Saleh E., Tarawneh A., Naser M.Z., Abedi M., Almasabha G., (2021). “You Only Design Once (YODO): Gaussian Process-Batch Bayesian Optimization framework for Mixture Design of Ultra-High-Performance Concrete”. Construction and Building Materials. https://doi.org/10.1016/j.conbuildmat.2022.127270 Appendix A Table 1A. Collected database No. Cement Water Sand Flyash Admixture Silicafume Quartz Powder Steel Fiber CS Ref. 1 778 171.35 1167 189 28 194 0 0 181 [58] 2 778 185.61 1166 189 28 194 0 0 185 [58] 3 758 170.2 1138 184 28 190 0 0 155 [58] 4 753 170.88 1129 183 27 188 0 0 166 [58] 5 745 178.94 1118 181 27 186 0 0 159 [58] 6 745 178.94 1118 181 27 186 0 0 162 [58] 7 740 173.19 1110 180 27 185 0 0 200 [58] 8 815 163 0 0 0 65.2 0 8.15 194 [2] 9 664 144 1231 142 56 142 0 0 104 [48] 10 775 165 1220 0 10 194 0 0 170 [59] 11 775 165 1220 0 10 194 0 23.6 178 [59] 12 1600 320 310 0 77.22 320 0 0 124.1 [60] 13 1600 320 310 0 77.22 320 0 105.0888 127.6 [60] 14 1600 320 310 0 77.22 320 0 52.5444 128.3 [60] 15 1600 273 310 0 38.22 273 0 0 135 [60] 16 1600 320 292 0 35.37 320 0 0 135.5 [60] 17 1600 273 310 0 38.22 273 0 51.7844 135.9 [60] 18 1600 320 310 0 38.22 320 0 103.6088 143.2 [60] 19 1600 320 310 0 78.22 320 0 157.6332 144.1 [60] 20 1600 320 292 0 37.37 320 0 102.6948 144.7 [60] 21 1600 320 310 0 38.22 320 0 155.4732 145.7 [60] 22 1600 320 292 0 36.37 320 0 51.3474 146.8 [60] 23 1600 320 292 0 38.37 320 0 154.0422 162.4 [60] 24 1365 151.6 647 0 30.26 151.6 0 0 136.4 [60] 25 1365 149 647 0 30.26 149 0 51.7652 137.9 [60] 26 1365 273 647 0 30.26 273 0 103.5304 140.8 [60] 27 1365 273 647 0 30.26 273 0 155.2956 155.3 [60] 28 917 202 1443 0 0 229.2 0 55.8 145 [61] 29 917 202 1443 0 0 229.2 0 111.6 153 [61] 30 917 202 1443 0 0 229 0 167.5 165 [61] 31 900 162 1005 0 40 220 0 46.7 160 [62] 32 1107 195 0 0 61.992 343.17 0 0 217 [63] 33 900 207 1030 0 0 157.5 0 0 114 [64] 34 900 216 1029.3 0 0 157.5 0 1.84 115 [64] 35 900 216 1028 0 0 157.5 0 2.76 116 [64] 36 900 216 1017.7 0 0 157.5 0 11.9 130 [64] 37 900 252 1293.6 0 0 135 0 0 185 [64] 38 900 252 1189 0 0 135 0 0 195 [64] 39 775 209.3 1297 0 0 116.3 0 0 192 [64] 40 712 109 1020 0 30.7 231 211 156 138 [65] 41 710 110 1020 0 30 230 210 156 119 [65] 42 712 113.2 1231 0 32 231 0 46.4 132 [66] 43 1050 190 730 0 35 275 0 137.5 169 [67] 44 1050 190 0 0 35 275 730 470 175 [67] 45 657 185 1051 0 185 119 418 0 121.32 [68] 46 657 185 1051 0 185 119 418 157 150.56 [68] 47 813 160.1 1157 0 29.3 203.3 203.3 0 204 [69] 48 665 178 1019 0 25 200 285 0 155 [70] 49 609 163 1334 0 21 183 263 0 155 [70] 50 710 150 1231 0 13.4 230 0 47.9 138 [71] 51 1115 334.5 0 0 88.085 367.95 0 0 210 [72] 52 1040 240 800 0 46.944 310 0 0 140 [72] 53 1040 240 800 0 46.944 310 0 0 140 [72] 54 1040 240 800 0 20.8 310 0 0 140 [72] 55 1040 240 800 0 46.944 310 0 0 165 [72] 56 1040 240 800 0 46.944 310 0 47.8 165 [72] 57 1040 240 800 0 20.8 310 0 48.2 165 [72] 58 1040 240 800 0 46.944 310 0 47.8 195 [72] 59 1040 240 800 0 46.944 310 0 47.8 210 [72] 60 1040 240 800 0 46.944 310 0 47.8 230 [72] 61 807 196 972 0 13 225 243 0 204 [72] 62 1033 155 1136.7 0 16.5 258 0 0 150 [57] 63 959 163 1055 0 15 239.8 0 52.3 200 [57] 64 712 109 1231 0 30.7 231 0 0 101 [13] 65 967 244 675 0 35 251 0 430 128 [73] 66 833 195.755 0 0 33.32 199.92 0 0 162 [73] 67 820 219 624 0 65 273 0 157 95 [73] 68 820 219 702 0 65 273 0 157 108 [73] 69 712 180 1142 125 25 115 0 0 125 [73] 70 711 137.2 0 0 10.665 85.32 0 0 115 [73] 71 675 180 1179 125 25 115 0 0 118 [73] 72 675 180 1178 125 25 115 0 0 128 [73] 73 637 180 1224 125 25 115 0 0 110 [73] 74 637 180 1217 125 25 115 0 0 118 [73] 75 550 137 0 0 16.5 82.5 0 0 142 [73] 76 446 126 1838 0 7.4 32.6 0 0 162 [73] 77 510 140 1700 0 46.944 65 0 0 175 [74] 78 510 140 1700 0 46.944 65 0 11.95 195 [74] 79 510 140 1700 0 46.944 65 0 11.95 240 [74] 80 450 140 1720 0 46.944 50 0 11.95 145 [74] 81 450 140 1720 0 46.944 50 0 11.95 175 [74] 82 800 230 0 0 25 150 750 20 119 [75] 83 800 247 1381 0 34 261 0 60.7 124 [75] 84 800 247 1381 0 34 261 0 60.7 138 [75] 85 790 141 1141 192 28.4 198 0 37.4 155 [75] 86 786 190 1353 0 33 256 0 0 103 [75] 87 786 227 1356 0 33 256 0 57.3 112 [75] 88 786 227 1356 0 33 256 0 58.2 154 [75] 89 784 190 1353 0 36 256 0 0 110 [75] 90 784 190 1253 0 33 256 0 0 123 [75] 91 784 190 1353 0 33 256 0 0 134 [75] 92 784 190 1353 0 33 256 0 57 149 [75] 93 750 180 1111 125 25 115 0 0 116 [75] 94 750 180 1103 125 25 115 0 0 124 [75] 95 750 180 1104 125 25 115 0 0 125 [75] 96 750 180 1104 125 25 115 0 0 128 [75] 97 731 190 1353 0 31 239 0 0 120 [75] 98 420 138 1650 120 9 60 0 0 110 [76] 99 398 145 1734.6 185 7.3 0 0 0 100 [76] 100 1327.8 254.4 0 0 47.8 332 332 0 171 [77] 101 845 175.45 0 0 0 76.1 0 12.6 188 [77] 102 715 167 0 0 30.745 157.3 0 0 178 [77] 103 550 151 1603 0 21 0 0 0 199 [77] 104 450 126 1800 0 14 0 0 0 175 [77] 105 443 228 1717 448 0.4 0 0 0 171 [77] 106 432 160.2 1636 132 7.9 29.7 0 0 178 [77] 107 412 127 1898 0 13 41 0 0 198 [77] 108 408 190 1520 0 5.6 39 0 0 178 [77] 109 406 185 1558 0 4.3 40.6 0 0 180 [77] 110 383 125 1800 0 14 67.5 0 0 187 [77]