Đề xuất các mô hình máy học ước tính khối lượng vật tư trong giai đoạn lập kế hoạch dự án

I H C QU C GIA THÀNH PH H CHÍ MINH TR NG I H C BÁCH KHOA NGUY N NGÔ LUÂN Chuyên ngành: Qu n Lý Xây D ng Mã s ngành: LU N V N TH C S CƠNG TRÌNH C HỒN THÀNH T I I H C QU C GIA THÀNH PH H CHÍ MINH TR Cán b h ng d n khoa h c: NG I H C BÁCH KHOA TS CHU VI T C Ch ký: NG Cán b h ng d n khoa h c: PGS.TS PH M V H NG S N Ch ký: Cán b ch m nh n xét : PGS.TS L NG C LONG Ch ký: Cán b ch m nh n xét : TS NGUY N THANH VI T Ch ký: Lu n v n th c s 2022 c b o v t i Tr Thành ph n h i TS ng i h c Bách Khoa, HQG TP HCM ngày 24 tháng 07 n m ng ánh giá lu n v n th c s g m: TI N S : Ch t ch h i TS HU NH NH T MINH : Th ký h i ng PGS.TS PH M ANH : y viên h i ng PGS.TS L NG C C LONG TS NGUY N THANH VI T ng : Cán b ch m nh n xét : Cán b ch m nh n xét Xác nh n c a Ch t ch H i ng ánh giá lu n v n Tr lu n v n ã c s a ch a ( n u có) CH T CH H I TS TI N S NG TR ng khoa qu n lý chuyên nghành sau NG KHOA K THU T XÂY D NG I H C QU C GIA TP.HCM TR NG C NG HÒA XÃ H I CH NGH A VI T NAM I H C BÁCH KHOA c l p - T - H nh phúc NHI M V LU N V N TH C S H tên h c viên : NGUY N NGÔ LUÂN MSHV : 2070215 Ngày, tháng, n m sinh : 05/05/1995 N i sinh : Trà Vinh Chuyên ngành : Qu n Lý Xây D ng MS TÊN TÀI : :“ ” NHI M V VÀ N I DUNG Nghiên c u v v c tính kh i l ng v t t xây d ng giai o n Nghiên c u c s lý thuy t, thu t toán máy h c, ph n m m máy h c Xây d ng mơ hình c tính s b kh i l ng v t t xây d ng S d ng thu t toán máy h c c i thi n xác m c c tính mang tính di n gi i So sánh k t qu d báo v i tr ng h p áp d ng thu t toán khác L a ch n ph ng án, ánh giá k t qu ánh giá tính m i c a nghiên c u thơng qua nh n xét v d ng III NGÀY GIAO NHI M V u, khuy t i m áp : 14/02/2022 NGÀY HOÀN THÀNH NHI M V : 06/06/202 CÁN B H C NG NG D N : PSG.TS PH M V H NG S N & TS CHU VI T Tp H Chí Minh, ngày 06 tháng 06 n m 2022 CÁN B H NG D N CH NHI M B PGS.TS Ph m V H ng S n TS Chu Vi t C TR ng NG KHOA K THU T XÂY D NG MÔN ÀO T O i L IC Tôi xin d – – PGS Tp H Chí Minh, ngày 2022 ii TĨM T T LU iii ABSTRACT using iv L L PGS Tp H Chí Minh, ngày v M CL C L IC TÓM T T LU ABSTRACT L C CÁC B CC T T T U a ch .3 U 2.1.1 Các nghiên c c 2.1.2 Các nghiên c c kh 2.2.1 H 12 13 2.2.2 Máy h - 14 2.2.3 M - 2.2.4 Gi i thu o 15 - n g n nh t 16 17 c U c hi c hi 21 22 3.3.1 M - o 22 - c 22 vi 3.3.1.2 M o .23 3.3.1.3 M - 3.3.2 Máy h sung 31 - 3.3.3 Gi i thu - 33 n g n nh t 34 t h p 34 3.4 Thi 34 3.5 S d s d 41 4.2 Thi 44 52 72 T LU XU T M T S 78 n L C 88 n ki LÝ L .9 vii -1 Di - n Vi - - c .13 - 17 - 19 - c hi n nhi 21 -2 S - 22 nc 23 - d .25 -x nh 3- .27 - - 26 .29 - 35 - 36 - 47 - - .49 -4 Ti -5 T -7 Bi - c n ki 51 .51 ns k d i 57 ns k d i .57 Lu n V n Cao H c Qu n Lý Xây D ng _ 23 24 59.000 270.000 124.946 124.677 118.321 128.032 144.132 93.313 116.478 106.659 149.677 100.781 119.778 110.524 B ng 14: K t qu ki m tra mơ hình No Value Actual 42.00 1.1 49.733 1.2 41.371 1.3 40.580 Model Single 1.4 1.5 38.437 44.561 1.6 44.294 94.265 235.800 91.177 221.867 131.227 110.672 134.539 108.995 115.103 137.262 113.447 138.101 107.433 165.043 106.661 161.560 c tính bê tơng c t t p ki m tra 1.7 45.700 1.8 43.167 2.1 40.976 2.2 45.157 Ensemble models 2.3 2.4 41.118 39.028 2.5 40.110 2.6 39.477 22.00 47.585 34.756 26.803 26.511 27.205 31.708 28.585 33.890 30.779 37.194 34.752 31.545 30.002 31.328 68.50 49.504 36.802 54.240 52.319 44.760 47.771 43.450 48.267 45.521 51.872 47.048 43.872 45.534 46.739 97.80 52.902 58.717 50.334 46.580 16.741 43.088 24.745 32.163 54.525 51.618 56.260 57.713 49.220 51.075 64.80 51.177 49.638 40.219 38.175 36.580 40.733 35.855 42.237 44.929 45.698 44.978 44.594 41.148 42.743 68.30 51.959 52.042 47.680 45.693 47.642 48.982 51.000 50.667 49.861 49.820 52.862 52.882 52.622 52.538 20.90 51.060 45.311 46.885 42.330 51.330 48.713 36.800 42.533 46.098 48.973 47.729 46.292 44.164 45.598 82.00 54.771 60.570 71.476 70.768 75.624 75.630 82.300 73.867 66.023 63.123 61.224 62.674 68.107 65.998 29.11 45.824 25.483 26.402 26.060 30.040 31.296 36.300 27.867 25.943 36.113 30.233 25.147 27.851 25.743 15.89 48.410 37.270 30.096 28.797 31.773 34.334 46.050 37.567 33.683 39.253 36.337 33.552 35.747 33.626 10 56.80 47.454 30.468 34.198 31.696 36.894 35.533 31.745 24.087 32.333 40.826 38.875 34.628 34.948 33.033 11 34.00 44.934 22.731 23.515 24.160 27.319 30.270 29.700 27.167 23.123 34.225 28.256 22.705 24.447 23.814 12 31.00 46.567 27.777 29.928 28.671 32.502 32.568 9.885 11.753 28.853 38.248 32.160 27.463 22.990 23.457 13 37.10 46.643 27.996 29.996 28.618 32.991 32.901 9.885 11.753 28.996 38.319 32.109 27.448 22.920 23.387 14 81.30 45.798 25.391 26.107 25.805 29.987 31.344 36.300 36.333 25.749 35.952 29.986 24.885 27.612 27.620 15 26.00 49.354 44.030 28.297 27.845 11.129 28.517 35.855 42.237 36.164 38.826 39.597 38.266 36.222 37.818 16 316.17 84.886 165.024 202.403 187.620 231.728 198.351 146.260 127.507 183.713 143.644 143.456 163.490 158.799 154.111 17 18.75 47.317 33.930 25.779 25.784 25.402 30.822 28.585 33.890 29.855 36.548 34.137 30.790 29.454 30.780 18 128 Lu n V n Cao H c Qu n Lý Xây D ng _ 19 20 21 22 23 24 79.02 57.237 72.000 107.506 108.583 107.767 109.542 67.190 63.127 89.753 82.371 75.784 79.474 78.272 77.256 59.00 51.485 50.587 43.010 40.907 40.934 43.760 35.855 42.237 46.798 47.247 46.082 45.858 42.175 43.770 44.50 47.771 35.328 27.596 27.093 28.494 32.395 46.050 33.890 31.462 37.683 35.203 32.092 34.773 31.733 21.00 47.467 34.390 26.331 26.171 26.393 31.299 28.585 33.890 30.360 36.899 34.472 31.203 29.752 31.078 50.00 49.790 37.637 55.032 52.232 48.904 49.835 54.900 48.267 46.335 52.411 47.064 44.026 48.342 46.684 43.40 49.405 40.362 37.797 35.752 41.500 41.605 45.250 45.000 39.080 43.601 39.977 37.716 38.938 38.876 B ng 15: K t qu ki m tra mơ hình No Value c tính bê tơng d m t p ki m tra Single models Ensemble models 2.2 91.139 2.3 83.089 2.4 80.300 2.5 2.60 97.567 2.1 85.560 82.688 80.704 70.617 62.133 74.751 70.646 64.337 61.043 63.103 88.670 92.851 92.151 92.601 92.772 101.811 102.356 Actual 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 68.000 107.108 95.950 75.170 89.783 93.132 100.839 105.500 117.500 100.788 75.551 48.715 60.565 66.671 71.669 62.375 177.900 105.851 103.051 71.490 89.390 87.619 100.451 104.850 105.533 87.270 132.700 117.346 108.598 72.302 118.454 93.258 129.432 95.455 97.637 90.450 94.824 107.284 105.096 82.500 111.888 100.533 78.895 105.084 98.614 116.106 86.290 103.193 89.714 95.392 87.538 84.699 81.138 85.364 74.100 114.181 108.006 91.083 114.594 110.411 125.597 119.500 127.333 99.545 102.632 103.442 101.898 104.772 106.730 151.060 110.549 111.133 92.797 94.725 108.981 105.745 106.700 107.767 101.965 101.673 107.966 108.112 107.004 107.271 131.000 122.081 136.725 131.514 138.488 146.807 149.414 188.700 183.633 134.119 126.797 144.938 148.599 161.593 160.326 69.211 64.951 58.165 97.500 95.062 67.915 43.360 41.539 59.727 52.678 59.300 50.200 55.637 56.011 53.736 10 62.180 103.120 83.926 58.991 68.639 76.644 79.723 86.050 91.767 71.458 81.056 75.976 71.178 71.709 73.138 11 244.100 99.723 84.171 58.156 58.324 74.241 69.428 61.520 48.177 71.163 78.939 84.505 80.617 74.954 71.618 12 202.000 92.431 59.501 34.799 31.079 50.982 42.236 54.950 51.600 47.150 63.615 60.451 52.219 51.081 50.243 13 241.000 97.257 74.929 49.772 50.984 66.264 62.109 26.745 31.377 62.350 73.514 68.523 62.941 50.895 52.053 129 Lu n V n Cao H c Qu n Lý Xây D ng _ 14 107.900 97.434 75.899 50.649 50.638 66.997 61.761 26.745 15 56.400 94.948 67.865 43.129 40.251 59.372 51.391 59.300 60.867 55.497 69.039 65.018 58.248 56.106 56.498 16 28.220 106.548 83.106 47.927 81.506 67.906 92.571 86.290 103.193 65.516 77.237 74.736 68.875 69.671 73.897 17 494.920 209.461 413.707 365.170 383.203 406.562 392.749 311.950 280.967 389.438 287.315 317.503 368.565 343.126 335.380 18 59.580 100.001 72.997 45.025 57.080 62.947 68.189 62.375 70.617 59.011 72.513 68.989 62.237 59.582 61.642 19 144.780 129.922 150.696 150.501 157.269 163.016 168.125 165.365 165.910 150.598 140.211 155.669 160.862 164.530 164.666 20 75.000 112.793 103.481 83.786 108.895 103.377 119.909 86.290 103.193 93.633 98.289 89.617 87.289 82.991 87.217 21 44.800 101.334 77.316 51.233 63.040 69.212 74.140 86.050 70.617 64.274 76.284 71.780 65.775 67.959 64.101 22 194.000 100.439 74.423 47.084 58.996 65.023 70.102 62.375 70.617 60.754 73.762 69.916 63.412 60.400 62.461 23 59.000 106.543 106.614 76.376 89.047 92.032 100.099 105.800 105.533 91.495 91.459 99.326 99.343 99.140 99.073 24 270.000 106.143 92.839 71.499 85.309 89.508 96.373 94.350 91.933 82.169 88.821 81.283 77.957 78.334 77.730 2.500 126.222 2.600 123.630 B ng 16: K t qu ki m tra mô hình No Value Actual 31.377 63.274 74.042 1.2 1.3 1.4 1.5 63.810 51.521 52.679 c tính bê tơng sàn t p ki m tra Single models 1.1 69.194 Ensemble models 1.6 1.7 1.8 2.1 136.915 2.2 143.907 2.3 124.401 2.4 120.905 197.000 154.217 140.233 133.597 113.388 158.922 125.997 161.500 151.133 105.000 144.379 100.559 87.953 96.519 112.860 109.077 63.175 82.750 94.256 116.166 107.019 96.064 86.718 91.612 141.914 134.264 131.685 132.126 131.480 188.300 148.205 137.888 135.624 99.376 117.868 111.942 139.650 137.067 136.756 177.900 178.754 195.521 181.926 182.413 100.288 195.206 96.755 122.503 188.724 180.340 178.586 182.778 158.087 164.524 159.943 140.009 139.809 130.471 134.250 209.000 165.806 165.006 154.081 141.160 132.263 153.848 127.655 142.770 159.543 252.400 169.394 179.479 167.502 148.958 170.958 161.669 173.500 188.333 173.490 168.448 161.808 164.329 162.834 166.543 155.344 161.720 163.223 160.381 160.365 118.170 160.556 166.567 150.133 142.640 169.439 155.308 155.200 155.133 158.350 340.000 182.477 232.781 214.489 194.929 226.579 207.744 275.000 277.000 223.635 198.483 214.890 227.466 238.021 238.521 62.900 64.688 95.457 88.754 73.370 74.496 71.646 86.760 131.335 69.799 59.578 72.860 60.888 85.345 74.300 130 Lu n V n Cao H c Qu n Lý Xây D ng _ 10 77.850 148.212 116.191 102.659 105.828 126.817 118.410 106.450 153.047 109.425 125.436 115.763 107.758 105.323 116.972 11 120.200 138.877 100.481 90.551 87.341 86.000 99.866 83.715 72.877 95.516 114.714 120.987 111.388 107.197 104.487 12 60.200 127.265 53.359 36.677 67.658 41.637 80.125 58.900 64.100 45.018 81.971 70.877 52.401 53.786 55.086 106.278 95.116 82.308 72.845 75.977 106.067 96.441 83.935 74.078 77.209 13 108.900 134.732 83.503 77.823 77.389 75.691 89.889 45.650 58.177 80.663 14 106.700 135.103 85.080 77.030 79.064 75.112 91.567 45.650 58.177 81.055 93.959 89.004 73.559 74.770 73.662 137.652 125.282 118.734 117.834 121.613 15 123.500 131.235 69.454 56.684 73.607 58.501 86.093 74.300 69.867 63.069 16 109.000 157.448 131.255 117.856 123.924 32.108 136.564 127.655 142.770 124.555 17 1739.690 336.291 800.503 807.596 748.334 781.752 763.281 612.345 550.563 804.049 571.943 606.909 722.962 675.922 660.477 18 50.040 143.153 95.601 81.691 94.491 105.627 107.043 63.175 82.750 88.646 112.422 104.667 92.779 84.673 89.566 19 321.150 198.703 276.196 250.531 241.678 167.753 254.623 202.600 220.733 263.364 224.617 235.598 254.972 236.573 241.106 20 226.000 167.221 170.716 159.530 144.207 148.116 156.904 127.655 142.770 165.123 163.376 142.330 143.204 132.439 136.218 21 90.300 145.230 103.993 92.275 97.911 117.728 110.474 106.450 82.750 98.134 118.753 108.616 98.306 98.921 92.996 22 99.900 143.836 98.366 85.163 95.636 109.650 108.191 63.175 82.750 91.764 114.500 105.991 94.623 85.826 90.719 143.228 149.238 147.782 145.363 146.104 140.004 121.914 117.282 119.536 117.761 23 182.000 149.601 143.779 136.855 106.262 119.915 118.843 134.100 137.067 140.317 24 183.000 152.715 134.184 127.293 110.705 153.196 123.306 143.200 136.100 130.739 131 Lu n V n Cao H c Qu n Lý Xây D ng _ B ng 17: K t qu ki m tra mơ hình No Value c tính ván khn móng t p ki m tra Single models Ensemble models 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 Actual 118,000 141,764 129,860 217,479 209,855 217,479 209,855 154,900 188,000 138,961 79,615 161,938 163,348 161,938 163,348 263,500 152,097 139,747 286,334 275,271 286,334 275,271 311,000 158,532 190,887 251,790 294,828 251,790 294,828 132,000 140,757 123,089 191,681 193,295 191,681 141,000 141,820 128,806 209,752 204,561 209,752 107,760 186,757 263,942 336,311 351,411 336,311 351,411 188,000 164,354 199,856 283,679 322,733 283,679 134,600 139,454 117,867 181,180 187,463 181,180 10 85,060 152,523 123,196 238,635 215,883 238,635 215,883 11 224,000 159,942 190,507 275,471 312,976 275,471 12 71,700 138,365 151,422 165,471 218,962 165,471 13 94,200 139,870 156,906 192,081 237,737 192,081 237,737 14 159,800 140,602 123,355 196,512 195,847 196,512 195,847 15 564,000 139,179 166,519 187,199 246,410 187,199 246,410 16 53,700 138,282 109,760 148,453 173,704 148,453 173,704 17 263,920 208,867 359,056 505,796 361,960 505,796 361,960 18 274,810 138,565 146,404 162,655 210,785 162,655 210,785 100,500 19 171,000 160,853 142,854 289,650 276,423 289,650 276,423 20 120,000 141,176 125,345 198,932 197,522 198,932 197,522 21 90,000 139,126 115,088 168,334 181,627 168,334 165,200 2.1 173,670 2.2 179,622 2.3 164,038 2.4 161,062 2.5 167,322 2.6 169,897 102,205 133,270 120,777 150,450 113,533 98,696 104,344 112,110 245,250 214,267 213,041 219,216 187,204 184,117 210,492 202,747 150,300 201,967 221,339 205,161 193,617 201,706 191,559 204,476 193,295 117,200 111,467 157,385 166,219 155,090 150,673 149,201 147,767 204,561 154,900 165,200 169,279 175,786 161,673 158,419 164,943 167,518 263,600 281,733 300,126 261,534 265,818 285,114 285,029 289,562 322,733 202,000 165,807 241,768 224,017 229,079 237,955 238,490 229,442 187,463 98,900 96,333 149,524 160,317 130,047 124,651 119,909 119,267 112,650 120,433 180,915 195,579 169,215 161,883 159,246 161,192 312,976 107,510 100,340 232,989 217,707 200,276 207,917 187,167 185,375 218,962 100,500 101,333 158,446 151,918 135,741 139,005 126,275 126,483 100,500 101,333 174,493 165,975 144,547 148,806 134,705 134,913 117,200 122,933 159,934 168,557 156,436 152,125 150,586 152,019 99,000 101,333 176,859 163,189 145,864 152,699 135,819 136,402 61,560 62,173 129,107 143,368 118,868 111,738 99,688 99,841 300,000 268,667 432,426 357,332 338,544 376,091 361,327 353,494 101,333 154,530 150,610 133,542 135,502 124,026 124,234 211,135 197,913 216,252 225,252 213,437 208,937 226,008 222,702 117,200 147,267 162,138 170,054 157,717 153,759 151,723 159,240 96,333 141,711 153,730 125,793 119,783 110,336 115,095 181,627 77,300 132 Lu n V n Cao H c Qu n Lý Xây D ng _ 22 61,400 138,716 147,155 164,886 212,460 164,886 212,460 100,500 101,333 156,020 151,801 134,368 136,478 124,814 125,023 23 124,600 164,186 186,333 293,568 326,304 293,568 326,304 132,445 171,830 239,951 228,877 205,046 210,583 197,111 206,957 24 121,400 101,333 178,047 168,296 167,184 172,060 157,169 157,377 140,561 160,064 196,031 242,938 196,031 242,938 B ng 18: K t qu ki m tra mơ hình No Value Actual 100,500 c tính ván khuôn c t t p ki m tra Single models Ensemble models 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 553,000 570,433 557,599 377,015 377,110 399,575 385,559 408,455 444,970 2.1 467,307 2.2 473,724 2.3 459,233 2.4 456,025 2.5 2.6 394,000 535,255 487,938 354,622 345,183 378,055 352,395 363,250 298,867 421,280 444,938 444,841 433,011 418,739 427,868 401,839 569,971 582,028 577,250 385,744 887,500 640,159 621,048 499,782 529,507 520,557 540,741 749,295 765,163 560,415 609,312 613,279 1174,700 664,778 539,949 750,228 778,039 772,774 790,710 2907,845 2047,363 645,088 707,503 849,582 818,375 1410,349 1195,228 777,000 558,296 537,172 399,106 375,588 422,115 383,617 495,300 377,367 468,139 478,701 461,722 456,441 445,973 416,490 492,181 542,370 540,449 897,000 571,275 563,590 413,086 389,551 435,769 398,043 408,455 460,637 488,338 501,665 514,711 325,080 861,634 647,471 954,685 1116,605 971,066 1138,856 929,500 780,720 801,078 908,159 944,082 890,542 961,049 923,854 989,000 735,799 695,308 844,911 873,774 864,638 889,403 805,800 698,253 770,110 790,355 743,403 733,281 760,904 734,017 438,042 441,392 430,519 382,600 542,175 498,682 333,908 343,604 357,102 351,049 431,000 352,667 416,295 413,598 394,015 10 249,500 624,551 523,654 614,420 624,792 637,030 635,661 441,250 432,063 569,037 619,485 603,002 577,778 557,177 554,880 11 681,800 682,747 564,121 697,425 764,647 718,584 777,999 494,845 490,897 630,773 690,086 712,974 683,318 665,999 665,012 12 407,000 527,787 471,061 332,204 333,158 355,729 340,107 303,300 298,867 401,632 429,995 437,369 423,187 381,247 380,139 13 409,000 554,183 521,707 335,362 352,393 358,243 360,255 299,350 377,367 428,535 444,773 444,758 436,639 381,049 400,553 14 488,100 556,271 529,577 368,060 364,162 391,006 372,109 299,350 377,367 448,819 462,166 453,454 446,781 389,224 408,728 15 223,000 542,420 502,141 359,219 351,619 382,496 359,081 431,000 432,833 430,680 450,819 447,781 437,711 419,926 420,384 16 341,600 528,079 475,566 365,814 343,630 389,445 350,600 303,300 298,867 420,690 446,946 445,844 432,716 389,65 388,542 17 3101,930 1250,921 1802,111 1595,831 1205,296 1556,806 1249,715 1275,700 1321,467 1698,971 1423,376 1376,161 1513,958 1382,356 1393,797 133 Lu n V n Cao H c Qu n Lý Xây D ng _ 18 317,090 530,844 479,072 350,778 340,930 374,298 347,990 303,300 298,867 414,925 440,811 442,777 429,834 385,891 384,783 19 880,800 702,090 702,549 794,832 769,147 815,267 783,153 749,295 937,730 748,691 748,461 687,012 687,127 698,814 745,922 20 706,500 563,415 547,593 404,634 381,076 427,518 389,287 511,100 387,900 476,113 484,024 464,384 460,428 451,305 420,505 21 533,000 538,295 493,965 356,570 347,908 379,937 355,226 363,250 432,833 425,267 447,432 446,088 435,005 402,326 419,722 22 276,000 533,313 484,086 353,362 343,441 376,834 350,586 303,300 298,867 418,724 443,337 444,040 431,733 386,537 385,428 23 597,000 722,131 645,922 733,199 809,612 752,345 824,592 615,080 698,253 689,561 727,665 859,663 840,611 832,9 853,694 24 570,000 565,063 546,978 373,635 372,188 396,348 380,446 323,055 262,537 460,307 469,349 457,046 452,525 396,544 381,414 B ng 19: K t qu ki m tra mơ hình No Value Actual 1154,000 c tính ván khn d m t p ki m tra Single models Ensemble models 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 2.2 825,268 2.3 743,220 2.4 720,617 2.5 2.6 860,000 2.1 780,063 956,968 866,558 693,567 754,460 837,472 855,491 937,500 738,353 718,978 617,449 599,233 545,168 526,000 893,681 677,423 341,216 477,998 493,377 580,283 536,775 608,750 509,320 510,006 528,000 1281,700 946,516 920,578 658,901 819,688 792,824 920,327 941,350 937,467 789,740 802,709 830,694 824,209 829,402 828,431 1244,300 1055,116 1006,532 325,450 914,290 494,845 1014,474 533,385 646,257 665,991 690,283 855,495 843,349 725,063 753,280 841,490 770,896 750,401 1152,000 1002,683 920,702 680,296 843,372 834,720 944,042 622,405 829,603 800,499 675,827 727,626 1645,000 1025,639 989,954 836,141 952,317 985,873 1052,480 1058,000 1137,333 913,048 930,890 924,781 915,860 932,871 952,704 965,533 872,797 865,696 934,911 938,461 930,342 928,475 1144,190 1132,899 1170,434 458,730 991,274 1005,476 740,118 767,802 876,920 868,251 973,000 1590,000 1104,611 1254,751 1183,769 1207,658 1311,259 1306,038 1662,500 1626,667 1219,260 1272,371 1263,413 749,000 838,480 594,947 362,616 376,101 507,286 478,869 534,900 462,267 478,782 600,548 565,403 504,520 489,508 471,350 680,562 649,625 609,047 608,961 622,498 10 582,170 917,008 754,696 444,115 544,353 593,320 646,224 754,350 808,500 599,406 11 898,100 885,117 745,128 513,455 511,670 653,812 613,614 538,630 421,620 629,292 699,286 744,377 709,380 657,755 628,503 12 564,000 812,133 516,894 230,172 294,508 376,927 397,732 491,550 468,700 373,533 521,152 509,450 435,640 429,304 423,592 13 797,000 860,468 660,014 448,929 455,528 591,745 557,895 252,300 288,620 554,471 654,699 606,029 555,915 453,987 463,067 134 Lu n V n Cao H c Qu n Lý Xây D ng _ 14 664,800 862,225 668,831 447,710 450,237 590,331 552,585 252,300 288,620 558,270 654,967 609,198 560,849 456,716 465,796 15 789,000 837,331 594,341 346,194 364,317 490,943 467,114 534,900 548,200 470,268 591,762 561,811 501,063 486,203 489,528 16 677,600 949,214 759,206 213,517 600,244 377,713 702,007 622,405 829,603 486,362 581,365 606,077 558,575 524,375 576,174 17 4440,080 1971,875 3847,029 3599,720 3435,579 3907,672 3498,610 2773,570 2460,380 3723,375 2785,797 2910,270 3379,059 3110,694 3032,397 18 354,700 885,808 653,748 284,138 448,646 437,228 551,076 536,775 608,750 468,943 584,973 577,941 519,926 490,683 508,677 19 1616,470 1180,970 1396,156 1411,665 1416,837 1537,073 1513,891 1249,480 1339,653 1403,910 1296,318 1245,575 1299,371 1262,702 1285,246 20 1098,000 1011,738 948,023 744,794 886,349 897,408 986,822 622,405 829,603 846,408 878,266 795,164 779,235 697,831 749,631 21 742,000 899,153 693,791 379,569 499,355 531,072 601,539 754,350 608,750 536,680 639,361 613,657 562,316 577,456 541,056 22 588,500 890,188 666,968 315,866 464,664 468,441 567,014 536,775 608,750 491,417 603,027 589,806 534,001 501,453 519,446 23 1000,000 953,395 953,013 694,399 801,726 826,927 902,270 922,200 937,467 823,706 823,897 887,840 887,744 880,041 883,858 24 1153,000 947,310 837,721 651,462 708,820 796,730 810,054 818,000 796,233 744,591 799,386 724,169 696,771 691,841 686,399 2.5 2.6 790,156 B ng 20: K t qu ki m tra mơ hình No Value c tính ván khn sàn t p ki m tra Single models Ensemble models 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 Actual 1313,000 1031,035 939,767 728,597 713,194 847,104 832,019 1077,500 663,000 970,783 665,136 392,192 588,883 504,952 708,010 497,315 1255,400 1185,900 1198,829 1321,973 80,568 1316,951 245,836 1435,082 1393,000 1110,435 1113,965 764,698 972,594 904,917 1091,121 2103,000 507,360 1072,011 1103,595 760,715 818,551 874,734 937,121 2268,000 1214,309 1568,005 1414,788 1288,312 1553,857 1406,153 578,400 986,005 1132,456 882,515 919,085 1213,795 449,198 546,715 983,019 383,586 567,811 1033,393 396,706 649,406 1125,531 479,724 686,737 1151,789 516,118 1008,167 2.1 834,182 2.2 879,816 2.3 795,874 2.4 773,057 807,49 602,477 528,664 681,487 674,489 598,078 556,122 582,413 913,567 732,900 766,360 790,429 773,699 776,603 772,320 645,015 816,343 701,270 639,699 946,340 977,125 807,886 850,718 850,525 950,683 939,331 937,566 889,420 890,303 824,443 849,482 1253,667 1098,407 1057,738 1070,171 1090,506 1075,807 1100,474 1034,500 1034,133 932,155 916,363 1030,241 1038,137 1020,863 1020,771 1831,750 1845,833 1491,397 1314,549 1621,441 1709,864 1775,801 1779,322 411,233 416,392 633,051 583,576 475,247 486,784 465,755 930,700 1155,000 495,350 135 Lu n V n Cao H c Qu n Lý Xây D ng _ 10 519,030 994,697 769,551 490,489 637,112 604,539 756,117 785,900 1071,133 630,020 742,593 731,044 674,757 678,845 750,153 11 801,100 929,331 656,186 472,477 469,898 570,753 589,094 474,235 429,943 564,332 700,904 754,773 686,486 640,999 629,926 12 502,000 857,639 334,963 301,612 362,206 395,727 481,722 442,400 460,433 318,288 579,625 490,123 359,454 386,313 390,821 13 725,700 903,278 544,426 433,654 427,380 531,453 546,702 292,180 323,943 489,040 668,466 607,299 517,586 454,525 462,465 14 711,100 905,757 553,540 433,676 431,546 531,267 550,855 292,180 323,943 493,608 669,717 616,975 528,921 463,581 471,522 15 309,000 882,064 445,380 374,057 396,447 469,880 515,859 495,350 499,000 409,718 628,061 587,395 478,224 490,717 491,629 16 728,100 1059,142 881,165 87,551 839,729 221,735 958,541 850,525 950,683 484,358 573,347 684,652 640,158 632,498 657,537 17 7600,680 2193,530 5398,848 7125,917 4982,143 7371,025 5087,653 4082,140 3671,760 6262,382 4659,724 4471,936 5273,265 4944,088 4841,493 18 333,620 963,262 630,876 333,586 574,541 445,600 693,704 497,315 602,477 482,231 648,424 654,923 571,827 538,437 564,727 19 1842,100 1321,837 1873,480 1928,268 1744,786 2097,183 1862,028 1350,740 1470,493 1900,874 1625,053 1841,689 1979,600 1848,915 1878,853 20 1504,000 1119,121 1153,350 855,747 996,311 996,898 1114,787 850,525 950,683 1004,549 987,434 918,185 926,742 851,036 876,075 21 753,000 975,991 688,905 431,013 598,959 544,295 718,061 785,900 602,477 559,959 703,502 687,417 615,646 639,895 594,039 22 666,000 967,456 649,956 366,259 582,513 478,684 701,657 497,315 602,477 508,108 666,858 665,944 586,569 548,409 574,699 23 1210,000 995,253 953,866 569,699 586,512 670,756 705,380 893,850 913,567 761,782 782,476 913,584 903,238 888,234 893,163 24 1222,000 1021,840 897,894 690,929 693,112 808,612 811,985 957,250 909,100 794,411 856,384 780,771 749,784 764,623 752,586 B ng 21: K t qu ki m tra mơ hình No Value c tính c t thép móng t p ki m tra Single models Ensemble models Actual 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 2.1 2.2 2.3 2.4 2.5 2.6 3024,000 5874,820 4226,571 6456,998 9110,106 5493,842 6894,350 7026,900 6012,267 5341,784 6165,909 6294,381 5882,319 6582,401 6328,743 436,000 4862,382 1749,404 4004,098 8789,603 3401,865 5078,636 14886,100 12897,667 2876,751 4433,240 5489,014 4710,770 7994,944 7497,835 14078,000 5161,881 2143,562 6108,421 8707,725 5684,528 8659,687 6380,200 4619,133 4125,992 5635,151 4817,549 4062,970 5122,129 4681,862 9967,900 6190,495 5755,593 7433,146 14861,809 6201,641 10728,521 2561,000 2583,667 6594,369 6811,820 8546,361 8437,636 7638,987 7644,654 3811,000 2583,667 4277,989 5202,661 6582,401 6120,065 5789,971 5795,637 5730,722 3881,378 4674,601 9755,775 3629,784 6131,462 2561,000 136 Lu n V n Cao H c Qu n Lý Xây D ng _ 3463,000 994,200 7552,000 6091,632 6355,612 9793,676 10194,675 8790,516 9301,721 7737,000 5932,301 4515,792 8078,099 8865,756 7088,158 6905,955 10 1139,000 4950,400 2325,086 5329,210 8799,681 4798,939 5687,587 11 10127,700 6260,208 5921,971 10049,235 8961,329 9064,133 12 7924,000 6989,057 7284,615 10093,958 9630,733 8784,508 13 11202,000 6961,400 7196,147 10132,659 9520,726 8868,859 8357,137 9632,300 8957,367 8664,403 8547,029 7145,758 14 7877,800 5984,159 4769,912 8552,582 8869,900 7606,241 7455,751 4163,300 5174,633 6661,247 7268,371 15 774,000 7352,030 8375,549 11030,289 10215,810 9682,733 9055,283 9632,300 10779,120 9702,919 16 1044,000 5650,458 3679,581 4183,164 9766,103 3091,774 5476,422 2561,000 2583,667 17 21334,480 8691,313 24846,800 85336,112 67596,067 75145,678 64944,583 42496,350 18 4459,700 6718,144 6486,078 8199,298 10375,401 6908,789 7433,689 19 2560,700 4473,501 1370,168 3495,711 9698,497 1249,295 20 3756,000 5744,307 3915,430 4756,739 9754,156 21 2027,000 5801,838 4146,342 6278,643 22 7805,000 6724,406 6513,176 23 2538,000 5633,350 4188,691 24 12601,000 5765,183 6201,409 6887,884 3967,883 7124,458 7012,589 2688,333 4425,338 5323,988 6584,274 6134,949 5913,353 5815,062 11174,000 9308,559 8847,034 8534,481 8765,243 9561,954 9777,629 3679,500 3329,333 8074,644 7942,654 8437,032 8503,027 7833,999 7746,457 4250,650 3308,767 6296,946 7005,200 6209,544 5855,416 5789,131 5553,660 14886,100 12897,667 3827,148 5139,805 5939,950 5283,621 8423,875 7926,766 8302,607 4163,300 5174,633 7985,603 8154,722 6975,471 6890,911 6451,244 6704,077 7867,932 9632,300 8957,367 8689,287 8541,508 7246,669 7320,559 7907,48 7738,746 7204,444 7813,483 7644,749 6338,846 6035,285 5883,632 6136,465 9191,160 7659,453 7915,333 8229,52 8516,225 3931,372 4916,811 6576,546 6083,827 5804,182 5809,849 33191,567 55091,456 47013,712 34285,864 38324,736 42737,123 40410,928 9740,000 10952,500 7342,688 7458,721 7318,995 7260,978 8074,459 8377,584 7362,179 3040,185 8214,790 2432,939 3984,606 6370,007 5594,173 6011,677 7305,329 3714,920 6265,033 2265,500 2688,333 4336,084 5250,523 6583,111 6125,892 5713,409 5819,118 9129,667 5246,488 5918,633 5164,900 3591,437 5212,493 6040,240 6428,848 6014,974 6269,613 5876,247 8250,806 10377,877 6963,002 7498,877 9740,000 10952,500 7381,991 7487,606 7330,704 7277,897 8084,603 8387,728 9012,830 8758,472 8501,243 9177,343 3093,700 4160,367 6600,761 7323,090 6144,005 5782,840 5509,092 5775,759 8902,864 8509,426 4882,792 11492,660 8918,689 9751,792 9377,940 10620,959 3841,393 10613,104 7643,771 6482,097 9040,741 8586,784 3081,500 10311,300 12526,250 10952,500 7965,639 7903,286 7493,272 7524,448 137 Lu n V n Cao H c Qu n Lý Xây D ng _ B ng 22: K t qu ki m tra mơ hình No Value Actual c tính c t thép c t t p ki m tra Single models 1.1 1.2 1.3 1.4 1.5 Ensemble models 1.6 1.7 1.8 2.1 2.2 2.3 2.4 2.5 2.6 5581,368 6336,662 6183,074 6090,035 6053,802 4743,600 6195,509 5581,154 4967,227 5229,358 5723,675 5734,600 5209,000 5064,067 5274,190 3203,300 5797,851 4550,993 3748,035 3748,473 4532,097 4325,642 4183,250 4789,500 4149,514 4772,943 5570,682 5258,967 5167,032 5318,594 9907,300 6384,845 6374,784 5868,521 6508,154 6676,306 6752,675 5402,600 6123,600 6121,653 6126,683 6371,694 6369,179 6126,133 6306,383 13391,700 6304,732 5306,553 5033,743 5773,343 5517,508 6450,874 4668,700 4645,600 5170,148 5669,238 7172,994 6923,449 6763,986 6758,211 8136,200 6228,138 5369,640 4911,000 5254,809 5574,258 5872,406 4881,650 5334,667 5140,320 5569,569 6746,404 6531,780 6409,782 6523,036 7719,800 6372,441 5745,398 5485,367 6044,177 6133,339 6643,963 5420,050 5503,733 5615,383 5928,904 7052,606 6895,845 6814,508 6835,429 3860,600 6414,287 6262,762 5984,955 6277,793 6603,426 6757,091 5493,000 6539,300 6123,858 6199,621 6602,566 6564,685 6372,244 6633,819 7974,000 6871,349 7127,683 8280,901 9268,745 8739,312 9801,714 11294,650 9664,100 7704,292 7576,125 8135,758 8199,842 9241,584 8833,946 4503,400 5705,689 4607,001 3640,302 3609,947 4489,707 4060,288 4400,150 4047,433 4123,651 4672,996 5045,977 4771,305 4719,593 4631,413 10 6805,200 5945,067 4956,450 4159,246 4160,159 4914,771 4716,902 5992,100 5795,400 4557,848 5052,157 5794,575 5547,421 5806,333 5757,158 11 5172,400 5999,679 5403,044 4467,099 4474,462 5282,185 4852,501 4389,300 3685,933 4935,071 5233,389 5523,085 5373,926 5120,490 4944,648 12 3418,300 3707,033 3731,838 4411,892 4758,795 4418,768 4443,684 4300,505 13 3563,600 5843,797 4962,880 3987,256 3974,476 4831,029 4388,013 2810,600 2791,200 4475,068 4915,526 5297,809 5077,580 4539,510 4534,660 14 6151,400 5855,143 5003,598 4025,078 3999,128 4862,366 4412,238 2810,600 2791,200 4514,338 4940,110 5296,885 5083,998 4535,749 4530,899 15 2943,300 4472,000 4113,256 4663,671 5016,190 4740,982 4691,550 4709,513 16 4511,800 5892,098 4493,386 3854,907 3947,011 4552,878 4598,248 4881,650 5334,667 4174,147 4873,503 6103,304 5753,626 5850,692 5963,947 17 52971,900 11603,370 19292,094 19576,802 27532,681 21469,187 27399,386 23012,400 19345,100 19434,448 15590,086 16243,567 18165,748 19095,824 18178,999 18 4576,400 5748,373 4422,275 3627,751 3628,639 4415,346 4213,178 4183,250 4789,500 4025,013 4688,062 5483,906 5152,382 5092,626 5244,188 19 14457,000 7096,879 7400,508 9572,724 11132,534 9906,554 11742,164 10192,300 8920,933 8486,616 8334,801 9134,906 9210,814 9908,762 9590,920 20 5719,300 6285,056 5517,883 5128,028 5550,014 5785,278 6160,852 4881,650 5334,667 5322,955 5706,542 6864,818 6673,025 6513,967 6627,221 21 4432,100 4789,500 4237,680 4833,719 5632,387 5334,368 5672,355 5371,705 5540,197 5698,710 5832,228 4180,088 4597,880 4640,149 3283,587 3628,633 3835,211 3289,653 3588,451 3839,133 4139,528 4473,884 4616,974 3779,738 4042,479 4410,963 4279,750 4400,150 5992,100 138 Lu n V n Cao H c Qu n Lý Xây D ng _ 22 2406,300 23 4914,600 24 4925,100 5775,901 6429,112 6134,817 4494,048 6527,057 5424,084 3693,982 6104,174 4749,084 3693,736 6725,411 4937,118 4479,507 6883,439 5509,878 4274,233 6965,791 5454,856 B ng 23: K t qu ki m tra mơ hình No Value Actual 4183,250 7181,850 4985,200 4789,500 4094,015 4734,941 5531,691 5211,228 5133,529 5285,091 6123,600 6315,615 6266,643 6403,282 6427,768 6591,466 6326,904 5324,133 5086,584 5441,950 6211,791 6034,108 5924,387 6009,120 c tính c t thép d m t p ki m tra Single models 1.1 1.2 1.3 1.4 1.5 Ensemble models 1.6 1.7 1.8 2.1 2.2 2.3 2.4 2.5 2.6 8019,588 8662,319 8530,281 8354,459 8240,705 6812,335 6384,419 6820,082 6946,500 7786,887 7258,737 8252,289 8284,825 7917,606 7915,263 6555,450 6100,433 7755,513 2665,200 7343,436 5483,815 5606,203 5902,641 5210,423 5522,587 3772,150 5514,800 5545,009 6474,819 7277,241 12022,000 7706,387 7076,596 9712,887 9596,616 9693,084 9220,548 8270,800 8974,733 8394,741 8709,637 8852,775 8695,327 8993,878 9169,861 14764,600 8499,156 9806,567 9164,427 9657,578 9546,122 9316,540 10829,650 9372,100 9485,497 8831,791 9914,675 10241,527 10497,298 10132,911 8203,800 8116,572 8429,498 8476,709 8660,477 8206,149 8304,035 7314,750 7085,100 8453,104 8296,641 9256,901 9335,132 9056,445 8999,033 10699,000 8277,748 9073,967 9567,796 9771,825 9285,507 9419,662 6541,400 6934,200 9320,882 8922,772 9784,265 9983,320 9350,178 9448,378 6550,800 8044,142 8279,654 10081,776 9616,293 9656,348 9252,588 7431,500 8604,033 9180,715 9062,959 9110,802 9169,680 8957,641 9250,774 13542,000 8844,703 11332,914 13419,598 13764,143 13100,500 13427,347 15617,150 13378,100 12376,256 11132,150 11328,518 11950,570 13021,63 12461,867 7156,000 6947,881 4042,692 5107,238 5425,276 4726,999 5032,410 5107,450 4797,633 4574,965 6027,559 6497,480 5771,183 6037,372 5959,918 10 9452,400 7510,328 6150,848 6545,579 6623,406 6145,446 6247,120 6927,050 6818,033 6348,214 7027,954 7696,556 7356,686 7550,737 7523,483 11 6805,700 7279,594 5369,360 6943,306 6835,570 6599,635 6449,702 5899,050 4641,467 6156,333 7111,450 7372,915 6895,357 7027,779 6713,384 12 3688,000 6763,676 3303,497 4279,609 4796,204 3861,323 4399,514 3903,950 3671,300 3791,553 5521,643 5979,251 5114,207 5264,32 5206,157 13 4507,700 7101,624 4658,892 5897,166 6065,503 5564,657 5675,908 3152,150 4065,700 5278,029 6499,395 6954,527 6343,844 5967,158 6195,546 14 7645,200 7115,564 4714,105 5980,165 6100,396 5630,944 5711,057 3152,150 4065,700 5347,135 6547,865 6956,378 6356,013 5965,524 6193,911 15 4394,700 6941,126 4015,072 5079,330 5381,384 4685,348 4988,341 5107,450 4632,667 4547,201 6010,228 6446,262 5714,748 5987,843 5869,147 139 Lu n V n Cao H c Qu n Lý Xây D ng _ 16 4189,200 17 115469,900 15055,450 36006,177 51368,392 33614,577 51284,944 33564,549 32996,500 28752,000 43687,284 33211,921 28569,968 18 5766,700 7288,224 5262,511 5322,880 5672,679 4926,253 5291,366 3772,150 5514,800 5292,695 6305,552 19 27655,100 9387,428 13356,678 14973,901 16294,667 14966,260 15980,241 17530,300 14907,033 14165,290 20 7998,000 8180,146 8683,756 8903,122 9087,544 8626,426 8732,778 7314,750 7085,100 21 5052,000 7381,769 5637,432 5809,478 6071,214 5415,072 5692,041 6927,050 22 3634,400 7318,960 5385,707 5479,268 5798,622 5082,926 5418,008 23 8129,000 7760,049 7289,066 10109,707 9833,944 9969,699 24 6872,200 7719,203 6988,112 7812,374 7860,790 7460,929 7741,223 6926,622 6153,723 6503,697 5952,485 7975,971 7918,559 33807,650 33055,231 31994,106 7117,520 6611,092 6238,502 6674,164 12180,664 12654,612 13646,925 14690,33 14034,514 8793,439 8541,634 9463,955 9589,858 9247,606 9190,193 5514,800 5723,455 6595,624 7390,682 6954,598 7277,002 6923,940 3772,150 5514,800 5432,487 6399,114 7205,533 6722,220 6318,831 6754,493 9458,976 10548,150 8974,733 8699,386 8934,878 8900,375 8782,629 9597,4 9204,046 7489,584 5804,200 6869,500 7400,243 7765,788 8441,995 8259,222 7963,244 8229,569 6137,650 B ng 24: K t qu ki m tra mô hình No Value 7314,750 7085,100 6540,173 6947,473 8082,590 7878,939 c tính c t thép sàn t p ki m tra Single models Ensemble models Actual 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 2.1 2.2 2.3 2.4 2.5 2.6 7383,000 9632,935 9394,799 15281,661 14281,735 10786,721 11331,806 6070,500 6178,333 12338,230 12457,298 12656,680 12597,146 11766,071 11793,029 4174,600 8498,856 6802,146 11792,265 11165,967 7289,151 8263,032 4611,500 6531,567 9297,205 10145,561 10683,625 10259,447 9711,786 10191,803 16322,200 9774,808 10292,642 18107,088 16641,589 13700,154 13767,539 8487,900 9573,867 14199,865 13940,948 12446,984 12576,442 12125,257 12396,748 16070,000 10729,436 10394,565 16045,299 16069,908 11190,468 12844,661 12274,750 11025,167 13219,932 13387,367 15741,143 15657,425 16127,471 15815,075 7912,000 10122,501 9868,682 14905,862 14325,100 10279,142 11255,400 10857,350 9414,567 12387,272 12514,182 14038,755 13975,300 14222,467 13861,771 12012,000 10533,591 10795,207 16328,129 15729,849 11704,582 12638,252 7527,500 8493,000 13561,668 13430,860 14782,917 14848,321 14031,394 14272,769 7869,400 10233,809 10111,806 18813,877 15613,253 14263,643 12621,588 6390,000 9231,567 14462,841 14523,843 13592,317 13561,817 12631,365 13341,757 16076,000 11937,948 13475,984 22522,052 20794,169 17848,417 17609,432 17600,450 15196,300 17999,018 17230,000 17268,759 17653,268 18684,384 18083,347 7466,000 7839,445 5921,066 11732,131 10870,922 7319,037 8065,713 5137,150 4447,767 8826,599 9785,788 9016,630 8537,035 8341,056 8168,710 10 19064,500 8913,953 7617,300 13241,442 12045,143 8729,577 9122,548 8849,850 10641,833 10429,371 11077,698 11340,086 11015,922 11324,060 11772,056 11 10307,300 9970,733 11117,676 11636,992 10387,028 10127,369 11049,689 10711,922 8671,154 7632,522 14602,830 12748,763 10182,411 9911,908 11321,800 140 Lu n V n Cao H c Qu n Lý Xây D ng _ 12 3674,000 13 5212,000 14 9690,700 8263,885 6841,734 13046,373 11798,313 8632,292 8978,091 15 3449,200 7817,756 5820,656 11758,792 10790,340 7342,656 7984,906 16 10408,000 17 256826,400 26460,480 41312,187 131361,223 103357,684 125286,520 97969,865 18 5490,080 8357,831 6481,260 11406,614 10865,691 6902,674 7968,377 19 25720,400 20 10816,000 10284,650 10234,239 15458,709 14860,357 10833,231 11782,096 21 5512,000 8596,891 7026,557 12065,319 11386,270 7562,903 8479,423 22 4620,000 8436,261 6658,859 11620,993 11029,895 7117,437 8129,443 23 7009,000 9893,541 10351,296 19004,850 16824,730 14586,281 13941,831 24 8532,000 9459,840 8999,482 14707,008 13723,966 10210,801 10781,461 6164,000 7366,971 8233,770 9165,202 12979,675 4822,934 6836,475 7708,079 15289,237 10529,765 12837,840 11923,213 24895,439 9967,957 11777,168 11683,656 24900,430 6113,643 8427,270 7289,466 20039,127 7177,618 8959,154 8662,551 21516,426 4134,733 7676,349 8948,368 8244,113 7608,104 7503,395 7436,054 8426,733 9837,157 10535,805 9686,571 9337,247 8920,328 9734,812 5168,800 8426,733 9944,054 10655,129 9716,378 9360,841 8942,607 9757,090 5137,150 4646,100 8789,724 9788,274 8961,118 8461,843 8290,967 8168,204 9414,567 9815,646 10544,208 12387,252 12022,971 12810,288 12449,593 62826,150 47232,100 86336,705 78910,852 58616,675 62329,601 67708,092 63809,580 4611,500 6531,567 8943,937 9882,222 10451,809 9982,666 9515,226 9995,243 15520,567 20092,338 18937,557 19937,360 20514,750 21344,404 20572,583 10857,350 9414,567 12846,474 12871,680 14330,283 14317,681 14473,458 14112,762 8849,850 6531,567 9545,938 10331,105 10847,139 10454,555 10910,379 10330,808 4611,500 6531,567 9139,926 10028,627 10580,004 10135,654 9623,814 10103,831 11678,800 9573,867 14678,073 14449,195 12614,386 12728,824 13060,700 12534,467 7566,567 11853,245 12083,424 12345,138 12230,048 11521,178 11871,819 4404,100 5168,800 10857,350 18607,850 141 Lu n V n Cao H c Qu n Lý Xây D ng LÝ L CH TRÍCH NGANG H tên: Nguy n Ngô Luân N i sinh: Trà Vinh a ch liên l c: 314/77 Âu D ng Lân, Ph ng 3- Qu n - TP HCM i n tho i: 0326 812 612 Email: nguyenngoluan.tv@gmail.com N i công tác: Công ty CP Xây D ng Ph c Thành Quá trình t o: T tháng n m 2013 n tháng n m 2017: H c Ngành: Kinh t Xây d ng Chuyên ngành: Qu n lý Xây ng – Tr ng i h c GTVT TPHCM T tháng n m 2020 n tháng n m 2022: H c viên Cao h c - Ngành Qu n lý Xây d ng - Tr ng i h c Bách khoa - i h c Qu c gia TPHCM Q trình cơng tác: T tháng 12 n m 2017 D ng Ph c Thành n tháng n m 2022: Công tác t i Công ty CP Xây 142 ... lý thuy t, thu t toán máy h c, ph n m m máy h c Xây d ng mơ hình c tính s b kh i l ng v t t xây d ng S d ng thu t toán máy h c c i thi n xác m c c tính mang tính di n gi i So sánh k t qu d báo... ng máy h c c tính kh i l ng v t t xây d ng c n thi t giai o n l p k ho ch d án xu t mơ hình máy h c c tính So sánh k t qu c l p k t h p c tính v i tr c i thi n xác m c ng h p áp d ng thu t toán... 3.5 S d ng ph n m m Weka th c thi mơ hình máy h c s dùng ánh giá mơ hình Các mơ hình AI xu t Các ch c ánh giá bao g m mơ hình SVR v i nhân Poly (SVR- PL), mơ hình SVR v i nhân RBF (SVR-RBF), ANN