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1.2
1.2
Mean global front
1
f_2
f_2
0.8
Mean local front
(Robust front)
0.6
Original
local front
0.4
0.2
0
NSGA−II
0.2
Original
global front
0
0.6
0.4
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
f_1
0
1
Ð=Ñ1ÒOÓ:Ô6ÕaÓ~Ö ¾º9ü+ºÈ+¿<½I»Î~¼+ÃÅÆ
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Ì6¼+Ã5Å
κ͊×6Ø
0.85
Theory
(Robust front)
1
0.8
ÏÏ
0
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
f_1
1
ÐoÑJÒ~ÓRÔ:Ù~ÓLÚ ¹
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Î<º9Íx×6Ø
1
1
0.35
0
0
−1
x1
x2
x3
x4
x5
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κ͊×6Ø
−1
x_1
x_2
x_3
x_4
x_5
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!"$#%'&)(+*,-'.0/13241'567
1.2
1.2
Mean global front
1
1
0.6
0.4
0
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
f_1
0
1
89;:=<?>@<BA /'"CDE"$6E*GFBDE#'1.H6+IJDEK?6+I;D+6E"C.H6
5DEK#,"$MLN
1
0.8
0.8
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
f_1
1
0.6
x_2
Global front
solutions
0.4
0
89J:B<O>P<RQTS 2UVXW0W3DEK#1'.H6YI;DE6ZI[D\6E"C.H6
5DEK#G"C]LN
1
0.6
x_2
NSGA−II
0.2
Orig. global front
0
0.6
0.4
Original
local front
0.2
Theory
(Robust front)
0.8
Mean local front
(Robust front)
f_2
f_2
0.8
0.4
Local front
solutions
Global front
solutions
0.2
0.2
0
0
−0.15
−0.15
0
0.2
0.4
0.6
0.8
1
x_1
89;:=<?>^<OQS 2UV_W0W'.0KG16E*GK.`I6E/'"aDE*,b*Gc
6E"$.H6+5DEK#,"$MLN
0
0.2
0.4
x_1
0.6
0.8
1
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1.0*G'b)Ytvunwx5DE?FC"&1DE"KNcWrY5DEK#G"C%oc6E/'"yFC5'167 6E*GKjIz6E/'"DEK#1'.H64IJDEK?6*G.DE"
1.0"$I[1{'&|5DE h*J&"C.}~1'.0"$Dyk*6E/|6E/'"*,I[DE-6E*GKf#m16yDEK#1'.H6p.0G16E*GK.&*DE"CF$6E?NBW_6
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1.0"&€6E\F$K5'16E"36E/'"n"C#‚r"CF$6E*GhO"jhG1'"C. DE"Y*G5mD067?6-5c D7"$6E"$DE.-*Gƒ#67*G*,b
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.0G16E*GK.+I`6r5m"W0W‰"DEG*G"$D4c&3&*G.0FC1'.0.*6*G)6E/'"T"$Š6{.0"CF$6E*G=N
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I;DT©¬ ­ '&36E/'"ta1'FCG*,&"j'DEMI;D®{¯®TK5m"iD76EDN A /'"y,*G*6E*G'b5'D7"i6E"$D4°)*G.4FC'.0*,&V
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µE³$À0Åm³C¶$ÁE¸GÎO³CÇÒ?Ö'Ì+ÇGÇ=¼ÁE·'³$µÅ'´µ7´Æ³$ÁE³$µEÀ´µE³ÁE·³ÀE´Æ³´À¾m³i»[¼µE³Ö
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ŵE¼K¾Ç,³$ÆõÈKÖzö4³iµE³KÙaÁE·'³%Æ-´ ÁE·'³CÆ-´ ÁE¸,¶C´Ç{Ƴ´¹€³$ò³$¶$ÁE¸GÎO³%¼K¾÷H³$¶$ÁE¸GÎO³3»[¿¹'¶$ÁE¸G¼¹'Àjø×ù‰ú?¿'´ÁE¸G¼K¹ÀÔ
2.5
0.35
η=0.4
0.3
η=0.5
2
η=0.7
η=0.5
0.2
Type I robust
front
1
g()
f_2
1.5
η=0.4
0.25
η=0.6
η=0.6
0.15
η=0.7
0.1
0.05
Original front
0.5
0
0
0
0.2
0.4
f_1
0.6
0.8
−0.05
1
ûü;ý=þÿcþ ½¼K¾'¿ÀHÁ‡»;µE¼¹ÁEÀ`»;¼µ‰Ï¸ò³$µE³$¹ÁaδÇG¿³CÀ
¼»Tôf¼K¾Á7´¸G¹'³Ï¿À0¸G¹'º\³´¶$Á…»;¼µ)ŵE¼K¾Ã
ÇG³CÆ ÈÖ
Type I (theory)
0
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
f_1
1
ûüJýBþÿcÿþ‡ñ ¿'¹¶$ÁE¸G¼K¹
ø¼»vÁE·³yµE¼¾'¿'ÀHÁÀ0¼KÇG¿Ã
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2
0.25
Type I robust
front
1.5
0.2
1
g()
f_2
0.15
η=0.4
η=0.6
0.1
0.05
0.5
Original front
η=0.4
η=0.6
0
Type I robust front
0
0
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
f_1
1
ûü;ý=þÿþ ½¼K¾'¿ÀHÁ‡»;µE¼¹ÁEÀ`»;¼µ‰Ï¸ò³$µE³$¹ÁaδÇG¿³CÀ
¼»‡ô-»[¼µ+ŵE¼¾'ÇG³CÆ Û?Ö
−0.05
0
0.1
0.2
f_1
0.3
0.4
0.5
ûüJýBþÿBþ‡ñ ¿'¹¶$ÁE¸G¼K¹
ø¼»vÁE·³yµE¼¾'¿'ÀHÁÀ0¼KÇG¿Ã
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´¹cÏ{´µE³T¼ÅÁE¸GƸGÐC³ÏÚ¸ÁE·ÁE·'³T´Ï'ϸÁE¸G¼K¹'´Ç=ô¶$¼K¹'ÀHÁ0µ7´¸G¹Á¾?Ò¿'À0¸G¹'º Ê ²ËÌÃXÍ0ÍiÖÄ4¹)À0³CÅc´ µ7´ÁE³
Ê '² ËÌÃ_Í0͵E¿¹'ÀCهÀ0¸GƸGÇ,´µp»JµE¼K¹?ÁEÀ´ µE³)¼¾Á7´¸G¹³Ï~Ú·³C¹|ÁE·'³Æ³´¹|³iò³C¶$ÁE¸GÎO³3¼¾÷r³C¶$ÁE¸GÎO³)ÎK´Ç,¿³CÀ
´ µE³p¶C¼ÆÅ'¿ÁE³CÏj¿À0¸G¹'º Þß3¹³C¸GºK·¾m¼µE¸G¹º3À0¼KÇG¿ÁE¸,¼¹'ÀCÖ Ø ·'³}ócºK¿µE³pϳCƼK¹ÀHÁ0µ7´ÁE³CÀ4ÁE·'´ÁÁE·³
À0³$¹'À0¸ÁE¸GÎO³}µE³Cº¸G¼K¹Y¼»vÁE·³}¼µE¸GºK¸G¹c´Ç‰Â‡´ µE³$ÁE¼ÃX¼ÅÁE¸GÆ-´Ç`»JµE¼K¹?ÁT¸GÀο'ÇG¹'³iµ7´¾'ÇG³yÁE¼-ÁE·³}¶7·'¼À0³C¹YÎK´Ç,¿³
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