a
long trip on the highway)
A user study was carried out using a driving simulator 5. High demand - when driving in highly demanding
integrated in a real car. Drivers drove on a highway with situations (in heavy traffic, in unfamiliar city etc.)
two lanes for the same direction. At random intervals, Each rating was performed on a 6-level scale from 0
they received warnings about road obstacles in a short (not useful at all) to 5 (very useful). Note that these
distance ahead (8 to 10 seconds’ drive) but not yet visible. situations were not actually simulated in the experiment,
A warning message contained three elements: obstacle thus the ratings reflect the expected usefulness based on
type, location and distance. To avoid the danger, drivers drivers’ real-life experiences. By analyzing the ratings,
were required to change lane if the obstacle was on the we intended to answer the following two questions:
nearside lane and to brake if the obstacle was on the  In which situation(s) is the assistance of local danger
offside lane or on the roadside. warning thought to be more useful (appreciated)?
Warning communication mode was manipulated by  In each driving situation, which communication
two factors. The level of assistance varied between modes make the warnings more useful?
warning only and warning preceded by action suggestion
(brake or lane change). The use of modality had four
options: speech warning, visual warning with beep sound Results
cue, visual warning with blinking bar cue, and combined First, a two-way repeated-measure ANOVA was
visual and speech warning. Note that action suggestions conducted on the rating scores, using warning
were always communicated via speech. In total, 8 communication mode (simply referred as ‘mode’ in this
communication modes were investigated, as summarized section) and situation as two independent factors. Results
in Table 1. showed that both factors had a significant influence on the
Table 1. The 8 communication modes investigated. usefulness of warnings (mode: F (7, 25) =11.7, p<0.001;
situation: F (4, 28) =24.1, p<0.001). As expected, there
1 2 3 4 5 6 7 8 was also an interaction effect between these two factors
Action suggestion √ √ √ √ (F (28, 4) =5.7, p<0.05).
Visual message √ √ √ √ √ √ In the ‘low visibility’ situation, the modes received the
Speech message √ √ √ √ highest usefulness rating score in average, whereas in the
Beep sound cue √ √ ‘high demand’ situation they received the lowest (see
Blinking bar cue √ √ Figure 1). Post-hoc analysis (Bonferroni tests) further
revealed significant differences in rating score between
32 drivers participated in the experiment. The ‘low visibility’ and each of the other four situations. The
procedure started with an introduction, followed by a same was also found for the ‘high demand’ situation. In
training session. Afterwards, each driver drove 8 tracks combination, these results suggest that the assistance of
with warnings communicated in different modes. The local danger warnings could be generally more useful and
track order was counter-balanced. Drivers were required more needed (appreciated) in some situations than in
to fill in questionnaires during the short breaks between others, regardless of how warnings are communicated.
two tracks. Drivers in this study considered local danger warnings the
Following the ISO usability standard (ISO 9241-11 most useful when the visibility was low and the least
[5]), we evaluated the warning communication modes in useful when driving itself was highly demanding.
terms of effectiveness (the danger avoidance performance,
the message recall performance etc.), efficiency (reaction
time, driving load assessment etc.) and satisfaction
(situation-dependent usability assessment). Regarding
effectiveness and efficiency, a detailed description of the
measurements and the results can be found in [6]. Here,
we focus on satisfaction.
Satisfaction on warning communication was measured
in terms of situation-dependent subjective assessments.
Drivers were asked to evaluate how useful each
communication mode would be in 5 specified situations:
1. Rich sound - when driving with rich surrounding
sounds (noise, radio, conversation etc.) Figure 1. Average rating score over all modes for each
situation. Error bars represent standard errors.

We then moved on to investigating which mode(s) not preferred. Furthermore, an interaction effect between
made the warnings the most useful in each driving the modality and the level of assistance was also found.
situation. The approach was to zoom into each situation This is because the benefit of AS (always in speech) was
and perform a two-way repeated-measure ANOVA on the particularly pronounced with the ‘blink + visual’ modality
rating scores, using modality and level of assistance as variant, which was purely visual without AS.
independent factors.
The results regarding the level of assistance showed a
high consistency - in all 5 situations, warnings with action
suggestions (AS) were considered significantly more (a)
useful than warnings without AS (see Figure 2-6). This
suggests that AS could be generally beneficial, regardless
of the use of modality and the driving situation. However,
results from the modality factor revealed diversity, which
actually explained the interaction effect between mode
and situation.
Rich sound: when there are rich sounds in the driving
environment, visual modalities are expected to be highly
(b)
necessary, because the saliency of auditory modalities
degrades in proportion to competing surrounding sound
level [7]. Indeed, the two purely auditory presentation
modes (speech with and without AS) were rated as the
least useful (see Figure 2(a)). Post-hoc (Bonferroni) tests
confirmed that speech (only) received significantly lower
rating scores than each of the other three modality
variants. The difference between the other three modality
variants did not reach a statistically significant level, (c)
indicating that as long as there are visual modalities
involved, the warning communication is useful in this
driving condition.
Low visibility: in this condition the ‘speech + visual’
modality variant was considered as the most useful (see
Figure 2(b)). It was shown by Bonferroni tests to be
significantly more useful than each of the other three
variants. The explanation of this finding is twofold. First,
when visibility is low, it is particularly important to keep (d)
eyes on the road. Therefore, it should be more appropriate
to communicate warnings orally rather than visually.
Second, using only speech does not offer cognitive
advantages because speech does not allow free perception
[7], meaning that attention has to be focused on the
speech during its presentation, in order to fully perceive
the content. Therefore, it is beneficial to also provide
visual warnings as supplement to speech warnings.
Fatigue: in this condition, the ‘speech + visual’ and (e)
‘beep + visual’ variants were rated as significantly more
useful than the other two modality variants, and there was
no significant difference between the two (Figure 2(c)).
This finding can be explained by the fact that auditory
modalities are much more salient than visual modalities.
Attention is promptly directed to an auditory signal upon Figure 2. Average usefulness rating scores in each
the onset of its presentation [8]. When drivers are tired driving condition. (a) rich sound, (b) low visibility, (c)
and unconcentrated, they tend to be less attentive. In this fatigue, (d) long drive, (e) high demand.
case, the speech warning and the beep sound cue were Long drive: The ratings in this condition closely
both considered useful, because they are able to attract resemble the ones in the ‘fatigue’ condition (Figure 2(d)).
attention timely and increase vigilance level. However, This might be due to the fact that a long drive on the
using a purely auditory modality (speech only) was still

highway often makes the drive feel tired and less placed on communication modes. In this study, this
attentive. The ‘speech + visual’ and the ‘beep + visual’ influence was mainly reflected by the use of modality,
variants were judged as significantly more useful than the rather than the level of assistance. Although derived from
other two. The interaction effect was also present. a local danger warning scenario, findings of this study can
High demand: When the driving task imposes a high be applied to the design of ADAS in general. Future work
cognitive load on the driver, the freedom of perception is to obtain a deeper understanding of the interaction
becomes particularly important, because when available between communication mode and driving situation, by
cognitive recourses are limited, drivers might need to investigating a wider range of ADAS functions,
frequently switch between the driving task and the communication factors and situations. It would also be
warning perception/comprehension. The rating scores for helpful to actually simulate the investigated situations in
this situation showed that the ‘speech + visual’ modality an experiment.
variant clearly stood out (see Figure 2(e)). According to
Bonferroni tests, it was rated significantly higher than Acknowledgements
each of the other three variants, among which no
significant difference was found. Auditory warnings can This work was funded by the EC Artemis project on
be perceived while keeping the eyes on the traffic, while Human-Centric Design of Embedded Systems (SmarcoS,
visual warnings are self-paced and allow being read in Nr. 100249) and the German Ministry of Education and
segments at multiple times. In combination, the ‘speech + Research (project Car-Oriented Multimodal Interface
visual’ modality variant could provide the largest freedom Architecture, grant number 01IW08004).
of perception among the four.
In summary, visual modalities are highly necessary References
when driving with rich surrounding sounds. Auditory
[1] K. A. Brookhuis, D. De Waard, and W. H. Janssen,
modalities are recommended in a low-visibility situation "Behavioural impacts of Advanced Driver Assistance
due to their “eyes-free” nature. Due to the ability to attract Systems–an overview," European Journal on
attention and enhance vigilance, auditory modalities are Transportation and Infrastructure Research, vol. 1, pp. 245-
also suitable when the driver is tired or unconcentrated, or 253, 2001.
the trip is long and boring. The combination of visual and
speech warnings offers freedom of perception, thus is [2] T. Kosch, "Local danger warning based on vehicle ad-hoc
particularly suitable during a highly demanding drive. In networks: Prototype and simulation," in First International
fact, this combination was rated as the (or one of the) Workshop on Intelligent Transportation (WIT’04), 2004.
most useful modality variant(s) in all 5 situations.
[3] L. M. Reeves, J. Lai, J. A. Larson, S. Oviatt, T. S. Balaji, S.
However, this doesn’t simply imply that local danger Buisine, P. Collings, P. Cohen, B. Kraal, and J. C. Martin,
warnings should always be communicated redundantly "Guidelines for multimodal user interface design,"
via both visual modalities and speech. There are factors Communications of the ACM, vol. 47, pp. 57-59, 2004.
other than driving situation that might influence the
selection of an appropriate communication mode, such as [4] N. B. Sarter, "Multimodal information presentation: Design
the type of information and the availability of system guidance and research challenges," International journal of
resources. Therefore, what is really needed for the design industrial ergonomics, vol. 36, pp. 439-445, 2006.
of adaptive systems is knowledge on how driving
[5] "ISO 9241: Ergonomic requirements for office work with
situation changes the requirements on communication
visual display terminals (VDTS) - part 11: Guidance on
modes, from which the appropriateness of each usability," 1998.
communication mode under each situation can be
inferred. [6] Y. Cao, A. Mahr, S. Castronovo, M. Theune, C. Stahl, and
C. Müller, "Local danger warnings for drivers: The effect of
Conclusions and Future Work modality and level of assistance on driver reaction," in
International Conference on Intelligent User Interfaces
The situation-dependent usability assessment in this (IUI’10), pp. 239-248 , 2010.
study has confirmed that it is indeed necessary for ADAS
to adapt the communication mode of local danger [7] N. O. Bernsen, "Multimodality in language and speech
warnings to changes in driving situation. First of all, the systems - from theory to design support tool," in
Multimodality in language and speech systems, B.
functionality of local danger warning might be more
Granström, D. House, and I. Karlsson, Eds., pp. 93-148,
useful (appreciated) in some situations than in others. 2001.
Drivers in this study considered local danger warnings the
most useful when the visibility was low and the least [8] C. Spence, M. E. R. Nicholls, and J. Driver, "The cost of
useful when driving itself was highly demanding. Second, expecting events in the wrong sensory modality," Perception
the driving situation also influences the requirements and Psychophysics, vol. 63, pp. 330-336, 2001.

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