Delft University of Technology
Automated feedback on viewing skills lowers accident involvement
Kuipers, Jorrit; Wieringa, Peter
Publication date 2018
Document Version Final published version Published in
Proceedings of
Citation (APA)
Kuipers, J., & Wieringa, P. (2018). Automated feedback on viewing skills lowers accident involvement. In N. Van Nes , & C. Voegelé (Eds.), Proceedings of: The 6th HUMMANIST Conference, June 13 and 14, 2018, The Hague, NL Lyon: HUMANIST publications .
Important note
To cite this publication, please use the final published version (if applicable). Please check the document version above.
Copyright
Other than for strictly personal use, it is not permitted to download, forward or distribute the text or part of it, without the consent of the author(s) and/or copyright holder(s), unless the work is under an open content license such as Creative Commons. Takedown policy
Please contact us and provide details if you believe this document breaches copyrights. We will remove access to the work immediately and investigate your claim.
This work is downloaded from Delft University of Technology.
01
234
5
789
05
7
0
84
3
5
73554
0
7
8925
3255!1
9
3"
5
#
0
39"
55925
$%95
&'
89!
&(
)*&+
5
8%5
0
1234556789 ! "#$"% & '(")
*+ +
,-.
/01.
234
5
22361784
/94
:;
2<;
9=4
>8;
?
?
>4
?
/<2@>4
177;
329.
4
;
9:/?
:2029.4
A/@@;.4B-;C2@>D+EFGHI+JKLMFNOLIP+QH+RFSTKQGQUP+V+WNFFK+ELKQD+XFITFNGYKZOD+[\!] ^2.2@4_;2@;9=1D+ EFGHI+JKLMFNOLIP+QH+RFSTKQGQUP+
B2`</@3>a41-./01.23452236178b4:;2<;9=4>8;??>b4177;329.4;9:/?:2029.b43@;:;9=4>;0-?1./@b4?21@9;9=4.c2/@`
+
4
,6>.@17.4
RTF+NLOd+QH+eFLKU+LKMQGMFZ+LK+YK+YSSLZFKI+LK+ITF+HLNOI+PFYN+YHIFN+GLSFKOLKU+LO+UNFYIFN+HQN+KQMLSF+ZNLMFNO+fTQ+gYOOFZ+ ITFLN+ZNLMLKU+FhYi+ITF+HLNOI+ILiF+ITYK+HQN+KQMLSF+ZNLMFNO+fTQ+HYLGFZ+ITFLN+HLNOI+ZNLMLKU+FhYij+kKTYKSFZ+INYLKLKU+ gNQUNYiiFO+SYK+OTQNIFK+ITF+ZlNYILQK+QH+INYLKLKU+YKZ+SYK+NYLOF+ITF+gYOOLKU+NYIF+QK+ITF+HLNOI+FhYiD+elI+SYK+YGOQ+ LKSNFYOF+YSSLZFKI+LKMQGMFiFKI+YHIFN+GLSFKOLKUj+mF+gNQgQOF+YlIQiYIFZ+HFFZeYSd+QK+MLFfLKU+OdLGGO+SYK+SQKINLelIF+ IQ+OYHF+ZNLMLKU+YHIFN+GLSFKOLKUj+nK+LKIFNMFKILQK+fYO+iYZF+LK+Y+ZNLMLKU+OLilGYIQN+SlNNLSlGli+IQ+OIlZP+ITF+INYKOHFN+ QK+ITF+HLNOI+ZNLMFN+FhYi+YKZ+NFIFKILQK+QH+ZNLMLKU+OdLGGO+HQN+OYHF+ZNLMLKU+LK+ITF+HLNOI+PFYN+YHIFN+GLSFKOLKUj+n+ olFOILQKKYLNF+fYO+OFKI+IQ+ppDqq*+HQNiFN+OIlZFKIOj+RTF+NFOlGIO+QH+pDrst+OleuFSIO+fTFNF+lOFZ+LK+ITLO+OIlZPj+RTF+ ZNLMLKU+OdLGGO+QH+Y+SQKINQG+UNQlg+fFNF+SQigYNFZ+IQ+ITF+ZNLMLKU+OdLGGO+QH+OleuFSIO+fTQ+HQGGQfFZ+ZNLMLKU+GFOOQKO+fLIT+ YlIQiYIFZ+HFFZeYSd+QK+MLFfLKU+eFTYMLQlNj+nKYGPOLO+QH+OLilGYIQN+ZYIY+YKZ+olFOILQKKYLNF+ZYIY+OTQfFZ+ OLUKLHLSYKI+ZLHHFNFKSFO+eFIfFFK+ITF+IfQ+UNQlgOj+XQMLSF+SYN+ZNLMFNO+fTQ+HQGGQfFZ+ZNLMLKU+GFOOQKO+QK+Y+OLilGYIQN+ fLIT+YlIQiYIFZ+HFFZeYSd+QK+MLFfLKU+OdLGGO+KFFZFZ+HFfFN+GFOOQKO+IQ+gYOO+ITF+ZNLMLKU+FhYij+RTF+OFGHvNFgQNIFZ+ YSSLZFKI+LKMQGMFiFKI+QH+ITLO+UNQlg+fYO+s*w+GQfFN+ITYK+ITF+SQKINQG+UNQlg+YKZ+spw+GQfFN+ITYK+ITF+YMFNYUF+ YSSLZFKI+LKMQGMFiFKI+LK+ITF+XFITFNGYKZOj+mF+OlUUFOI+lOLKU+YlIQiYIFZ+HFFZeYSd+QK+MLFfLKU+OdLGGO+LK+ZNLMFN+ INYLKLKU+eFHQNF+YKZ+YHIFN+gYOOLKU+ZNLMFN+FhYiLKYILQK+IQ+LKSNFYOF+NQYZ+OYHFIPj+
xyz
9.
@
/3-7.;
/94
RTF+NLOd+QH+eFLKU+LKMQGMFZ+LK+YK+YSSLZFKI+LK+ITF+HLNOI+PFYN+YHIFN+GLSFKOLKU+LO+UNFYIFN+HQN+KQMLSF+ZNLMFNO+fTQ+gYOO+ ITFLN+ZNLMLKU+FhYi+ITF+HLNOI+ILiF+ITYK+HQN+KQMLSF+ZNLMFNO+fTQ+HYLG+ITFLN+HLNOI+ZNLMLKU+FhYi+{|FKUF+*tqsD+}QNIOLUT+FI+ YGj+*tt~D+mFGGO+FI+YGj+pqj+kKTYKSFZ+INYLKLKU+gNQUNYiiFOD+GLdF+OdLZ+YMQLZYKSF+INYLKLKUD+SYK+OTQNIFK+ITF+ ZlNYILQK+QH+INYLKLKU+YKZ+SYK+NYLOF+ITF+gYOOLKU+NYIF+QK+ITF+HLNOI+FhYiD+elI+SYK+YGOQ+LKSNFYOF+YSSLZFKI+LKMQGMFiFKI+ YHIFN+GLSFKOLKUj+RTF+NFIFKILQK+QH+OdLGGO+KFSFOOYNP+HQN+OYHF+ZNLMLKUD+OTQfFZ+ZlNLKU+ITF+ZNLMFN+FhYiD+LO+NFGYILMF+GQf+ LK+ITF+HLNOI+iQKITO+YHIFN+GLSFKOLKUj+nHIFN+GLSFKOLKUD+ITF+HFFZeYSd+QH+ITF+ZNLMLKU+LKOINlSIQN+OIQgO+LiiFZLYIFGPj+RTF+ GQOO+QH+ITF+FhIFNKYG+HFFZeYSd+ZLNFSIGP+GFYZO+IQ+FNQOLQK+QH+OdLGGO+k+{lLgFNO+p*rj+XQMLSF+ZNLMFNO+LK+ITF+ XFITFNGYKZO+YNF+r+IQ++ILiFO+iQNF+HNFolFKIGP+LKMQGMFZ+LK+YSSLZFKIO+SQigYNFZ+IQ+FhgFNLFKSFZ+ZNLMFNOj+RTLO+ gTFKQiFKQK+LO+NFgQNIFZ+fQNGZfLZFj+ I+OFFiO+ZLHHLSlGI+HQN+HQNiYG+ZNLMFN+INYLKLKU+gNQUNYiiFO+IQ+YSTLFMF+gQOLILMF+ NFIFKILQK+QK+OYHF+ZNLMLKU+YHIFN+GLSFKOLKU+{NQfK+FI+YGj+*tq~D+NQfK+*tt~D+YPTFf+FI+YGj+*ttqD+TNLOILF+p*D+ kGMLd++YY+prj++
QOLILMF+FHHFSIO+QK+OYHF+ZNLMLKU+fTFNF+KQIFZ+YO+NFOlGI+QH+INYLKLKU+QH+NFSQUKLILQK+QH+ZYKUFNQlO+INYHHLS+OLIlYILQKO+ {GYdMFGZ+p**j+mF+YOOliFZ+ITYI+FhINY+YIIFKILQK+HQN+MLFfLKU+OdLGGO+SYK+TYMF+Y+gQOLILMF+FHHFSI+QK+ITF+NFIFKILQK+QH+ OYHF+ZNLMLKU+YKZ+SYK+GQfFN+YSSLZFKI+LKMQGMFiFKIj+mF+gNQgQOFZ+lOLKU+YlIQiYIFZ+HFFZeYSd+QK+MLFfLKU+OdLGGO+
123456378977864 7 47687 3 4757 3
!" "#$" "%$%& &'"#"&&#'""% ("')"# *'&+,! ""-.*&""%% &'"#(--)--"%%&!! % (" ')"#(--/-*&"%&%&""# &"#0!""+1&*.2*/) '-2 " !2-!" ')"#% (*"-#." &'"#!-&&&-!+3-&""#*&.)"& *!&456+,!2& * &'"#(--2&%&!"%!-& ")*)&&" )* *! ')"#% ( ")*%--) &'"#-")**! % (+ 3" )2&%&! "-.)"7-)&-%8-"%%%* &'"#!-&+3""-" 9""&) &&**&"%&" &""%% &'"#(--+
:;<=>?
@A
B
CD
@>EF
?
F
G>B
1*'&" &" "#%456/)"& ")-&""#*&./H"-1&""IH1J+H1" &! -/ "#"&--.2 -&""#*&%&!*%- %"&-2.*-#.+, ## *&" &" "#%*-#-2&"2-" &"*"%&!"2&"#"* *!"&"- &-"!2&' &""%% &'"#+H1*)2--&+1*%&"!" %(--K*&""%&!"%&!"2&"#%&!**&&!!!&.I61HJ*-"#&! !!&.IL1HJ+M)"%&!"2& "*61H+61H-)!!&.)*'&.-! 2." *&%&&&&2&"+1**%%&!61HL1H"&.9(-.2&-&#!"%"%&!" )*!("#!(+1*!"-&"""-+N"*2&!"""&'&&" !- %&9"-./*"&'"""!)(&" "'"*+45622&/*!"- &""&--(+
1*" 2--&%H1 "*2&!&*"%-"*!"-&""+1*%&9".% "&.!-" *!2-0.%"%&!"&!2&"2&!&"%-""#*2&%&!"% "%&!"2&"#"*&"+O&!&!"#!""2!*2&%!"-&""" -)&456+62 %&0!2-/*&"#&&-")*%&9"." !2-0.%"%&!"+5*& 2&!&) "#*&!'"I"&"-" 0&"-J" "--#"I"%&!"2&"# 2.J+," *2&!&*'"2!-2&%&!"%**!"&"&- * -&""#2&+P&0!2-/QR!&%&&& / "&'*"&"&-* -&&2 -" &2 +M&!--./ &'&!""2 " *&(-)&2 + 4"&"#*&& *#*&2 - ""-'"+1*!"-%%&" 2&"%&!" "&+1*%- %') &+62-"")#'")(!-/-(22-."#&%%&-+, & *!)*&"#&!-*'*-*" -"#+6-)"# )"""-.&-"" "& %- %')/-22&*-&""#%(--%&22-."#&-+
S;TU?
GV@?
=WB
X
==WY@Z[B
G>B
\F
=]F
>^B
E[F
A
A
EB
N"RR_/)"& !%-&#""" '-% (%&-&"& &'&)*%--) &'& &""#" &'"#!-&IP#&`J+
123456378977864 7 47687 3 4757 3 !"#$%&'(!)$*+#%, -./0/1234356./7289/36106213:4647313;6./436/2<1=/;/:453>/6.7;70758?161@/36/2/;?/:453?@? ABC4D/2:EFGHIJ/2/C:/;67=73:62C=6131C67>16/;<//;K1=L>/=.134:>M-./<//;K1=L>/=.134:>=736143: 131;1D64N/43<72>16473>1315/>/36:8:6/>13;1C:/2436/2<1=/<72=7>>C34=16473J46.6./;24N/2M-./ 43<72>16473>1315/>/36:8:6/>=736143:43<72>1647373;24N435D27=/;C2/:OD//2527CDD/2<72>13=/O13; >/3610/<<726MP3=1:/N4/J435K/.1N47C24:D1267<1;24N43561:LO6./N4/J1::/::>/364:1=64N16/;MQN4:C1012/1: 12/:D/=4<4/;A<2736O<2736:4;/:O43:4;/>42272O7C6:4;/>42272:O13;:4;/:IMR8:.7J435:6C;/3612/;<4/0;436./ 12/1J./2/./S:./:.7C0;.1N/077L/;O43=7>K43164737<1;4:D018/;J123435O6./:6C;/362/=/4N/:3/=/::128 <//;K1=L67:704;4<8.4:S./2L37J0/;5/AT45C2/EIM UV$#+W(X#YZ[%\(##$]$^*X,+$#)(%_%`&W%$(]+W%$(*,]#)()$(*,# ),%![(X^%\$%()%#)(%)((` aC;464N/<//;K1=L736./;24N435:D//;K/<72//36/24351=27::271;:4:D1267<6./<//;K1=L>/=.134:><72 N4/J435:L400:M-./43<21:62C=6C2/J1:;/:453/;67:CDD7266./<//;K1=L<2/bC/3=86.2/:.70;7<>1c4>C>G >43C6/Md46.4373/>43C6/O6./:6C;/36/36/2:6./3/c6=27::271;:13;2/./12:/:6./;24N43561:LM-./:6C;/36 2/=/4N/:6./43:62C=647313;J123435672/0/1:/6./51:D/;10eF>/62/:K/<72//36/24356./=27::271;:Md/ 6.7C5.66.4:J18O6./:6C;/36=7C0;1::7=416/6./<2/bC/3=87<2/;12/1:J46.6./N/.4=0/:D//;Md/624/;67 6/1=.6./>6./2/016473:K/6J//3:D//;13;N4/J435K/.1N47C2Ma<6/26./0/::73O:=72/:<72D121>/6/2:04L/ :D//;K/<72/=27::271;:13;N4/J435K/.1N47C212/;4:D018/;73:=2//313;2/D726/;K8/>14067:CDD726 :/0<f2/<0/=647313;>764N16473672/./12:/13;4>D27N/:1</;24N435:L400:O04L/N4/J435M-./:1</682/D726:.7J: =722/016473:K/6J//3D121>/6/2:43N70N/;43:1</;24N435AT45C2/IMg6C;/36:13;:CD/2N4:72:=13C:/6.4:
123456378977864 7 47687 3 4757 3
! "## "$ %& " $$' ""()*$+ $,- #*#$' (. "$$($ $&$ & )$/0# $&,# $&( "$$ + " ) $# ()" $ # "" ' ( "$ &$ $' (/1 $ *# $ +$" $,# $&( * $. &( $(*# *) . 2 $' (() 2*/3+* # )$&(&() (."-( "+ $&$ #*# $" $.#' $/
456789:;:<:=>?9@A:89BC8@D:>EE9EEF9G@:EHC89E:CG:E>?9@A:B>8>F9@98EI:JC889K>@5CG:L9@M99G:E>?9:EB99N:>GN:O59M:
L9P>O5C78I:
QRS?
?
9H@:
E@
7NA:
0TUVW,2 $ ( "$&(+* $&( $2#2 (()* $$$()*$&$ 2#& ( (."-/1 X2$$ . 2 Y) . Z#(V[#,TUVWTT,\\V' ' 2#$ X(( $$ $2 # (.$ $()*$"#$2#] ^$&/0#$ X,# $ "# $(&" (# $ ( _' (# $&.` "(*# %& $ /a# '" # "' *&# %& $ 2$$#*#*# (/a# b c()*$&( $ 2 # $- ("' # %& $ .+""-*# ')( (-($2 *# %& $$/1$ 2(,VU_T" "- $2 '$ (. (* $ ('"'$/3 ' "&($(" # +2&(- . $ $&+# $&$" # $ "##($# (/a# ($ (*# $&+-'" d"#TUVe/
0^ " . TUVW,$ ) ()*$"#$2 ''"# (($- (# +"&(2(# ( X $$* # b c$&( $,$ *&$&( $"&(. "# ((
123456378977864 7 47687 3 4757 3
!"#$%&'(&() !"#*)) )+) (,) -"((( &+($./&!(!)-"((+0()(&" +*## 0))+ #((#+(12(&" 0 +++) !"#$%) (-"((0 +34"521)*6127$
8" 5*7*96:## )(0+)-"((**2;6## +0(!-"(+<*972 ## " 5&# +)-"(($./(#(/)+*2*<66&# +-"(( =<$2>?##+4"/" / 5($6*;<:"4@&(+*/0)()96$6>0(&" ABCDEFBAGHIJDGKEAALFAGLFGJGDMNONFPGANQCKJBLMGDCMNFPGBIENMGDMNOEMRAGEDCSJBNLFTUV 5/" 5&# + -"((0,("*+ 50))#((#0()#(/+((! ((6119 =4"#("))(#(04"6119+4/?$.) "&&5/"4@+((+(%4 2$ W((#0&+(/)505"!)2XY)! !/)(!+((!($Z"! +(//+(!(/(540)(&" !"#+) !"#*!!(0&#"+ '&(# 5(/5$W((#0+((++(<!!"#[29\2:*2:\6;*+6; +=0) )5!)((?$
]JMBNSN^JFBARGEDCSJBNLFGHBIE_G`EMEGPNOEFGaGDNbbEMEFBGEDCSJBNLFGL^BNLFAGJFDGJGcdNbbEMEFBeGFJQEK_fRGL^BNLFTG`JAG DNSILBLQNgEDGNFBLGKL`EMGEDCSJBNLFGJFDGINPIEMGEDCSJBNLFUG]EL^KEG`ILGbNKKEDGNFGBIEGcdNbbEMEFBeGFJQEK_fRGL^BNLFG 0&" 5+((++()(0(4 $22/)&0#(/("!)*+0( "++( 54"+"( $
W((#0,+!((&(/)0&5,(&)5)++(()/(*() &5)5)+)+)(($.0/261*111,&)(!)0&,+&((!4" )505(, =21*111&,&)&)?$
V"(+((!0&+=&,+&((!?* "611&(+$h)()(( 5)(!)*4"#(4))(&" !"#) !"#+(&#(4 $i/)"&4/ \++((!0210*(0 &,+&((!4")0" +45" (, 5+ (#(4 55#$ j"(0,+4"(/+)0&5=?(+#((#)+4( +0()()/( 5/)(!+((!(*+()&5/)(!($i 5/(+() /(5* 5#((#0))+)+)((/50( "++Y( 5/(+ ()&5 5#((#0))+)+)((/650( "++=&, ")+(//#(++(+#?$ klmnopqprpstuuovwpxypztm{o|}p~l}lp
s
utn
l}
xv
p
p
q
p x}
v
xn
p
p
p
.!
0)
4
(
(
!
)
+
(
(
!
(
8 2X$
:6
8 2:$
79
123456378977864 7 47687 3 4757 3
!"#
$%
&
'8 ())*
++
'8 (),*
++
-$
#
.$####
$
$
/&
0
11 '8 ()2*
++
'8 (,,*
++
34
-%
56*
+7
,)*
87
9:%
5*
+7
;6*
<7
=/"1%
$
0
>
&
6;*
87
28*
67
?$&
),*
;7
86*
27
@
#
%1
/&
0
&
#
A%&
B
C:D
E
8)
$&
:$&
:$
#
.$####
$
$
11
'8 (8;++*
++
F(852
'8 ()+++*
++
F())
GHIJKLM
N
KO
PA&#"#%Q$" &%#&$&# /&0&4%:%/& $$#%/&0#C#%&.&# /* 3 "/ #$$$/#:"% $& &%B2##$#%/:$&D%" $:% 1/Q%1C$0#C# .&$&:/#1% AQ &$&# /&0&4%:%#:"% $&# "/ #$//$ &10%" $:% / /Q%1C$0#C#B6##$#%/##D*3:"% $&# "/ #$$$/#:"% $& &%$" %" $:% 1/Q%1C$0#C#%/%%0&%.%##&% $ &&# 4%:$;8*27*3:"% $& # "/ #$$$/#:"% $&&%%" $:% 1/Q%1C$0#C#%/%%0&%.%##&% $ &&# 4%:$;<*7*R1$:Q% $%%S%&/.&1. $ &%T .%##&% %#28*27* 55*27&%@" 1% $%%0&%$,27B$0&.&$/Q )++2%/)+8;D*
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
31% /&1#%11/ 0$0: &%#$$"/Q /&T%&$".#T/"1% $A.#T /&0# A#T%/%&# A#*
123456378977864 7 47687 3 4757 3
!
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
FG
!
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
D*2#0#5B2#$4%*$(01%#)*-*/(&-)$5#)#%)1/$'*5#-*/)5*44#(#/015*/'#/)21)65$/(*'1%#(B+14)#5#( %&,Q#-)%)*0$41($)#*&55#%&4)%<
RSTU
VWXVYVZ!
A61%5#%#$5-61%%&77*5)#(,8)6#H&)-6C1/1%)58*+9-*/*'1-L++$15%B[5##/H1/*\]BA<)#5C*5%-66&1=#/B$/(^< H#"1/)#5<
_`a`_`b`c!
\5*2/Bd<H<B[5*#3#5B^<L<B\1#64B\<>Oef?<d%(510#5)5$1/1/3-*/)51,&)1/3#/*&36)*2$5(%5*$(%$+#)8gh ij k43l7 6337m1jmn7o2 mkj1jpq8jrmk468s76 8t699u6973vjL%%#/w]$/[*5-&'<
123456378977864 7 47687 3 4757 3 !"#$%" &'"()" '*+ ,"-.$+/+012234+56 84449646876973897627+:;*<#,"!(-(+ =!%>,+?%.@+0ABBC4+)>! <%*"(D(D<D-(<-(!E3#F-(<-(<(D!D ("D&(><!*"(DDG<-(H(*&D(D>(<-DG(!D<!("*I!!(!!(<<-DG'"%D< '(>- +J6K67L43MNOPJ6 L436776QK646348)R>D(+
S H(!T+012A34+ &D*DDGD<!!(!!&(DR>U)(D((<U(!GD+V W4778 49 9762 X7Q64MYZ[\H+113I11C+]G(DDG(D/>(F(>("D<!+
?%>(RU+^&H!D_+]""&!+("+0ABB4+,**(-(D(!!D<$"(*U-(,< DD</DDG D@< (<`(D!DG^%!(&+a42 649W25763QW48+" &(ABb!! (AHHcAdeC
?""(@++fZgOhij/>(&G"D &'(!(-(DH" !&D !R#^&("&!D H%* H(!!DGD*&D+W8Q446677jhkfMiPlZmgNj
nopqorstusvwxxyzus{|}~o|s|sps|} so|o}prsp}opos}psos|}~}pqsps}ossoous T D"*>(bD(DD"!!D*/**D<^*(%^(D(!11A2IAA2+
".-("<]+E+012AA4_<DHD*% DGD-(<-(!#!!(!!DGD<(D>DDG>(H'"(! *% DGD-(<-(!DH("(D><!D<D<**! D!+E(*!>*$.! D-(!( @DDG(D+^]:IU!!((((.!Ib^FBCIB2ICB3eI2BIc
](""!E+/DG^+^(;D@+@%!D@++TD(!,+01224+$<^*(%$(!(>$(HF+A)>bb# ^ <%*`(D(D<F(RU-(!" &(Ad?D$(H+W637L6357 394J6 L43#`D<D+
]D(T+)+=+<(@^+<(? "<(?+](DGE++UD.("&DT+? "<(T++0122B4+$("D!>H! '(R((D<-DG!& "H(*&D(D<<-DG(!(! "!+V P4 45\4jOM\ 4jMH+ACIAc+