mlr-org/mlrMBO

Error in generateDesign(control$infill.opt.focussearch.points, ps.local,

zjujdj opened this issue · 0 comments

zjujdj commented

hello, I had an issue when I use mlrMBO(1.1.2) in R-3.5.3 to optimize my function, anyone know why? many thanks!

The error:
Error in generateDesign(control$infill.opt.focussearch.points, ps.local, : REAL() can only be applied to a 'numeric', not a 'NULL' Calls: mbo ... measureTime -> force -> infill.opt.fun -> generateDesign

Source Code:
`fun <- function(x){
set.seed(k);
Model <- caret::train(train_x, train_y, method = method.name, trControl = trainControl(method = "cv", number = 5, classProbs = T, savePredictions = "final", seeds = seeds), tuneGrid = data.frame(sigma = x[1], C = x[2]));
train_cv.tab <- table(Model$pred$pred, Model$pred$obs);
train_cv.TP <- train_cv.tab[2, 2];train_cv.FP <- train_cv.tab[2, 1];train_cv.FN <- train_cv.tab[1, 2];train_cv.TN <- train_cv.tab[1, 1];
train_cv.MCC <- as.numeric((train_cv.TPtrain_cv.TN - train_cv.FPtrain_cv.FN)/sqrt((train_cv.TP + train_cv.FP) %% (train_cv.TP + train_cv.FN) %% (train_cv.TN + train_cv.FP) %*% (train_cv.TN + train_cv.FN)));
1 - train_cv.MCC
}

objfun <- makeSingleObjectiveFunction(
name <- paste(method.name, "_boa", sep = ""),
fn = fun,
par.set = makeParamSet(
makeNumericParam(parameters[1], lower = 0.005, upper = 0.02),
makeNumericParam(parameters[2], lower = 5, upper = 20)
),
minimize = T
)

surr.km <- makeLearner("regr.km", predict.type = "se", covtype = "matern3_2", control = list(trace = F))

control <- makeMBOControl()
control <- setMBOControlInfill(
control = control,
crit = makeMBOInfillCritEI(),
opt.focussearch.points = 500
)

control <- setMBOControlTermination(
control = control,
iters = 500
)

design <- generateDesign(n = 200, par.set = getParamSet(objfun))

mlr::configureMlr(show.info = F, show.learner.output = F, on.learner.warning = "quiet")
run <- mbo(objfun, design = design, learner = surr.km, control = control, show.info = T)`

The log
Computing y column(s) for design. Not provided. [mbo] 0: sigma=0.0101; C=9.88 : y = 0.215 : 14.6 secs : initdesign [mbo] 0: sigma=0.0152; C=12.6 : y = 0.218 : 13.8 secs : initdesign [mbo] 0: sigma=0.00712; C=12.2 : y = 0.221 : 9.4 secs : initdesign [mbo] 0: sigma=0.00584; C=17.1 : y = 0.228 : 8.8 secs : initdesign [mbo] 0: sigma=0.00832; C=9.66 : y = 0.213 : 10.1 secs : initdesign [mbo] 0: sigma=0.013; C=13.9 : y = 0.218 : 12.9 secs : initdesign [mbo] 0: sigma=0.0156; C=14.1 : y = 0.217 : 14.0 secs : initdesign [mbo] 0: sigma=0.0141; C=5.65 : y = 0.209 : 13.4 secs : initdesign [mbo] 0: sigma=0.0119; C=6.37 : y = 0.214 : 13.2 secs : initdesign [mbo] 0: sigma=0.00919; C=11.2 : y = 0.217 : 10.0 secs : initdesign [mbo] 0: sigma=0.0109; C=13.1 : y = 0.222 : 11.5 secs : initdesign [mbo] 0: sigma=0.00561; C=10.9 : y = 0.218 : 8.4 secs : initdesign [mbo] 0: sigma=0.0162; C=7.07 : y = 0.217 : 13.5 secs : initdesign [mbo] 0: sigma=0.0105; C=11.1 : y = 0.218 : 11.3 secs : initdesign [mbo] 0: sigma=0.00854; C=11.5 : y = 0.215 : 9.6 secs : initdesign [mbo] 0: sigma=0.00876; C=9.99 : y = 0.212 : 9.8 secs : initdesign [mbo] 0: sigma=0.0113; C=10.4 : y = 0.218 : 11.5 secs : initdesign [mbo] 0: sigma=0.00795; C=18.7 : y = 0.227 : 9.3 secs : initdesign [mbo] 0: sigma=0.0142; C=11.9 : y = 0.215 : 12.9 secs : initdesign [mbo] 0: sigma=0.0132; C=11.4 : y = 0.216 : 12.7 secs : initdesign [mbo] 0: sigma=0.00761; C=19.3 : y = 0.228 : 9.0 secs : initdesign [mbo] 0: sigma=0.0128; C=11.9 : y = 0.215 : 12.4 secs : initdesign [mbo] 0: sigma=0.00676; C=13.9 : y = 0.22 : 9.0 secs : initdesign [mbo] 0: sigma=0.0194; C=19.1 : y = 0.217 : 14.7 secs : initdesign [mbo] 0: sigma=0.00787; C=19.5 : y = 0.227 : 9.7 secs : initdesign [mbo] 0: sigma=0.0141; C=15.2 : y = 0.218 : 13.6 secs : initdesign [mbo] 0: sigma=0.0112; C=15.8 : y = 0.222 : 11.7 secs : initdesign [mbo] 0: sigma=0.0174; C=19.7 : y = 0.217 : 13.7 secs : initdesign [mbo] 0: sigma=0.0153; C=10.6 : y = 0.216 : 13.2 secs : initdesign [mbo] 0: sigma=0.0117; C=16.6 : y = 0.222 : 11.7 secs : initdesign [mbo] 0: sigma=0.00869; C=13.8 : y = 0.219 : 9.5 secs : initdesign [mbo] 0: sigma=0.00735; C=7.46 : y = 0.214 : 8.9 secs : initdesign [mbo] 0: sigma=0.0163; C=12.6 : y = 0.218 : 13.5 secs : initdesign [mbo] 0: sigma=0.0165; C=16.1 : y = 0.218 : 13.4 secs : initdesign [mbo] 0: sigma=0.0138; C=10.1 : y = 0.216 : 12.9 secs : initdesign [mbo] 0: sigma=0.0102; C=8.75 : y = 0.215 : 11.3 secs : initdesign [mbo] 0: sigma=0.0171; C=5.2 : y = 0.212 : 13.7 secs : initdesign [mbo] 0: sigma=0.0154; C=7.76 : y = 0.214 : 13.3 secs : initdesign [mbo] 0: sigma=0.0075; C=5.28 : y = 0.213 : 9.5 secs : initdesign [mbo] 0: sigma=0.00807; C=18.5 : y = 0.227 : 9.8 secs : initdesign [mbo] 0: sigma=0.0196; C=16.7 : y = 0.217 : 14.1 secs : initdesign [mbo] 0: sigma=0.0155; C=17.1 : y = 0.219 : 13.2 secs : initdesign [mbo] 0: sigma=0.0106; C=7.26 : y = 0.215 : 11.4 secs : initdesign [mbo] 0: sigma=0.0157; C=17.9 : y = 0.217 : 13.2 secs : initdesign [mbo] 0: sigma=0.00576; C=18.8 : y = 0.229 : 8.4 secs : initdesign [mbo] 0: sigma=0.016; C=5.45 : y = 0.208 : 13.5 secs : initdesign [mbo] 0: sigma=0.0183; C=8.43 : y = 0.216 : 14.0 secs : initdesign [mbo] 0: sigma=0.0185; C=10.8 : y = 0.217 : 13.9 secs : initdesign [mbo] 0: sigma=0.0172; C=15.3 : y = 0.219 : 13.6 secs : initdesign [mbo] 0: sigma=0.00818; C=11.1 : y = 0.215 : 9.3 secs : initdesign [mbo] 0: sigma=0.0188; C=15.7 : y = 0.217 : 13.9 secs : initdesign [mbo] 0: sigma=0.00935; C=13.4 : y = 0.222 : 10.2 secs : initdesign [mbo] 0: sigma=0.00668; C=19.2 : y = 0.223 : 8.5 secs : initdesign [mbo] 0: sigma=0.0129; C=5.4 : y = 0.21 : 13.1 secs : initdesign [mbo] 0: sigma=0.0138; C=8.31 : y = 0.215 : 13.1 secs : initdesign [mbo] 0: sigma=0.0151; C=7.16 : y = 0.216 : 13.5 secs : initdesign [mbo] 0: sigma=0.0181; C=8.59 : y = 0.215 : 14.7 secs : initdesign [mbo] 0: sigma=0.00742; C=19.3 : y = 0.226 : 8.7 secs : initdesign [mbo] 0: sigma=0.0136; C=18.6 : y = 0.221 : 12.6 secs : initdesign [mbo] 0: sigma=0.0116; C=6.1 : y = 0.213 : 11.6 secs : initdesign [mbo] 0: sigma=0.0189; C=14.4 : y = 0.215 : 14.0 secs : initdesign [mbo] 0: sigma=0.00597; C=5.1 : y = 0.217 : 8.8 secs : initdesign [mbo] 0: sigma=0.0122; C=13.7 : y = 0.221 : 12.4 secs : initdesign [mbo] 0: sigma=0.0115; C=18.9 : y = 0.224 : 11.6 secs : initdesign [mbo] 0: sigma=0.0104; C=11.4 : y = 0.22 : 11.1 secs : initdesign [mbo] 0: sigma=0.0167; C=16.8 : y = 0.217 : 13.4 secs : initdesign [mbo] 0: sigma=0.0169; C=17.9 : y = 0.218 : 13.5 secs : initdesign [mbo] 0: sigma=0.00784; C=7.86 : y = 0.213 : 9.1 secs : initdesign [mbo] 0: sigma=0.0139; C=14.6 : y = 0.218 : 12.9 secs : initdesign [mbo] 0: sigma=0.0178; C=16.5 : y = 0.217 : 13.9 secs : initdesign [mbo] 0: sigma=0.00898; C=9.56 : y = 0.215 : 9.8 secs : initdesign [mbo] 0: sigma=0.0168; C=14.2 : y = 0.217 : 13.9 secs : initdesign [mbo] 0: sigma=0.0103; C=17.4 : y = 0.226 : 11.1 secs : initdesign [mbo] 0: sigma=0.00924; C=9.64 : y = 0.215 : 10.1 secs : initdesign [mbo] 0: sigma=0.016; C=5.79 : y = 0.209 : 13.4 secs : initdesign [mbo] 0: sigma=0.0162; C=13.4 : y = 0.217 : 13.9 secs : initdesign [mbo] 0: sigma=0.0199; C=13.1 : y = 0.22 : 14.7 secs : initdesign [mbo] 0: sigma=0.0135; C=16.9 : y = 0.219 : 12.7 secs : initdesign [mbo] 0: sigma=0.0193; C=5.02 : y = 0.216 : 14.0 secs : initdesign [mbo] 0: sigma=0.0152; C=15.5 : y = 0.219 : 13.2 secs : initdesign [mbo] 0: sigma=0.0127; C=18.3 : y = 0.217 : 12.5 secs : initdesign [mbo] 0: sigma=0.0172; C=15.6 : y = 0.218 : 13.8 secs : initdesign [mbo] 0: sigma=0.00774; C=12.9 : y = 0.219 : 9.0 secs : initdesign [mbo] 0: sigma=0.00767; C=6.46 : y = 0.215 : 9.1 secs : initdesign [mbo] 0: sigma=0.0108; C=19.9 : y = 0.227 : 11.4 secs : initdesign [mbo] 0: sigma=0.011; C=10.9 : y = 0.218 : 11.5 secs : initdesign [mbo] 0: sigma=0.015; C=10.7 : y = 0.217 : 13.0 secs : initdesign [mbo] 0: sigma=0.00979; C=7.24 : y = 0.217 : 10.6 secs : initdesign [mbo] 0: sigma=0.00844; C=8.03 : y = 0.212 : 9.5 secs : initdesign [mbo] 0: sigma=0.0165; C=8.84 : y = 0.216 : 13.6 secs : initdesign [mbo] 0: sigma=0.00945; C=17.2 : y = 0.228 : 10.3 secs : initdesign [mbo] 0: sigma=0.00545; C=5.87 : y = 0.215 : 8.6 secs : initdesign [mbo] 0: sigma=0.00526; C=15.1 : y = 0.226 : 8.2 secs : initdesign [mbo] 0: sigma=0.00815; C=16.3 : y = 0.222 : 9.8 secs : initdesign [mbo] 0: sigma=0.0192; C=17.4 : y = 0.219 : 14.4 secs : initdesign [mbo] 0: sigma=0.0119; C=6.9 : y = 0.212 : 13.1 secs : initdesign [mbo] 0: sigma=0.0102; C=19.9 : y = 0.23 : 11.0 secs : initdesign [mbo] 0: sigma=0.00719; C=12.7 : y = 0.22 : 8.9 secs : initdesign [mbo] 0: sigma=0.0184; C=17.5 : y = 0.217 : 14.0 secs : initdesign [mbo] 0: sigma=0.0124; C=12.9 : y = 0.216 : 12.3 secs : initdesign [mbo] 0: sigma=0.0122; C=10.4 : y = 0.215 : 12.3 secs : initdesign [mbo] 0: sigma=0.0159; C=8.93 : y = 0.214 : 13.5 secs : initdesign [mbo] 0: sigma=0.0166; C=6.51 : y = 0.217 : 13.6 secs : initdesign [mbo] 0: sigma=0.012; C=12.5 : y = 0.219 : 12.1 secs : initdesign [mbo] 0: sigma=0.0198; C=5.36 : y = 0.217 : 14.3 secs : initdesign [mbo] 0: sigma=0.0147; C=17.3 : y = 0.219 : 12.9 secs : initdesign [mbo] 0: sigma=0.00507; C=15.4 : y = 0.222 : 8.3 secs : initdesign [mbo] 0: sigma=0.0179; C=12.8 : y = 0.219 : 13.7 secs : initdesign [mbo] 0: sigma=0.017; C=14.7 : y = 0.218 : 13.5 secs : initdesign [mbo] 0: sigma=0.0065; C=9.75 : y = 0.221 : 9.0 secs : initdesign [mbo] 0: sigma=0.0133; C=16 : y = 0.218 : 13.0 secs : initdesign [mbo] 0: sigma=0.00518; C=9.37 : y = 0.218 : 8.8 secs : initdesign [mbo] 0: sigma=0.00866; C=15.3 : y = 0.223 : 10.0 secs : initdesign [mbo] 0: sigma=0.0186; C=8.65 : y = 0.215 : 14.6 secs : initdesign [mbo] 0: sigma=0.0163; C=17.6 : y = 0.218 : 13.5 secs : initdesign [mbo] 0: sigma=0.0056; C=18.4 : y = 0.229 : 8.3 secs : initdesign [mbo] 0: sigma=0.0195; C=6.98 : y = 0.214 : 14.3 secs : initdesign [mbo] 0: sigma=0.018; C=7.61 : y = 0.216 : 13.8 secs : initdesign [mbo] 0: sigma=0.0135; C=6.6 : y = 0.214 : 12.5 secs : initdesign [mbo] 0: sigma=0.00658; C=19.8 : y = 0.223 : 8.5 secs : initdesign [mbo] 0: sigma=0.0184; C=9.43 : y = 0.216 : 13.9 secs : initdesign [mbo] 0: sigma=0.0121; C=18.1 : y = 0.222 : 12.2 secs : initdesign [mbo] 0: sigma=0.0198; C=8.52 : y = 0.216 : 14.2 secs : initdesign [mbo] 0: sigma=0.0126; C=14.3 : y = 0.217 : 12.5 secs : initdesign [mbo] 0: sigma=0.0104; C=6.86 : y = 0.215 : 11.2 secs : initdesign [mbo] 0: sigma=0.0177; C=16.1 : y = 0.218 : 13.8 secs : initdesign [mbo] 0: sigma=0.0143; C=15.8 : y = 0.218 : 12.8 secs : initdesign [mbo] 0: sigma=0.0191; C=12.4 : y = 0.215 : 14.0 secs : initdesign [mbo] 0: sigma=0.00988; C=7.83 : y = 0.218 : 11.0 secs : initdesign [mbo] 0: sigma=0.0173; C=14.8 : y = 0.219 : 14.0 secs : initdesign [mbo] 0: sigma=0.00627; C=14.9 : y = 0.227 : 9.4 secs : initdesign [mbo] 0: sigma=0.0136; C=10.5 : y = 0.217 : 12.7 secs : initdesign [mbo] 0: sigma=0.0167; C=7.66 : y = 0.218 : 13.6 secs : initdesign [mbo] 0: sigma=0.0114; C=16.3 : y = 0.222 : 11.5 secs : initdesign [mbo] 0: sigma=0.00638; C=11.3 : y = 0.223 : 8.5 secs : initdesign [mbo] 0: sigma=0.0116; C=9.22 : y = 0.217 : 11.5 secs : initdesign [mbo] 0: sigma=0.0194; C=5.56 : y = 0.213 : 14.0 secs : initdesign [mbo] 0: sigma=0.0147; C=6.33 : y = 0.211 : 13.1 secs : initdesign [mbo] 0: sigma=0.00911; C=14.8 : y = 0.226 : 9.8 secs : initdesign [mbo] 0: sigma=0.0107; C=6.69 : y = 0.214 : 11.4 secs : initdesign [mbo] 0: sigma=0.0176; C=5.69 : y = 0.213 : 13.7 secs : initdesign [mbo] 0: sigma=0.0145; C=13.8 : y = 0.217 : 12.8 secs : initdesign [mbo] 0: sigma=0.00545; C=13 : y = 0.222 : 8.3 secs : initdesign [mbo] 0: sigma=0.0143; C=7.94 : y = 0.215 : 12.8 secs : initdesign [mbo] 0: sigma=0.00697; C=19 : y = 0.223 : 8.5 secs : initdesign [mbo] 0: sigma=0.00614; C=8.23 : y = 0.214 : 8.5 secs : initdesign [mbo] 0: sigma=0.0182; C=6.23 : y = 0.213 : 14.0 secs : initdesign [mbo] 0: sigma=0.00649; C=12.3 : y = 0.226 : 8.5 secs : initdesign [mbo] 0: sigma=0.00995; C=10.2 : y = 0.215 : 10.9 secs : initdesign [mbo] 0: sigma=0.0131; C=14.5 : y = 0.218 : 13.0 secs : initdesign [mbo] 0: sigma=0.0158; C=11.6 : y = 0.216 : 13.7 secs : initdesign [mbo] 0: sigma=0.0145; C=10.6 : y = 0.215 : 13.6 secs : initdesign [mbo] 0: sigma=0.017; C=18.2 : y = 0.218 : 13.6 secs : initdesign [mbo] 0: sigma=0.0176; C=18.3 : y = 0.217 : 13.7 secs : initdesign [mbo] 0: sigma=0.00886; C=10.1 : y = 0.214 : 9.8 secs : initdesign [mbo] 0: sigma=0.0098; C=17.8 : y = 0.227 : 10.3 secs : initdesign [mbo] 0: sigma=0.00732; C=12.2 : y = 0.22 : 9.0 secs : initdesign [mbo] 0: sigma=0.0118; C=17 : y = 0.223 : 11.7 secs : initdesign [mbo] 0: sigma=0.0149; C=12.1 : y = 0.216 : 13.1 secs : initdesign [mbo] 0: sigma=0.0108; C=8.73 : y = 0.214 : 11.3 secs : initdesign [mbo] 0: sigma=0.00971; C=19.1 : y = 0.228 : 10.3 secs : initdesign [mbo] 0: sigma=0.00708; C=12 : y = 0.222 : 8.7 secs : initdesign [mbo] 0: sigma=0.00848; C=13.2 : y = 0.219 : 9.4 secs : initdesign [mbo] 0: sigma=0.00955; C=7.54 : y = 0.217 : 10.4 secs : initdesign [mbo] 0: sigma=0.00959; C=11.7 : y = 0.217 : 10.4 secs : initdesign [mbo] 0: sigma=0.00941; C=5.97 : y = 0.215 : 10.1 secs : initdesign [mbo] 0: sigma=0.0148; C=7.33 : y = 0.215 : 13.3 secs : initdesign [mbo] 0: sigma=0.0181; C=14.5 : y = 0.219 : 13.9 secs : initdesign [mbo] 0: sigma=0.0154; C=16.5 : y = 0.219 : 13.7 secs : initdesign [mbo] 0: sigma=0.0158; C=13.3 : y = 0.217 : 14.0 secs : initdesign [mbo] 0: sigma=0.00828; C=13.6 : y = 0.221 : 9.4 secs : initdesign [mbo] 0: sigma=0.0175; C=13.5 : y = 0.218 : 13.6 secs : initdesign [mbo] 0: sigma=0.0179; C=17.5 : y = 0.217 : 13.7 secs : initdesign [mbo] 0: sigma=0.0199; C=8.98 : y = 0.219 : 14.3 secs : initdesign [mbo] 0: sigma=0.0112; C=9.84 : y = 0.218 : 11.5 secs : initdesign [mbo] 0: sigma=0.00609; C=11.6 : y = 0.22 : 8.4 secs : initdesign [mbo] 0: sigma=0.0124; C=9.14 : y = 0.213 : 12.3 secs : initdesign [mbo] 0: sigma=0.0144; C=16.7 : y = 0.218 : 12.9 secs : initdesign [mbo] 0: sigma=0.00512; C=19.7 : y = 0.232 : 8.2 secs : initdesign [mbo] 0: sigma=0.0111; C=18.4 : y = 0.224 : 11.4 secs : initdesign [mbo] 0: sigma=0.00891; C=14.3 : y = 0.222 : 9.5 secs : initdesign [mbo] 0: sigma=0.00573; C=6.77 : y = 0.22 : 8.6 secs : initdesign [mbo] 0: sigma=0.0188; C=6.04 : y = 0.213 : 14.2 secs : initdesign [mbo] 0: sigma=0.00693; C=9.11 : y = 0.221 : 8.8 secs : initdesign [mbo] 0: sigma=0.0187; C=9.29 : y = 0.217 : 13.9 secs : initdesign [mbo] 0: sigma=0.0125; C=6.16 : y = 0.211 : 12.7 secs : initdesign [mbo] 0: sigma=0.0128; C=17.7 : y = 0.217 : 12.7 secs : initdesign [mbo] 0: sigma=0.0191; C=8.21 : y = 0.214 : 14.8 secs : initdesign [mbo] 0: sigma=0.013; C=15.9 : y = 0.219 : 12.4 secs : initdesign [mbo] 0: sigma=0.0134; C=8.11 : y = 0.214 : 12.6 secs : initdesign [mbo] 0: sigma=0.0123; C=18 : y = 0.222 : 12.1 secs : initdesign [mbo] 0: sigma=0.006; C=10.3 : y = 0.216 : 8.5 secs : initdesign [mbo] 0: sigma=0.00537; C=18.8 : y = 0.232 : 8.2 secs : initdesign [mbo] 0: sigma=0.0196; C=15 : y = 0.218 : 14.1 secs : initdesign [mbo] 0: sigma=0.00686; C=11.8 : y = 0.222 : 8.5 secs : initdesign [mbo] 0: sigma=0.0149; C=15.5 : y = 0.218 : 12.9 secs : initdesign [mbo] 0: sigma=0.014; C=16.2 : y = 0.218 : 12.9 secs : initdesign [mbo] 0: sigma=0.011; C=19.6 : y = 0.225 : 11.3 secs : initdesign [mbo] 0: sigma=0.019; C=19.5 : y = 0.218 : 14.2 secs : initdesign [mbo] 0: sigma=0.00629; C=14.1 : y = 0.228 : 8.4 secs : initdesign [mbo] 1: sigma=0.0158; C=5.01 : y = 0.208 : 13.4 secs : infill_ei [mbo] 2: sigma=0.0145; C=5.07 : y = 0.21 : 13.4 secs : infill_ei [mbo] 3: sigma=0.016; C=5.06 : y = 0.208 : 14.1 secs : infill_ei [mbo] 4: sigma=0.0127; C=7.35 : y = 0.214 : 12.4 secs : infill_ei [mbo] 5: sigma=0.0158; C=5.38 : y = 0.208 : 13.4 secs : infill_ei [mbo] 6: sigma=0.0156; C=5.25 : y = 0.207 : 13.2 secs : infill_ei [mbo] 7: sigma=0.0155; C=5.11 : y = 0.208 : 13.9 secs : infill_ei [mbo] 8: sigma=0.0156; C=5.48 : y = 0.209 : 13.3 secs : infill_ei [mbo] 9: sigma=0.0125; C=5 : y = 0.212 : 12.4 secs : infill_ei [mbo] 10: sigma=0.0156; C=5.17 : y = 0.207 : 13.3 secs : infill_ei [mbo] 11: sigma=0.0156; C=5.21 : y = 0.207 : 13.2 secs : infill_ei [mbo] 12: sigma=0.0137; C=5.24 : y = 0.21 : 12.6 secs : infill_ei [mbo] 13: sigma=0.0157; C=5.23 : y = 0.207 : 13.2 secs : infill_ei [mbo] 14: sigma=0.0156; C=5.22 : y = 0.207 : 13.2 secs : infill_ei [mbo] 15: sigma=0.0162; C=5.27 : y = 0.209 : 13.6 secs : infill_ei [mbo] 16: sigma=0.0112; C=5 : y = 0.214 : 11.4 secs : infill_ei [mbo] 17: sigma=0.0148; C=5.29 : y = 0.21 : 13.3 secs : infill_ei [mbo] 18: sigma=0.00844; C=5 : y = 0.215 : 9.4 secs : infill_ei [mbo] 19: sigma=0.0144; C=5.92 : y = 0.209 : 12.8 secs : infill_ei [mbo] 20: sigma=0.0114; C=7.02 : y = 0.214 : 11.6 secs : infill_ei [mbo] 21: sigma=0.0173; C=10.1 : y = 0.216 : 13.8 secs : infill_ei [mbo] 22: sigma=0.0156; C=20 : y = 0.219 : 13.1 secs : infill_ei [mbo] 23: sigma=0.0121; C=8.05 : y = 0.214 : 12.2 secs : infill_ei [mbo] 24: sigma=0.0133; C=5 : y = 0.213 : 12.6 secs : infill_ei [mbo] 25: sigma=0.005; C=5 : y = 0.218 : 8.5 secs : infill_ei [mbo] 26: sigma=0.0139; C=6 : y = 0.209 : 13.6 secs : infill_ei [mbo] 27: sigma=0.013; C=9.33 : y = 0.215 : 12.4 secs : infill_ei [mbo] 28: sigma=0.0102; C=5 : y = 0.218 : 10.8 secs : infill_ei [mbo] 29: sigma=0.0179; C=5 : y = 0.21 : 13.8 secs : infill_ei [mbo] 30: sigma=0.0183; C=5.22 : y = 0.213 : 14.2 secs : infill_ei [mbo] 31: sigma=0.0147; C=9.06 : y = 0.214 : 12.9 secs : infill_ei [mbo] 32: sigma=0.0142; C=6.3 : y = 0.212 : 12.9 secs : infill_ei [mbo] 33: sigma=0.0136; C=5.74 : y = 0.211 : 12.8 secs : infill_ei [mbo] 34: sigma=0.02; C=20 : y = 0.219 : 14.2 secs : infill_ei [mbo] 35: sigma=0.0162; C=10.3 : y = 0.215 : 14.3 secs : infill_ei [mbo] 36: sigma=0.00683; C=5.7 : y = 0.216 : 8.9 secs : infill_ei [mbo] 37: sigma=0.00868; C=6.87 : y = 0.211 : 9.7 secs : infill_ei [mbo] 38: sigma=0.0156; C=5.23 : y = 0.207 : 13.1 secs : infill_ei [mbo] 39: sigma=0.0156; C=5.24 : y = 0.207 : 13.9 secs : infill_ei [mbo] 40: sigma=0.0159; C=5.27 : y = 0.208 : 13.3 secs : infill_ei [mbo] 41: sigma=0.0157; C=5.25 : y = 0.208 : 13.4 secs : infill_ei [mbo] 42: sigma=0.0156; C=5 : y = 0.209 : 13.3 secs : infill_ei [mbo] 43: sigma=0.00804; C=5.77 : y = 0.214 : 9.3 secs : infill_ei [mbo] 44: sigma=0.005; C=8.21 : y = 0.22 : 8.8 secs : infill_ei [mbo] 45: sigma=0.0124; C=5.26 : y = 0.213 : 12.4 secs : infill_ei [mbo] 46: sigma=0.0158; C=5.16 : y = 0.207 : 13.2 secs : infill_ei [mbo] 47: sigma=0.0156; C=5.18 : y = 0.207 : 13.3 secs : infill_ei [mbo] 48: sigma=0.0194; C=20 : y = 0.218 : 14.4 secs : infill_ei [mbo] 49: sigma=0.0132; C=20 : y = 0.224 : 13.0 secs : infill_ei [mbo] 50: sigma=0.018; C=5.94 : y = 0.214 : 13.7 secs : infill_ei [mbo] 51: sigma=0.0146; C=5.69 : y = 0.208 : 13.1 secs : infill_ei [mbo] 52: sigma=0.0158; C=5.15 : y = 0.207 : 13.3 secs : infill_ei [mbo] 53: sigma=0.0152; C=5.18 : y = 0.209 : 13.5 secs : infill_ei [mbo] 54: sigma=0.014; C=5.43 : y = 0.211 : 12.8 secs : infill_ei [mbo] 55: sigma=0.0127; C=5.67 : y = 0.21 : 12.3 secs : infill_ei [mbo] 56: sigma=0.013; C=6.21 : y = 0.208 : 12.5 secs : infill_ei [mbo] 57: sigma=0.0131; C=6 : y = 0.208 : 12.8 secs : infill_ei [mbo] 58: sigma=0.0131; C=6.68 : y = 0.214 : 12.5 secs : infill_ei [mbo] 59: sigma=0.00826; C=7.04 : y = 0.212 : 9.2 secs : infill_ei [mbo] 60: sigma=0.0156; C=5.25 : y = 0.208 : 13.2 secs : infill_ei [mbo] 61: sigma=0.0194; C=9.98 : y = 0.216 : 14.1 secs : infill_ei [mbo] 62: sigma=0.0195; C=11.9 : y = 0.217 : 14.0 secs : infill_ei [mbo] 63: sigma=0.00748; C=6 : y = 0.215 : 9.5 secs : infill_ei [mbo] 64: sigma=0.00528; C=5.17 : y = 0.215 : 8.5 secs : infill_ei [mbo] 65: sigma=0.0194; C=13.9 : y = 0.217 : 14.2 secs : infill_ei [mbo] 66: sigma=0.0197; C=18.2 : y = 0.218 : 14.0 secs : infill_ei [mbo] 67: sigma=0.00549; C=16 : y = 0.228 : 8.4 secs : infill_ei [mbo] 68: sigma=0.00778; C=8.52 : y = 0.215 : 10.0 secs : infill_ei [mbo] 69: sigma=0.0155; C=5.6 : y = 0.209 : 13.3 secs : infill_ei [mbo] 70: sigma=0.00727; C=5 : y = 0.216 : 9.0 secs : infill_ei [mbo] 71: sigma=0.00611; C=7.03 : y = 0.217 : 8.7 secs : infill_ei [mbo] 72: sigma=0.0155; C=6.03 : y = 0.209 : 13.3 secs : infill_ei [mbo] 73: sigma=0.019; C=8.88 : y = 0.216 : 14.8 secs : infill_ei [mbo] 74: sigma=0.0165; C=5.18 : y = 0.211 : 13.5 secs : infill_ei [mbo] 75: sigma=0.0161; C=5.18 : y = 0.208 : 13.4 secs : infill_ei [mbo] 76: sigma=0.0188; C=18.8 : y = 0.217 : 13.9 secs : infill_ei [mbo] 77: sigma=0.02; C=7.79 : y = 0.219 : 14.2 secs : infill_ei [mbo] 78: sigma=0.0141; C=19.7 : y = 0.221 : 12.8 secs : infill_ei [mbo] 79: sigma=0.0155; C=5.18 : y = 0.208 : 13.3 secs : infill_ei [mbo] 80: sigma=0.0159; C=5.18 : y = 0.208 : 13.3 secs : infill_ei [mbo] 81: sigma=0.016; C=19 : y = 0.217 : 13.4 secs : infill_ei [mbo] 82: sigma=0.016; C=5.23 : y = 0.208 : 13.8 secs : infill_ei [mbo] 83: sigma=0.005; C=10.6 : y = 0.217 : 8.2 secs : infill_ei [mbo] 84: sigma=0.0158; C=5.65 : y = 0.208 : 13.3 secs : infill_ei [mbo] 85: sigma=0.0146; C=5.85 : y = 0.209 : 13.0 secs : infill_ei [mbo] 86: sigma=0.0196; C=11.1 : y = 0.218 : 14.1 secs : infill_ei [mbo] 87: sigma=0.0174; C=5.44 : y = 0.211 : 14.2 secs : infill_ei [mbo] 88: sigma=0.0196; C=8.02 : y = 0.216 : 14.0 secs : infill_ei [mbo] 89: sigma=0.02; C=15.5 : y = 0.218 : 14.1 secs : infill_ei [mbo] 90: sigma=0.0178; C=20 : y = 0.218 : 13.8 secs : infill_ei [mbo] 91: sigma=0.00874; C=10.7 : y = 0.214 : 10.1 secs : infill_ei [mbo] 92: sigma=0.005; C=17.5 : y = 0.225 : 8.1 secs : infill_ei [mbo] 93: sigma=0.0158; C=5.06 : y = 0.208 : 13.3 secs : infill_ei [mbo] 94: sigma=0.00776; C=5.18 : y = 0.213 : 9.1 secs : infill_ei [mbo] 95: sigma=0.00885; C=5.14 : y = 0.214 : 9.9 secs : infill_ei [mbo] 96: sigma=0.0156; C=9.61 : y = 0.215 : 13.2 secs : infill_ei [mbo] 97: sigma=0.0107; C=5.18 : y = 0.215 : 11.4 secs : infill_ei [mbo] 98: sigma=0.00668; C=5.17 : y = 0.217 : 8.7 secs : infill_ei [mbo] 99: sigma=0.0198; C=7.43 : y = 0.215 : 14.2 secs : infill_ei [mbo] 100: sigma=0.0111; C=6.92 : y = 0.214 : 11.5 secs : infill_ei [mbo] 101: sigma=0.0197; C=10.4 : y = 0.219 : 14.7 secs : infill_ei [mbo] 102: sigma=0.0154; C=8.59 : y = 0.214 : 13.8 secs : infill_ei [mbo] 103: sigma=0.00547; C=9.97 : y = 0.217 : 8.5 secs : infill_ei [mbo] 104: sigma=0.0166; C=11 : y = 0.216 : 13.4 secs : infill_ei [mbo] 105: sigma=0.00859; C=8.92 : y = 0.213 : 9.7 secs : infill_ei [mbo] 106: sigma=0.00512; C=5.78 : y = 0.216 : 8.3 secs : infill_ei [mbo] 107: sigma=0.00758; C=8.18 : y = 0.215 : 9.0 secs : infill_ei [mbo] 108: sigma=0.005; C=16.7 : y = 0.224 : 8.1 secs : infill_ei [mbo] 109: sigma=0.005; C=14.4 : y = 0.22 : 8.7 secs : infill_ei [mbo] 110: sigma=0.0148; C=19.3 : y = 0.22 : 13.8 secs : infill_ei [mbo] 111: sigma=0.0154; C=5.77 : y = 0.209 : 13.2 secs : infill_ei [mbo] 112: sigma=0.0185; C=5.44 : y = 0.214 : 13.8 secs : infill_ei [mbo] 113: sigma=0.0197; C=6.22 : y = 0.214 : 14.1 secs : infill_ei [mbo] 114: sigma=0.0085; C=9.46 : y = 0.212 : 9.5 secs : infill_ei [mbo] 115: sigma=0.0183; C=19.8 : y = 0.219 : 13.8 secs : infill_ei [mbo] 116: sigma=0.0128; C=5.18 : y = 0.21 : 12.3 secs : infill_ei [mbo] 117: sigma=0.0145; C=5.81 : y = 0.209 : 13.0 secs : infill_ei [mbo] 118: sigma=0.0147; C=5.18 : y = 0.21 : 13.5 secs : infill_ei [mbo] 119: sigma=0.013; C=5.95 : y = 0.208 : 12.4 secs : infill_ei [mbo] 120: sigma=0.00879; C=20 : y = 0.228 : 9.5 secs : infill_ei [mbo] 121: sigma=0.0188; C=17.8 : y = 0.217 : 13.9 secs : infill_ei [mbo] 122: sigma=0.0198; C=16.3 : y = 0.219 : 14.0 secs : infill_ei [mbo] 123: sigma=0.0195; C=18.6 : y = 0.217 : 14.6 secs : infill_ei [mbo] 124: sigma=0.0166; C=19.5 : y = 0.216 : 13.5 secs : infill_ei [mbo] 125: sigma=0.0121; C=5.18 : y = 0.211 : 12.3 secs : infill_ei [mbo] 126: sigma=0.013; C=5.18 : y = 0.211 : 12.5 secs : infill_ei [mbo] 127: sigma=0.0132; C=6.24 : y = 0.211 : 12.6 secs : infill_ei [mbo] 128: sigma=0.0129; C=6.45 : y = 0.212 : 13.6 secs : infill_ei [mbo] 129: sigma=0.0156; C=5.45 : y = 0.209 : 13.3 secs : infill_ei [mbo] 130: sigma=0.0129; C=8.93 : y = 0.214 : 12.5 secs : infill_ei [mbo] 131: sigma=0.0163; C=5.61 : y = 0.211 : 13.3 secs : infill_ei [mbo] 132: sigma=0.00624; C=5.22 : y = 0.218 : 8.8 secs : infill_ei [mbo] 133: sigma=0.016; C=5.62 : y = 0.209 : 13.4 secs : infill_ei [mbo] 134: sigma=0.00564; C=8.73 : y = 0.219 : 8.3 secs : infill_ei [mbo] 135: sigma=0.02; C=12.2 : y = 0.218 : 14.2 secs : infill_ei [mbo] 136: sigma=0.0134; C=12.3 : y = 0.216 : 12.7 secs : infill_ei [mbo] 137: sigma=0.0189; C=11.5 : y = 0.215 : 14.0 secs : infill_ei [mbo] 138: sigma=0.0161; C=9.86 : y = 0.215 : 13.4 secs : infill_ei [mbo] 139: sigma=0.0182; C=12.2 : y = 0.218 : 13.9 secs : infill_ei [mbo] 140: sigma=0.0158; C=5.03 : y = 0.208 : 14.1 secs : infill_ei [mbo] 141: sigma=0.016; C=5.18 : y = 0.208 : 13.3 secs : infill_ei [mbo] 142: sigma=0.0145; C=5.29 : y = 0.21 : 12.8 secs : infill_ei [mbo] 143: sigma=0.0193; C=8.11 : y = 0.214 : 14.0 secs : infill_ei [mbo] 144: sigma=0.0145; C=13.6 : y = 0.218 : 12.9 secs : infill_ei [mbo] 145: sigma=0.019; C=14.2 : y = 0.215 : 14.3 secs : infill_ei [mbo] 146: sigma=0.0075; C=16.4 : y = 0.219 : 8.7 secs : infill_ei [mbo] 147: sigma=0.0192; C=5.1 : y = 0.216 : 13.9 secs : infill_ei [mbo] 148: sigma=0.0141; C=6.3 : y = 0.212 : 12.9 secs : infill_ei [mbo] 149: sigma=0.00966; C=5.92 : y = 0.215 : 10.6 secs : infill_ei [mbo] 150: sigma=0.00819; C=9.4 : y = 0.216 : 9.2 secs : infill_ei [mbo] 151: sigma=0.0166; C=16 : y = 0.218 : 13.5 secs : infill_ei [mbo] 152: sigma=0.0153; C=7.06 : y = 0.217 : 13.2 secs : infill_ei [mbo] 153: sigma=0.0187; C=16.8 : y = 0.217 : 13.9 secs : infill_ei [mbo] 154: sigma=0.00894; C=18.6 : y = 0.229 : 9.9 secs : infill_ei [mbo] 155: sigma=0.0139; C=7.14 : y = 0.215 : 12.8 secs : infill_ei [mbo] 156: sigma=0.00715; C=5.97 : y = 0.214 : 8.9 secs : infill_ei [mbo] 157: sigma=0.0162; C=10.4 : y = 0.215 : 13.3 secs : infill_ei [mbo] 158: sigma=0.0115; C=19 : y = 0.224 : 11.5 secs : infill_ei [mbo] 159: sigma=0.0149; C=17.6 : y = 0.219 : 13.1 secs : infill_ei [mbo] 160: sigma=0.0133; C=9.71 : y = 0.215 : 12.7 secs : infill_ei [mbo] 161: sigma=0.0143; C=16.7 : y = 0.218 : 12.9 secs : infill_ei [mbo] 162: sigma=0.0163; C=8.35 : y = 0.213 : 13.4 secs : infill_ei [mbo] 163: sigma=0.00561; C=11.6 : y = 0.221 : 8.3 secs : infill_ei [mbo] 164: sigma=0.0157; C=8.32 : y = 0.216 : 13.1 secs : infill_ei [mbo] 165: sigma=0.00686; C=16.6 : y = 0.219 : 8.6 secs : infill_ei [mbo] 166: sigma=0.0163; C=18.5 : y = 0.218 : 13.3 secs : infill_ei [mbo] 167: sigma=0.0166; C=13 : y = 0.216 : 13.5 secs : infill_ei [mbo] 168: sigma=0.0144; C=14.8 : y = 0.218 : 12.9 secs : infill_ei [mbo] 169: sigma=0.019; C=13.2 : y = 0.216 : 14.6 secs : infill_ei [mbo] 170: sigma=0.013; C=11.2 : y = 0.216 : 12.9 secs : infill_ei [mbo] 171: sigma=0.0144; C=12.9 : y = 0.218 : 13.1 secs : infill_ei [mbo] 172: sigma=0.0158; C=13.9 : y = 0.217 : 13.3 secs : infill_ei [mbo] 173: sigma=0.0158; C=13.1 : y = 0.218 : 13.6 secs : infill_ei [mbo] 174: sigma=0.016; C=13.2 : y = 0.217 : 13.3 secs : infill_ei [mbo] 175: sigma=0.0162; C=13.5 : y = 0.217 : 13.6 secs : infill_ei [mbo] 176: sigma=0.0163; C=13.8 : y = 0.216 : 13.4 secs : infill_ei [mbo] 177: sigma=0.0137; C=11 : y = 0.216 : 13.0 secs : infill_ei [mbo] 178: sigma=0.0106; C=14.1 : y = 0.222 : 11.0 secs : infill_ei [mbo] 179: sigma=0.016; C=5.52 : y = 0.208 : 13.8 secs : infill_ei [mbo] 180: sigma=0.0192; C=6.79 : y = 0.213 : 14.1 secs : infill_ei [mbo] 181: sigma=0.0143; C=5.18 : y = 0.21 : 12.8 secs : infill_ei [mbo] 182: sigma=0.0129; C=5.89 : y = 0.208 : 12.6 secs : infill_ei [mbo] 183: sigma=0.016; C=5.72 : y = 0.209 : 13.3 secs : infill_ei [mbo] 184: sigma=0.0134; C=5.2 : y = 0.213 : 12.7 secs : infill_ei [mbo] 185: sigma=0.00712; C=9.29 : y = 0.219 : 8.9 secs : infill_ei [mbo] 186: sigma=0.00846; C=12.8 : y = 0.218 : 9.4 secs : infill_ei [mbo] 187: sigma=0.016; C=8.55 : y = 0.212 : 13.4 secs : infill_ei [mbo] 188: sigma=0.0197; C=12.8 : y = 0.219 : 14.7 secs : infill_ei [mbo] 189: sigma=0.0165; C=19.4 : y = 0.217 : 13.3 secs : infill_ei [mbo] 190: sigma=0.0172; C=12.7 : y = 0.217 : 13.7 secs : infill_ei [mbo] 191: sigma=0.0123; C=11.2 : y = 0.217 : 12.2 secs : infill_ei [mbo] 192: sigma=0.00637; C=5.59 : y = 0.217 : 9.2 secs : infill_ei [mbo] 193: sigma=0.00899; C=11.3 : y = 0.216 : 9.6 secs : infill_ei [mbo] 194: sigma=0.00633; C=17.5 : y = 0.227 : 8.3 secs : infill_ei [mbo] 195: sigma=0.0151; C=8.81 : y = 0.213 : 13.0 secs : infill_ei [mbo] 196: sigma=0.0183; C=18.2 : y = 0.219 : 13.7 secs : infill_ei [mbo] 197: sigma=0.00977; C=14.6 : y = 0.225 : 10.8 secs : infill_ei [mbo] 198: sigma=0.0199; C=19.5 : y = 0.219 : 14.1 secs : infill_ei [mbo] 199: sigma=0.00745; C=14.8 : y = 0.219 : 8.9 secs : infill_ei [mbo] 200: sigma=0.005; C=11 : y = 0.219 : 8.2 secs : infill_ei [mbo] 201: sigma=0.00883; C=7.65 : y = 0.212 : 9.7 secs : infill_ei [mbo] 202: sigma=0.00855; C=6.61 : y = 0.213 : 9.7 secs : infill_ei [mbo] 203: sigma=0.00722; C=15.6 : y = 0.219 : 8.6 secs : infill_ei [mbo] 204: sigma=0.0125; C=19.6 : y = 0.22 : 12.2 secs : infill_ei [mbo] 205: sigma=0.016; C=5.57 : y = 0.208 : 13.4 secs : infill_ei [mbo] 206: sigma=0.0125; C=7.61 : y = 0.214 : 12.3 secs : infill_ei [mbo] 207: sigma=0.00727; C=13 : y = 0.22 : 8.7 secs : infill_ei [mbo] 208: sigma=0.0155; C=5.19 : y = 0.208 : 13.3 secs : infill_ei [mbo] 209: sigma=0.0058; C=10.9 : y = 0.219 : 8.4 secs : infill_ei [mbo] 210: sigma=0.00723; C=15.9 : y = 0.22 : 9.1 secs : infill_ei [mbo] 211: sigma=0.0102; C=15.4 : y = 0.222 : 10.5 secs : infill_ei [mbo] 212: sigma=0.00845; C=6.22 : y = 0.215 : 9.6 secs : infill_ei [mbo] 213: sigma=0.019; C=13.1 : y = 0.216 : 14.0 secs : infill_ei [mbo] 214: sigma=0.0115; C=10.1 : y = 0.218 : 11.6 secs : infill_ei [mbo] 215: sigma=0.0162; C=12.1 : y = 0.215 : 13.8 secs : infill_ei [mbo] 216: sigma=0.0148; C=8.26 : y = 0.214 : 13.5 secs : infill_ei [mbo] 217: sigma=0.0186; C=14.6 : y = 0.218 : 13.8 secs : infill_ei [mbo] 218: sigma=0.0147; C=18.8 : y = 0.22 : 13.5 secs : infill_ei [mbo] 219: sigma=0.0154; C=6.85 : y = 0.217 : 13.6 secs : infill_ei [mbo] 220: sigma=0.0199; C=6.6 : y = 0.218 : 14.2 secs : infill_ei [mbo] 221: sigma=0.00504; C=10.5 : y = 0.217 : 8.3 secs : infill_ei [mbo] 222: sigma=0.0138; C=10 : y = 0.216 : 13.2 secs : infill_ei [mbo] 223: sigma=0.0104; C=11.2 : y = 0.218 : 11.1 secs : infill_ei [mbo] 224: sigma=0.00944; C=12.8 : y = 0.219 : 10.1 secs : infill_ei [mbo] 225: sigma=0.0161; C=8.71 : y = 0.213 : 13.3 secs : infill_ei [mbo] 226: sigma=0.00862; C=15.9 : y = 0.226 : 9.8 secs : infill_ei [mbo] 227: sigma=0.0185; C=17.3 : y = 0.217 : 14.2 secs : infill_ei [mbo] 228: sigma=0.013; C=9.51 : y = 0.215 : 12.5 secs : infill_ei [mbo] 229: sigma=0.00834; C=13.1 : y = 0.218 : 9.2 secs : infill_ei [mbo] 230: sigma=0.0125; C=11.4 : y = 0.216 : 12.4 secs : infill_ei [mbo] 231: sigma=0.0124; C=8.65 : y = 0.213 : 12.3 secs : infill_ei [mbo] 232: sigma=0.0191; C=9.69 : y = 0.216 : 14.1 secs : infill_ei [mbo] 233: sigma=0.00556; C=5.66 : y = 0.215 : 8.6 secs : infill_ei [mbo] 234: sigma=0.00702; C=16.7 : y = 0.221 : 8.7 secs : infill_ei [mbo] 235: sigma=0.006; C=7.74 : y = 0.218 : 9.2 secs : infill_ei [mbo] 236: sigma=0.014; C=5.79 : y = 0.209 : 12.9 secs : infill_ei [mbo] 237: sigma=0.0158; C=5.54 : y = 0.208 : 13.6 secs : infill_ei [mbo] 238: sigma=0.008; C=17.6 : y = 0.226 : 9.8 secs : infill_ei [mbo] 239: sigma=0.0084; C=6.45 : y = 0.215 : 10.0 secs : infill_ei [mbo] 240: sigma=0.0185; C=18.4 : y = 0.217 : 14.3 secs : infill_ei [mbo] 241: sigma=0.01; C=13.6 : y = 0.221 : 10.4 secs : infill_ei [mbo] 242: sigma=0.005; C=13.7 : y = 0.22 : 8.1 secs : infill_ei [mbo] 243: sigma=0.0124; C=15 : y = 0.219 : 12.6 secs : infill_ei [mbo] 244: sigma=0.00872; C=12.4 : y = 0.214 : 9.6 secs : infill_ei [mbo] 245: sigma=0.0192; C=10.9 : y = 0.215 : 14.1 secs : infill_ei [mbo] 246: sigma=0.0191; C=11.3 : y = 0.215 : 13.9 secs : infill_ei [mbo] 247: sigma=0.0161; C=9.16 : y = 0.215 : 13.2 secs : infill_ei [mbo] 248: sigma=0.0137; C=7.54 : y = 0.215 : 12.6 secs : infill_ei [mbo] 249: sigma=0.0146; C=5.19 : y = 0.21 : 13.5 secs : infill_ei [mbo] 250: sigma=0.0128; C=6.4 : y = 0.21 : 12.8 secs : infill_ei [mbo] 251: sigma=0.0175; C=6.51 : y = 0.212 : 13.7 secs : infill_ei [mbo] 252: sigma=0.0186; C=10.3 : y = 0.218 : 13.9 secs : infill_ei [mbo] 253: sigma=0.0073; C=8.97 : y = 0.216 : 9.2 secs : infill_ei [mbo] 254: sigma=0.0112; C=19.4 : y = 0.225 : 11.4 secs : infill_ei [mbo] 255: sigma=0.0169; C=18.5 : y = 0.217 : 13.5 secs : infill_ei [mbo] 256: sigma=0.0176; C=18.2 : y = 0.217 : 13.6 secs : infill_ei [mbo] 257: sigma=0.0155; C=19.6 : y = 0.219 : 13.1 secs : infill_ei [mbo] 258: sigma=0.00912; C=13.9 : y = 0.223 : 9.7 secs : infill_ei [mbo] 259: sigma=0.0133; C=19.9 : y = 0.224 : 12.5 secs : infill_ei [mbo] 260: sigma=0.0136; C=13.8 : y = 0.218 : 12.6 secs : infill_ei [mbo] 261: sigma=0.00531; C=11.8 : y = 0.22 : 8.7 secs : infill_ei [mbo] 262: sigma=0.0177; C=9.49 : y = 0.216 : 13.8 secs : infill_ei [mbo] 263: sigma=0.00963; C=10.1 : y = 0.215 : 10.2 secs : infill_ei [mbo] 264: sigma=0.0112; C=18.9 : y = 0.225 : 11.8 secs : infill_ei [mbo] 265: sigma=0.01; C=16.5 : y = 0.224 : 10.4 secs : infill_ei [mbo] 266: sigma=0.00695; C=16 : y = 0.22 : 8.7 secs : infill_ei [mbo] 267: sigma=0.00824; C=19.8 : y = 0.229 : 9.3 secs : infill_ei [mbo] 268: sigma=0.0169; C=18.7 : y = 0.218 : 13.6 secs : infill_ei [mbo] 269: sigma=0.00642; C=16.8 : y = 0.225 : 8.4 secs : infill_ei [mbo] 270: sigma=0.00991; C=8 : y = 0.217 : 10.3 secs : infill_ei [mbo] 271: sigma=0.0146; C=12.6 : y = 0.215 : 13.0 secs : infill_ei [mbo] 272: sigma=0.0085; C=9.61 : y = 0.212 : 9.5 secs : infill_ei [mbo] 273: sigma=0.0165; C=17.7 : y = 0.217 : 13.3 secs : infill_ei [mbo] 274: sigma=0.00737; C=16.3 : y = 0.22 : 9.2 secs : infill_ei [mbo] 275: sigma=0.00709; C=14.5 : y = 0.22 : 8.7 secs : infill_ei [mbo] 276: sigma=0.0149; C=6.49 : y = 0.212 : 13.0 secs : infill_ei [mbo] 277: sigma=0.0191; C=13.2 : y = 0.216 : 13.8 secs : infill_ei [mbo] 278: sigma=0.0072; C=17.3 : y = 0.222 : 8.7 secs : infill_ei [mbo] 279: sigma=0.00756; C=16.2 : y = 0.218 : 8.9 secs : infill_ei [mbo] 280: sigma=0.0141; C=12.5 : y = 0.216 : 12.7 secs : infill_ei [mbo] 281: sigma=0.0186; C=9.38 : y = 0.217 : 13.9 secs : infill_ei [mbo] 282: sigma=0.0161; C=7.97 : y = 0.216 : 13.3 secs : infill_ei [mbo] 283: sigma=0.0146; C=14 : y = 0.216 : 14.2 secs : infill_ei [mbo] 284: sigma=0.00891; C=8.15 : y = 0.214 : 9.7 secs : infill_ei [mbo] 285: sigma=0.00792; C=7.87 : y = 0.212 : 9.2 secs : infill_ei [mbo] 286: sigma=0.0109; C=15.9 : y = 0.222 : 11.6 secs : infill_ei [mbo] 287: sigma=0.0132; C=5.87 : y = 0.21 : 13.0 secs : infill_ei [mbo] 288: sigma=0.0128; C=15.1 : y = 0.218 : 12.8 secs : infill_ei [mbo] 289: sigma=0.0159; C=19.2 : y = 0.217 : 13.2 secs : infill_ei [mbo] 290: sigma=0.0191; C=14.7 : y = 0.217 : 14.5 secs : infill_ei [mbo] 291: sigma=0.012; C=15.1 : y = 0.22 : 12.0 secs : infill_ei [mbo] 292: sigma=0.00973; C=6.42 : y = 0.213 : 10.6 secs : infill_ei [mbo] 293: sigma=0.0116; C=11.7 : y = 0.221 : 12.0 secs : infill_ei [mbo] 294: sigma=0.0166; C=13.7 : y = 0.216 : 13.5 secs : infill_ei [mbo] 295: sigma=0.0106; C=9.17 : y = 0.215 : 11.1 secs : infill_ei [mbo] 296: sigma=0.00775; C=5.81 : y = 0.216 : 9.2 secs : infill_ei [mbo] 297: sigma=0.0146; C=11.6 : y = 0.216 : 12.8 secs : infill_ei [mbo] 298: sigma=0.018; C=5.55 : y = 0.214 : 13.7 secs : infill_ei [mbo] 299: sigma=0.0163; C=9.23 : y = 0.215 : 14.3 secs : infill_ei [mbo] 300: sigma=0.0154; C=11.4 : y = 0.217 : 13.0 secs : infill_ei [mbo] 301: sigma=0.0123; C=10.2 : y = 0.215 : 12.5 secs : infill_ei [mbo] 302: sigma=0.0121; C=16.1 : y = 0.222 : 12.2 secs : infill_ei [mbo] 303: sigma=0.0108; C=12.6 : y = 0.221 : 11.3 secs : infill_ei [mbo] 304: sigma=0.0143; C=7.71 : y = 0.216 : 12.8 secs : infill_ei [mbo] 305: sigma=0.014; C=8.42 : y = 0.215 : 12.8 secs : infill_ei [mbo] 306: sigma=0.0125; C=14.6 : y = 0.218 : 12.9 secs : infill_ei [mbo] 307: sigma=0.0173; C=17.7 : y = 0.218 : 13.5 secs : infill_ei [mbo] 308: sigma=0.00918; C=7.93 : y = 0.216 : 10.3 secs : infill_ei [mbo] 309: sigma=0.0196; C=11.9 : y = 0.218 : 14.1 secs : infill_ei [mbo] 310: sigma=0.0133; C=18.2 : y = 0.22 : 13.0 secs : infill_ei [mbo] 311: sigma=0.00908; C=17 : y = 0.228 : 9.5 secs : infill_ei [mbo] 312: sigma=0.00994; C=19.8 : y = 0.23 : 10.8 secs : infill_ei [mbo] 313: sigma=0.0159; C=13.4 : y = 0.217 : 13.9 secs : infill_ei [mbo] 314: sigma=0.0139; C=9.78 : y = 0.215 : 12.8 secs : infill_ei [mbo] 315: sigma=0.0134; C=14.9 : y = 0.219 : 13.0 secs : infill_ei [mbo] 316: sigma=0.0094; C=13.2 : y = 0.22 : 10.1 secs : infill_ei [mbo] 317: sigma=0.0136; C=11.9 : y = 0.217 : 13.2 secs : infill_ei [mbo] 318: sigma=0.0149; C=8.4 : y = 0.213 : 13.4 secs : infill_ei [mbo] 319: sigma=0.0137; C=16.2 : y = 0.221 : 12.5 secs : infill_ei [mbo] 320: sigma=0.0115; C=12.2 : y = 0.22 : 11.5 secs : infill_ei [mbo] 321: sigma=0.0191; C=9.98 : y = 0.217 : 14.8 secs : infill_ei [mbo] 322: sigma=0.0161; C=11.3 : y = 0.216 : 14.1 secs : infill_ei [mbo] 323: sigma=0.0177; C=14 : y = 0.218 : 13.8 secs : infill_ei [mbo] 324: sigma=0.0111; C=15.3 : y = 0.221 : 11.6 secs : infill_ei [mbo] 325: sigma=0.0143; C=19 : y = 0.219 : 12.9 secs : infill_ei [mbo] 326: sigma=0.0185; C=5.29 : y = 0.214 : 13.8 secs : infill_ei [mbo] 327: sigma=0.0129; C=17.8 : y = 0.217 : 13.2 secs : infill_ei [mbo] 328: sigma=0.0192; C=14.1 : y = 0.217 : 14.5 secs : infill_ei [mbo] 329: sigma=0.015; C=17.9 : y = 0.218 : 12.9 secs : infill_ei [mbo] 330: sigma=0.00874; C=19.4 : y = 0.228 : 9.4 secs : infill_ei [mbo] 331: sigma=0.0131; C=14.6 : y = 0.218 : 13.1 secs : infill_ei [mbo] 332: sigma=0.00528; C=5.36 : y = 0.215 : 8.9 secs : infill_ei [mbo] 333: sigma=0.0107; C=17 : y = 0.225 : 11.1 secs : infill_ei [mbo] 334: sigma=0.00929; C=17.2 : y = 0.228 : 9.9 secs : infill_ei [mbo] 335: sigma=0.00718; C=7.38 : y = 0.214 : 9.3 secs : infill_ei [mbo] 336: sigma=0.013; C=8.38 : y = 0.215 : 12.4 secs : infill_ei [mbo] 337: sigma=0.0077; C=14.8 : y = 0.219 : 8.9 secs : infill_ei [mbo] 338: sigma=0.00567; C=17.1 : y = 0.23 : 9.1 secs : infill_ei [mbo] 339: sigma=0.0126; C=9.9 : y = 0.215 : 12.9 secs : infill_ei [mbo] 340: sigma=0.007; C=6.66 : y = 0.215 : 8.9 secs : infill_ei [mbo] 341: sigma=0.0116; C=12.1 : y = 0.22 : 11.8 secs : infill_ei [mbo] 342: sigma=0.00797; C=10.3 : y = 0.216 : 9.2 secs : infill_ei [mbo] 343: sigma=0.0193; C=9.68 : y = 0.217 : 14.1 secs : infill_ei [mbo] 344: sigma=0.0103; C=14.8 : y = 0.223 : 11.5 secs : infill_ei [mbo] 345: sigma=0.0114; C=16.9 : y = 0.223 : 11.5 secs : infill_ei [mbo] 346: sigma=0.0107; C=18.7 : y = 0.226 : 11.1 secs : infill_ei [mbo] 347: sigma=0.0178; C=6.37 : y = 0.213 : 14.8 secs : infill_ei [mbo] 348: sigma=0.0192; C=6.76 : y = 0.213 : 13.9 secs : infill_ei [mbo] 349: sigma=0.00949; C=10.8 : y = 0.217 : 10.3 secs : infill_ei [mbo] 350: sigma=0.012; C=13.6 : y = 0.22 : 12.7 secs : infill_ei [mbo] 351: sigma=0.00899; C=10.5 : y = 0.217 : 10.2 secs : infill_ei [mbo] 352: sigma=0.015; C=5.94 : y = 0.208 : 13.0 secs : infill_ei [mbo] 353: sigma=0.0195; C=13.9 : y = 0.218 : 14.9 secs : infill_ei [mbo] 354: sigma=0.00946; C=11 : y = 0.217 : 10.7 secs : infill_ei [mbo] 355: sigma=0.0153; C=14.3 : y = 0.218 : 13.1 secs : infill_ei [mbo] 356: sigma=0.0109; C=10.6 : y = 0.217 : 11.3 secs : infill_ei [mbo] 357: sigma=0.015; C=19.7 : y = 0.221 : 13.3 secs : infill_ei [mbo] 358: sigma=0.00806; C=13.8 : y = 0.22 : 9.2 secs : infill_ei [mbo] 359: sigma=0.0177; C=12.2 : y = 0.218 : 13.8 secs : infill_ei [mbo] 360: sigma=0.0108; C=14.2 : y = 0.219 : 11.2 secs : infill_ei [mbo] 361: sigma=0.00664; C=14.2 : y = 0.222 : 8.6 secs : infill_ei [mbo] 362: sigma=0.0109; C=11.7 : y = 0.22 : 11.3 secs : infill_ei [mbo] 363: sigma=0.019; C=16.6 : y = 0.218 : 14.9 secs : infill_ei [mbo] 364: sigma=0.017; C=18.8 : y = 0.218 : 13.9 secs : infill_ei [mbo] 365: sigma=0.0128; C=11.1 : y = 0.215 : 12.7 secs : infill_ei [mbo] 366: sigma=0.012; C=7.08 : y = 0.212 : 12.2 secs : infill_ei [mbo] 367: sigma=0.0103; C=17.5 : y = 0.226 : 11.1 secs : infill_ei [mbo] 368: sigma=0.0118; C=15.3 : y = 0.223 : 12.3 secs : infill_ei [mbo] 369: sigma=0.0141; C=8.52 : y = 0.215 : 13.5 secs : infill_ei [mbo] 370: sigma=0.0117; C=13.8 : y = 0.221 : 11.9 secs : infill_ei [mbo] 371: sigma=0.0157; C=19.5 : y = 0.218 : 13.3 secs : infill_ei [mbo] 372: sigma=0.00691; C=10.6 : y = 0.224 : 8.7 secs : infill_ei [mbo] 373: sigma=0.0196; C=13 : y = 0.219 : 14.1 secs : infill_ei [mbo] 374: sigma=0.0156; C=8.07 : y = 0.215 : 13.2 secs : infill_ei [mbo] 375: sigma=0.00788; C=6.76 : y = 0.217 : 9.1 secs : infill_ei [mbo] 376: sigma=0.0181; C=13.4 : y = 0.219 : 14.5 secs : infill_ei [mbo] 377: sigma=0.0199; C=6.11 : y = 0.217 : 14.2 secs : infill_ei [mbo] 378: sigma=0.0171; C=12.3 : y = 0.217 : 13.9 secs : infill_ei [mbo] 379: sigma=0.0122; C=11 : y = 0.217 : 12.3 secs : infill_ei [mbo] 380: sigma=0.0103; C=7.57 : y = 0.216 : 11.4 secs : infill_ei [mbo] 381: sigma=0.00925; C=8.76 : y = 0.214 : 10.0 secs : infill_ei [mbo] 382: sigma=0.00925; C=17 : y = 0.228 : 10.3 secs : infill_ei [mbo] 383: sigma=0.00859; C=17 : y = 0.226 : 9.9 secs : infill_ei [mbo] 384: sigma=0.00775; C=18.2 : y = 0.226 : 8.9 secs : infill_ei [mbo] 385: sigma=0.00718; C=17.8 : y = 0.223 : 8.7 secs : infill_ei [mbo] 386: sigma=0.00784; C=18 : y = 0.226 : 8.9 secs : infill_ei [mbo] 387: sigma=0.0084; C=16.5 : y = 0.225 : 9.2 secs : infill_ei [mbo] 388: sigma=0.00876; C=16.7 : y = 0.227 : 9.5 secs : infill_ei [mbo] 389: sigma=0.00818; C=16.8 : y = 0.224 : 9.6 secs : infill_ei [mbo] 390: sigma=0.00845; C=17.2 : y = 0.225 : 9.7 secs : infill_ei [mbo] 391: sigma=0.00855; C=16.7 : y = 0.226 : 9.5 secs : infill_ei [mbo] 392: sigma=0.00833; C=16.7 : y = 0.225 : 9.6 secs : infill_ei [mbo] 393: sigma=0.00995; C=14.8 : y = 0.225 : 10.7 secs : infill_ei [mbo] 394: sigma=0.0116; C=16.8 : y = 0.222 : 11.5 secs : infill_ei [mbo] 395: sigma=0.0116; C=16.5 : y = 0.222 : 11.8 secs : infill_ei [mbo] 396: sigma=0.0119; C=16.7 : y = 0.223 : 12.1 secs : infill_ei [mbo] 397: sigma=0.0101; C=18 : y = 0.227 : 10.4 secs : infill_ei [mbo] 398: sigma=0.00614; C=7.89 : y = 0.215 : 8.4 secs : infill_ei [mbo] 399: sigma=0.006; C=7.98 : y = 0.219 : 8.4 secs : infill_ei [mbo] 400: sigma=0.00545; C=7.41 : y = 0.22 : 8.4 secs : infill_ei [mbo] 401: sigma=0.00614; C=5.01 : y = 0.217 : 8.6 secs : infill_ei [mbo] 402: sigma=0.0155; C=14.9 : y = 0.218 : 13.5 secs : infill_ei [mbo] 403: sigma=0.0158; C=14.4 : y = 0.218 : 13.7 secs : infill_ei [mbo] 404: sigma=0.0172; C=16.6 : y = 0.218 : 13.5 secs : infill_ei [mbo] 405: sigma=0.00844; C=16.1 : y = 0.223 : 9.2 secs : infill_ei [mbo] 406: sigma=0.00879; C=18.4 : y = 0.227 : 9.5 secs : infill_ei [mbo] 407: sigma=0.0197; C=11.5 : y = 0.218 : 14.1 secs : infill_ei [mbo] 408: sigma=0.0169; C=12.9 : y = 0.216 : 13.8 secs : infill_ei [mbo] 409: sigma=0.0185; C=11.6 : y = 0.215 : 14.1 secs : infill_ei [mbo] 410: sigma=0.0196; C=12.7 : y = 0.219 : 14.1 secs : infill_ei [mbo] 411: sigma=0.0185; C=14.9 : y = 0.218 : 13.7 secs : infill_ei [mbo] 412: sigma=0.0167; C=14.3 : y = 0.218 : 13.3 secs : infill_ei [mbo] 413: sigma=0.00621; C=14.4 : y = 0.228 : 8.3 secs : infill_ei [mbo] 414: sigma=0.0193; C=8.45 : y = 0.214 : 14.4 secs : infill_ei Error in generateDesign(control$infill.opt.focussearch.points, ps.local, : REAL() can only be applied to a 'numeric', not a 'NULL' Calls: mbo ... measureTime -> force -> infill.opt.fun -> generateDesign