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Multiple Response Optimization

Date post: 19-Aug-2015
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Optimizing multiple responses
32
Exp No A B C D Surface Hardness Case D 1 -1 -1 -1 -1 420 435 0.55 2 -1 -1 0 0 458 420 0.5 3 -1 -1 1 1 544 544 0.25 4 -1 0 -1 0 441 427 0.8 5 -1 0 0 1 456 458 0.4 6 -1 0 1 -1 557 561 0.25 7 -1 1 -1 1 483 471 0.95 8 -1 1 0 -1 487 556 0.75 9 -1 1 1 0 511 559 0.45 10 0 -1 -1 -1 464 480 0.55 11 0 -1 0 0 460 454 0.4 12 0 -1 1 1 544 513 0.35 13 0 0 -1 0 435 435 0.85 14 0 0 0 1 455 452 0.55 15 0 0 1 -1 549 573 0.35 16 0 1 -1 1 459 450 0.6 17 0 1 0 -1 487 556 0.55 18 0 1 1 0 528 559 0.45 19 1 -1 -1 -1 463 487 0.65 20 1 -1 0 0 467 498 0.45 21 1 -1 1 1 538 536 0.35 22 1 0 -1 0 476 455 1 23 1 0 0 1 450 459 0.85 24 1 0 1 -1 549 572 0.7 25 1 1 -1 1 555 540 1 26 1 1 0 -1 513 490 0.85 27 1 1 1 0 444 455 0.55 Step1: Standardise
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Exp No A B C DSurface Hardness Case Depth1 -1 -1 -1 -1 420 435 0.552 -1 -1 0 0 45 420 0.53 -1 -1 1 1 544 544 0.254 -1 0 -1 0 441 42! 0.5 -1 0 0 1 45" 45 0.4" -1 0 1 -1 55! 5"1 0.25! -1 1 -1 1 43 4!1 0.#5 -1 1 0 -1 4! 55" 0.!5# -1 1 1 0 511 55# 0.4510 0 -1 -1 -1 4"4 40 0.5511 0 -1 0 0 4"0 454 0.412 0 -1 1 1 544 513 0.3513 0 0 -1 0 435 435 0.514 0 0 0 1 455 452 0.5515 0 0 1 -1 54# 5!3 0.351" 0 1 -1 1 45# 450 0."1! 0 1 0 -1 4! 55" 0.551 0 1 1 0 52 55# 0.451# 1 -1 -1 -1 4"3 4! 0."520 1 -1 0 0 4"! 4# 0.4521 1 -1 1 1 53 53" 0.3522 1 0 -1 0 4!" 455 123 1 0 0 1 450 45# 0.524 1 0 1 -1 54# 5!2 0.!25 1 1 -1 1 555 540 12" 1 1 0 -1 513 4#0 0.52! 1 1 1 0 444 455 0.55Step1:StandardiseCase Depth0.50.550.20.50.350.20.#0.!0.350."0.350.30.#0.550.30.550.550.40."0.40.351.050.#0.!10.0."Exp No.x1x2x3$%e&d'%scos%t(1 -1 -1 -1 3" 51."52 -1 -1 1 35. 50.13 -1 1 -1 3".3 53.554 -1 1 1 3".2 4.#5 1 -1 -1 3".# 55.2" 1 -1 1 3". 51.!! 1 1 -1 3! 55.45 1 1 1 3". 53.5SUMMARY OUTPUTRegression StatisticsMultiple R 0.811814R Square 0.65904Ad!usted R 0.5"9"49Standard #r 0.6486"O$ser%ati& 54A'O(Adf SS MS F Signifcance FRe)ressi&n 10 *4.99 *.499 8.*1155 .56#+00"Residual 4* 18.0"0"6 0.405T&tal 5* 5.99996Coefcients Standard Error t Stat P-value Lower 95%!!er 95%Lower 95"#%,nter-ept +0.4"586 0.**40* +.04"66 0.0491* +0.94*88 +0.001884 +0.94*88A 0.09416 0.108045 0.8"1509 0.*88*16 +0.1*"*1 0.*1054 +0.1*"*1. 0.*856 0.108045 .0"1889 0.044*08 0.005964 0.441"49 0.005964/ 0."46188 0.108045 6.9069" 1."6#+008 0.5895 0.96408 0.5895AA 0.01"1"4 0.18"1*9 0.091"" 0.9"*05 +0.*60" 0.*945"5 +0.*60"A. +0.114 0.1**" +1.59""08 0.11"4* +0.4"88* 0.05544* +0.4"88*A/ +0.4"81 0.1**" +*.8981 0.00*81 +0.694144 +0.160418 +0.694144.. 0.18401 0.18"1*9 0.9"4686 0.**5168 +0.195 0.55980 +0.195./ +0.**0454 0.1**" +.49"5" 0.0164* +0.59"*1" +0.06*59 +0.59"*1"// 0.509*0* 0.18"1*9 ."156 0.009*44 0.1*190 0.886"04 0.1*190A./ +0."049* 0.1606" +1.6690 0.10*"9 +0.59"** 0.056*46 +0.59"**!!er 95"#%+0.0018840.*10540.441"490.964080.*945"50.05544*+0.1604180.55980+0.06*590.886"040.056*46SUMMARY OUTPUTRegression StatisticsMultiple R 0."8045"R Square 0.609114Ad!usted R 0.5591*Standard #r 0.66*918O$ser%ati& 54A'O(Adf SS MS F Signifcance FRe)ressi&n 6 *.899 5.*80499 1.0659 *.16#+008Residual 4" 0."1696 0.440"86T&tal 5* 5.99996Coefcients Standard Error t Stat P-value Lower 95%!!er 95%Lower 95"#%,nter-ept +0.**95*6 0.15648" +.169"*9 0.0*5116 +0.654*4" +0.04"5 +0.654*4"A 0.09416 0.11065* 0.850965 0.*99104 +0.1844* 0.*16"6" +0.1844*. 0.*856 0.11065* .0*049 0.048""" 0.00151 0.446461 0.00151/ 0."46188 0.11065* 6."4*496 .00#+008 0.5*58* 0.968"9 0.5*58*A/ +0.4"81 0.1*55 +*.15864 0.00815 +0.699915 +0.15464" +0.699915./ +0.**0454 0.1*55 +.4*8*9 0.01858" +0.60*089 +0.05"8 +0.60*089// 0.509*0* 0.191656 .65"*" 0.010"6 0.1*"*9 0.894866 0.1*"*9!!er 95"#%+0.04"50.*16"6"0.4464610.968"9+0.15464"+0.05"80.894866SUMMARY OUTPUTRegression StatisticsMultiple R 0.90009R Square 0.81016*Ad!usted R 0."66015Standard #r 0.11*068O$ser%ati& 54A'O(Adf SS MS F Signifcance FRe)ressi&n 10 .*46059 0.*4606 18.*5099 1.89#+01Residual 4* 0.549"8 0.01"84T&tal 5* .895"8"Coefcients Standard Error t Stat P-value Lower 95%!!er 95%Lower 95"#%,nter-ept 0.565"41 0.040"09 1*.89"15 1.66#+01" 0.48*64* 0.64"8*9 0.48*64*A 0.09166" 0.018845 4.864*9 1.58#+005 0.05*66* 0.196"1 0.05*66*. 0.11*889 0.018845 6.04*561 *.16#+00" 0.0"5885 0.15189* 0.0"5885/ +0.188889 0.018845 +10.0*4" 8.04#+01* +0.689* +0.150885 +0.689*AA 0.111111 0.0*64 *.404148 0.00144" 0.04586 0.1"69*6 0.04586A. 0.018"5 0.0*08 0.81*95 0.4104 +0.0""95 0.06595 +0.0""95A/ 0.0***** 0.0*08 1.44458 0.155914 +0.01*1 0.0"98"8 +0.01*1.. +0.088889 0.0*64 +."**18 0.009*01 +0.154"14 +0.0*064 +0.154"14./ +0.091" 0.0*08 +0.999" 0.*6* +0.06946 0.0*68 +0.06946// 0.00""8 0.0*64 0.085104 0.9*5"4 +0.06*04" 0.06860 +0.06*04"A./ 0.009*"5 0.086" 0.**1659 0."41"58 +0.04"6*1 0.066*81 +0.04"6*1!!er 95"#%0.64"8*90.196"10.15189*+0.1508850.1"69*60.065950.0"98"8+0.0*0640.0*680.068600.066*81SUMMARY OUTPUTRegression StatisticsMultiple R 0.***8R Square 0.1045"4Ad!usted R +0.009"*5Standard #r 1.414""O$ser%ati& 54A'O(Adf SS MS F Signifcance FRe)ressi&n 6 10.9866" 1.8*1111 0.9148*5 0.49"9Residual 4" 94.0"40 .0015"5T&tal 5* 105.060"Coefcients Standard Error t Stat P-value Lower 95%!!er 95%Lower 95"#%,nter-ept +10.461"9 1.1**69 +9.*18"1 *.0*#+01 +1."1" +8.01866 +1."1"A +0.50"54 0.89"6 +0.8668*5 0.*904*" +0.8*"0 0.**119* +0.8*"0. +0.41868 0.*1455" +0."6891" 0.445"9 +0.8"46"4 0.*909*9 +0.8"46"4/ +0.*6946 0.4181* +0.86801" 0.*89"95 +1.041 0.4"88 +1.041AA 0.**184* 0.4561*1 0.""51" 0.4"0518 +0.585""4 1.49461 +0.585""4.. 0.51865 0.4*9549 0.5"*009 0.569*" +0.6**9* 1.1*61* +0.6**9*/ase 0ept1+0.*"85" 1.8808* +0.0"08" 0.8*68*" +4.05601 *.9905" +4.05601!!er 95"#%+8.018660.**119*0.*909*90.4"881.494611.1*61**.9905"SUMMARY OUTPUTRegression StatisticsMultiple R 0.890601R Square 0."9*1"Ad!usted R 0.""165Standard #r 0.4""981O$ser%ati& 54A'O(Adf SS MS F Signifcance FRe)ressi&n 5 4.0548 8.41096 *6.81496 .5"#+015Residual 48 10.966*6 0.8466T&tal 5* 5*.0116Coefcients Standard Error t Stat P-value Lower 95%!!er 95%Lower 95"#%,nter-ept +0.06**61 0.145445 +0.4*56*4 0.665055 +0.*55"9" 0.90"6 +0.*55"9"A 0.*941 0.0"966* 4.9*"1 1.04#+005 0.*06" 0.55415 0.*06". 0.48"*9 0.0"966* 6.11"*5 1.66#+00" 0.*"155 0.64"504 0.*"155/ +0.80854 0.0"966* +10.14585 1.5"#+01* +0.96848 +0.64808 +0.96848AA 0.4"544* 0.1*"981 *.445"11 0.00119* 0.198014 0."58"* 0.198014.. +0.*80*55 0.1*"981 +."56569 0.008*4 +0.65""85 +0.1095 +0.65""85!!er 95"#%0.90"60.554150.64"504+0.648080."58"*+0.1095Exp No A B C AA AB AC BB1 -1 -1 -1 1 1 1 12 -1 -1 0 1 1 0 13 -1 -1 1 1 1 -1 14 -1 0 -1 1 0 1 05 -1 0 0 1 0 0 0" -1 0 1 1 0 -1 0! -1 1 -1 1 -1 1 1 -1 1 0 1 -1 0 1# -1 1 1 1 -1 -1 110 0 -1 -1 0 0 0 111 0 -1 0 0 0 0 112 0 -1 1 0 0 0 113 0 0 -1 0 0 0 014 0 0 0 0 0 0 015 0 0 1 0 0 0 01" 0 1 -1 0 0 0 11! 0 1 0 0 0 0 11 0 1 1 0 0 0 11# 1 -1 -1 1 -1 -1 120 1 -1 0 1 -1 0 121 1 -1 1 1 -1 1 122 1 0 -1 1 0 -1 023 1 0 0 1 0 0 024 1 0 1 1 0 1 025 1 1 -1 1 1 -1 12" 1 1 0 1 1 0 12! 1 1 1 1 1 1 11 -1 -1 -1 1 1 1 12 -1 -1 0 1 1 0 13 -1 -1 1 1 1 -1 14 -1 0 -1 1 0 1 05 -1 0 0 1 0 0 0" -1 0 1 1 0 -1 0! -1 1 -1 1 -1 1 1 -1 1 0 1 -1 0 1# -1 1 1 1 -1 -1 110 0 -1 -1 0 0 0 111 0 -1 0 0 0 0 112 0 -1 1 0 0 0 113 0 0 -1 0 0 0 014 0 0 0 0 0 0 015 0 0 1 0 0 0 01" 0 1 -1 0 0 0 11! 0 1 0 0 0 0 11 0 1 1 0 0 0 11# 1 -1 -1 1 -1 -1 120 1 -1 0 1 -1 0 121 1 -1 1 1 -1 1 122 1 0 -1 1 0 -1 023 1 0 0 1 0 0 024 1 0 1 1 0 1 025 1 1 -1 1 1 -1 12" 1 1 0 1 1 0 12! 1 1 1 1 1 1 1BC CC ABC Surface Hardness Standard%)e1 1 -1 420 +1.54911110 0 0 45 +0."*"646"-1 1 1 544 1.100"4650 1 0 441 +1.09519860 0 0 45" +0.""540*950 1 0 55! 1.*""8800-1 1 1 43 +0.199""*590 0 0 4! +0.114495011 1 -1 511 0.*9"1"64*1 1 0 4"4 +0.604846810 0 0 4"0 +0.69015*8-1 1 0 544 1.100"4650 1 0 435 +1.*116460 0 0 455 +0."96"*60 1 0 54# 1.0"*8"-1 1 0 45# +0."1144500 0 0 4! +0.114495011 1 0 52 0."59610*61 1 1 4"3 +0.66166450 0 0 4"! +0.54088"88-1 1 -1 53 0.9"806"90 1 0 4!" +0.*49011090 0 0 450 +0.90**1810 1 0 54# 1.0"*8"-1 1 -1 555 1.**540"*0 0 0 513 0.4*9815"11 1 1 444 +1.0*1*96"1 1 -1 435 +1.*116460 0 0 420 +1.5491111-1 1 1 544 1.100"4650 1 0 42! +1.*9*6"*610 0 0 45 +0."*"646"0 1 0 5"1 1.46*15859-1 1 1 4!1 +0.455609*0 0 0 55" 1.*56560*"1 1 -1 55# 1.40519*1 1 0 40 +0.6*"*50 0 0 454 +0.81804*4-1 1 0 513 0.4*9815"10 1 0 435 +1.*116460 0 0 452 +0.860685*0 1 0 5!3 1."18994*1-1 1 0 450 +0.90**1810 0 0 55" 1.*56560*"1 1 0 55# 1.40519*1 1 1 4! +0.114495010 0 0 4# 0.100106-1 1 -1 53" 0.9*016"510 1 0 455 +0."96"*60 0 0 45# +0."1144500 1 0 5!2 1.69"6"46"-1 1 -1 540 1.015446080 0 0 4#0 +0.0505*6081 1 1 455 +0."96"*6Exp No A1 -12 -13 -14 -15 -1" -1! -1 -1# -110 011 012 013 014 015 01" 01! 01 01# 120 121 122 123 124 125 12" 12! 11 -12 -13 -14 -15 -1" -1! -1 -1# -110 011 012 013 014 015 01" 01! 01 01# 120 121 122 123 124 125 12" 12! 1SUMMARY OUTPUTRegression StatisticsMultiple R 0."8045"R Square 0.609114Ad!usted R 0.5591*Standard #r 0.66*918O$ser%ati& 54A'O(AdfRe)ressi&n 6Residual 4"T&tal 5*Coefcients,nter-ept +0.**95*6A 0.09416. 0.*856/ 0."46188A/ +0.4"81./ +0.**0454// 0.509*0*#qn: +0.**95420.094163120.*856320."461883*+0.4"8313*+0.**04533*20.509*0*3*4310B C AC BC CC Standard%)e-1 -1 1 1 1 420 +1.54911-1 0 0 0 0 45 +0."*"65-1 1 -1 -1 1 544 1.100"50 -1 1 0 1 441 +1.0951990 0 0 0 0 45" +0.""54040 1 -1 0 1 55! 1.*""881 -1 1 -1 1 43 +0.199""41 0 0 0 0 4! +0.1144951 1 -1 1 1 511 0.*9"1"6-1 -1 0 1 1 4"4 +0.60484"-1 0 0 0 0 4"0 +0.69015-1 1 0 -1 1 544 1.100"50 -1 0 0 1 435 +1.*1160 0 0 0 0 455 +0."96"40 1 0 0 1 54# 1.0"**1 -1 0 -1 1 45# +0."114451 0 0 0 0 4! +0.1144951 1 0 1 1 52 0."5961-1 -1 -1 1 1 4"3 +0.66166-1 0 0 0 0 4"! +0.540888-1 1 1 -1 1 53 0.9"80"0 -1 -1 0 1 4!" +0.*490110 0 0 0 0 450 +0.90**0 1 1 0 1 54# 1.0"**1 -1 -1 -1 1 555 1.**5411 0 0 0 0 513 0.4*98161 1 1 1 1 444 +1.0*14-1 -1 1 1 1 435 +1.*116-1 0 0 0 0 420 +1.54911-1 1 -1 -1 1 544 1.100"50 -1 1 0 1 42! +1.*9*6"4Surface Hardness0 0 0 0 0 45 +0."*"650 1 -1 0 1 5"1 1.46*1591 -1 1 -1 1 4!1 +0.4556091 0 0 0 0 55" 1.*56561 1 -1 1 1 55# 1.40519-1 -1 0 1 1 40 +0.6*"**-1 0 0 0 0 454 +0.81804*-1 1 0 -1 1 513 0.4*98160 -1 0 0 1 435 +1.*1160 0 0 0 0 452 +0.86068*0 1 0 0 1 5!3 1."189941 -1 0 -1 1 450 +0.90**1 0 0 0 0 55" 1.*56561 1 0 1 1 55# 1.40519-1 -1 -1 1 1 4! +0.114495-1 0 0 0 0 4# 0.1001-1 1 1 -1 1 53" 0.9*01680 -1 -1 0 1 455 +0."96"40 0 0 0 0 45# +0."114450 1 1 0 1 5!2 1.69"6"51 -1 -1 -1 1 540 1.0154461 0 0 0 0 4#0 +0.0505*61 1 1 1 1 455 +0."96"4SS MS F Signifcance F*.899 5.*80499 1.0659 *.16#+0080."1696 0.440"865.99996Standard Error t Stat P-value Lower 95%!!er 95%Lower 95"#%!!er 95"#%0.15648" +.169"*9 0.0*5116 +0.654*4" +0.04"5 +0.654*4" +0.04"50.11065* 0.850965 0.*99104 +0.1844* 0.*16"6" +0.1844* 0.*16"6"0.11065* .0*049 0.048""" 0.00151 0.446461 0.00151 0.4464610.11065* 6."4*496 .00#+008 0.5*58* 0.968"9 0.5*58* 0.968"90.1*55 +*.15864 0.00815 +0.699915 +0.15464" +0.699915 +0.15464"0.1*55 +.4*8*9 0.01858" +0.60*089 +0.05"8 +0.60*089 +0.05"80.191656 .65"*" 0.010"6 0.1*"*9 0.894866 0.1*"*9 0.894866#qn: +0.**95420.094163120.*856320."461883*+0.4"8313*+0.**04533*20.509*0*3*43 3* Ouptput0 0 +0.**95*6Exp No A B C AA AB AC BB1 -1 -1 -1 1 1 1 12 -1 -1 0 1 1 0 13 -1 -1 1 1 1 -1 14 -1 0 -1 1 0 1 05 -1 0 0 1 0 0 0" -1 0 1 1 0 -1 0! -1 1 -1 1 -1 1 1 -1 1 0 1 -1 0 1# -1 1 1 1 -1 -1 110 0 -1 -1 0 0 0 111 0 -1 0 0 0 0 112 0 -1 1 0 0 0 113 0 0 -1 0 0 0 014 0 0 0 0 0 0 015 0 0 1 0 0 0 01" 0 1 -1 0 0 0 11! 0 1 0 0 0 0 11 0 1 1 0 0 0 11# 1 -1 -1 1 -1 -1 120 1 -1 0 1 -1 0 121 1 -1 1 1 -1 1 122 1 0 -1 1 0 -1 023 1 0 0 1 0 0 024 1 0 1 1 0 1 025 1 1 -1 1 1 -1 12" 1 1 0 1 1 0 12! 1 1 1 1 1 1 11 -1 -1 -1 1 1 1 12 -1 -1 0 1 1 0 13 -1 -1 1 1 1 -1 14 -1 0 -1 1 0 1 05 -1 0 0 1 0 0 0" -1 0 1 1 0 -1 0! -1 1 -1 1 -1 1 1 -1 1 0 1 -1 0 1# -1 1 1 1 -1 -1 110 0 -1 -1 0 0 0 111 0 -1 0 0 0 0 112 0 -1 1 0 0 0 113 0 0 -1 0 0 0 014 0 0 0 0 0 0 015 0 0 1 0 0 0 01" 0 1 -1 0 0 0 11! 0 1 0 0 0 0 11 0 1 1 0 0 0 11# 1 -1 -1 1 -1 -1 120 1 -1 0 1 -1 0 121 1 -1 1 1 -1 1 122 1 0 -1 1 0 -1 023 1 0 0 1 0 0 024 1 0 1 1 0 1 025 1 1 -1 1 1 -1 12" 1 1 0 1 1 0 12! 1 1 1 1 1 1 1BC CC ABC Case Depth Standard%)e1 1 -1 0.55 +0.1*86*90 0 0 0.5 +0.*5589-1 1 1 0.25 +1.4**60 1 0 0. 0.9*11080 0 0 0.4 +0."804880 1 0 0.25 +1.4**6-1 1 1 0.#5 1.5"95"0 0 0 0.!5 0."1"1591 1 -1 0.45 +0.5665*81 1 0 0.55 +0.1*86*90 0 0 0.4 +0."80488-1 1 0 0.35 +0.9944*"0 1 0 0.5 1.1450580 0 0 0.55 +0.1*86*90 1 0 0.35 +0.9944*"-1 1 0 0." 0.0"5*10 0 0 0.55 +0.1*86*91 1 0 0.45 +0.5665*81 1 1 0."5 0.8960 0 0 0.45 +0.5665*8-1 1 -1 0.35 +0.9944*"0 1 0 1 1."869060 0 0 0.5 1.1450580 1 0 0.! 0.50*09-1 1 -1 1 1."869060 0 0 0.5 1.1450581 1 1 0.55 +0.1*86*91 1 -1 0.5 +0.*55890 0 0 0.55 +0.1*86*9-1 1 1 0.2 +1.6*6860 1 0 0.5 1.1450580 0 0 0.35 +0.9944*"0 1 0 0.2 +1.6*686-1 1 1 0.# 1.*5900"0 0 0 0.! 0.50*091 1 -1 0.35 +0.9944*"1 1 0 0." 0.0"5*10 0 0 0.35 +0.9944*"-1 1 0 0.3 +1.08*8"0 1 0 0.# 1.*5900"0 0 0 0.55 +0.1*86*90 1 0 0.3 +1.08*8"-1 1 0 0.55 +0.1*86*90 0 0 0.55 +0.1*86*91 1 0 0.4 +0."804881 1 1 0." 0.0"5*10 0 0 0.4 +0."80488-1 1 -1 0.35 +0.9944*"0 1 0 1.05 .0008560 0 0 0.# 1.*5900"0 1 0 0.! 0.50*09-1 1 -1 1 1."869060 0 0 0. 0.9*11081 1 1 0." 0.0"5*1Exp No A B1 -1 -12 -1 -13 -1 -14 -1 05 -1 0" -1 0! -1 1 -1 1# -1 110 0 -111 0 -112 0 -113 0 014 0 015 0 01" 0 11! 0 11 0 11# 1 -120 1 -121 1 -122 1 023 1 024 1 025 1 12" 1 12! 1 11 -1 -12 -1 -13 -1 -14 -1 05 -1 0" -1 0! -1 1 -1 1# -1 110 0 -111 0 -112 0 -113 0 014 0 015 0 01" 0 11! 0 11 0 11# 1 -120 1 -121 1 -122 1 023 1 024 1 025 1 12" 1 12! 1 1SUMMARY OUTPUTRegression StatisticsMultiple R 0.890601R Square 0."9*1"Ad!usted R 0.""165Standard #r 0.4""981O$ser%ati& 54A'O(Adf SSRe)ressi&n 5 4.0548Residual 48 10.966*6T&tal 5* 5*.0116Coefcients Standard Error,nter-ept +0.06**61 0.145445A 0.*941 0.0"966*. 0.48"*9 0.0"966*/ +0.80854 0.0"966*AA 0.4"544* 0.1*"981.. +0.*80*55 0.1*"98131 30 0S&l%er:A5&6er 5i7it +1Opti7u7 0Upper 5i7it 1C AA BB Case Depth Standard%)e-1 1 1 0.55 +0.1*86*90 1 1 0.5 +0.*55891 1 1 0.25 +1.4**6-1 1 0 0. 0.9*11080 1 0 0.4 +0."804881 1 0 0.25 +1.4**6-1 1 1 0.#5 1.5"95"0 1 1 0.!5 0."1"1591 1 1 0.45 +0.5665*8-1 0 1 0.55 +0.1*86*90 0 1 0.4 +0."804881 0 1 0.35 +0.9944*"-1 0 0 0.5 1.1450580 0 0 0.55 +0.1*86*91 0 0 0.35 +0.9944*"-1 0 1 0." 0.0"5*10 0 1 0.55 +0.1*86*91 0 1 0.45 +0.5665*8-1 1 1 0."5 0.8960 1 1 0.45 +0.5665*81 1 1 0.35 +0.9944*"-1 1 0 1 1."869060 1 0 0.5 1.1450581 1 0 0.! 0.50*09-1 1 1 1 1."869060 1 1 0.5 1.1450581 1 1 0.55 +0.1*86*9-1 1 1 0.5 +0.*55890 1 1 0.55 +0.1*86*91 1 1 0.2 +1.6*686-1 1 0 0.5 1.1450580 1 0 0.35 +0.9944*"1 1 0 0.2 +1.6*686-1 1 1 0.# 1.*5900"0 1 1 0.! 0.50*091 1 1 0.35 +0.9944*"-1 0 1 0." 0.0"5*10 0 1 0.35 +0.9944*"1 0 1 0.3 +1.08*8"-1 0 0 0.# 1.*5900"0 0 0 0.55 +0.1*86*91 0 0 0.3 +1.08*8"-1 0 1 0.55 +0.1*86*90 0 1 0.55 +0.1*86*91 0 1 0.4 +0."80488-1 1 1 0." 0.0"5*10 1 1 0.4 +0."804881 1 1 0.35 +0.9944*"-1 1 0 1.05 .0008560 1 0 0.# 1.*5900"1 1 0 0.! 0.50*09-1 1 1 1 1."869060 1 1 0. 0.9*11081 1 1 0." 0.0"5*1MS F Signifcance F8.41096 *6.81496 .5"#+0150.8466t Stat P-value Lower 95% !!er 95% Lower 95"#%!!er 95"#%+0.4*56*4 0.665055 +0.*55"9" 0.90"5960* +0.*55"9" 0.90"64.9*"1 1.04#+005 0.*06" 0.5541494"" 0.*06" 0.554156.11"*5 1.66#+00" 0.*"155 0.64"50*61"9 0.*"155 0.64"504+10.14585 1.5"#+01* +0.96848 +0.6480"951*4 +0.96848 +0.64808*.445"11 0.00119* 0.198014 0."58"*1"4 0.198014 0."58"*+."56569 0.008*4 +0.65""85 +0.109485"4 +0.65""85 +0.10953* /ase dept10 +0.06**61Resp&nse A-tual Tar)et #rr&r. / Sur8a-e 1ardness 0.16"+1 +1 /ase dept1 +0.56650 01 1Su79Sq MS#


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