Research Article
Layout Optimization of Two Autonomous Underwater Vehicles for Drag Reduction with a Combined CFD and Neural Network Method
Table 3
CFD data for the training samples.
| Sample | | | | | |
| (1) | 0.00 | 0.00 | 2.0000 | 2.0000 | 4.0000 | (2) | 0.00 | 0.25 | 2.0000 | 2.0000 | 4.0000 | (3) | 0.00 | 0.50 | 2.0000 | 2.0000 | 4.0000 | (4) | 0.00 | 0.75 | 2.0000 | 2.0000 | 4.0000 | (5) | 0.00 | 1.00 | 2.0000 | 2.0000 | 4.0000 | (6) | 0.00 | 1.25 | 0.7910 | 1.0972 | 1.8882 | (7) | 0.00 | 1.50 | 0.9392 | 0.9748 | 1.9141 | (8) | 0.00 | 1.75 | 0.9757 | 0.9602 | 1.9359 | (9) | 0.00 | 2.00 | 0.9885 | 0.9629 | 1.9514 | (10) | 0.10 | 0.00 | 2.0000 | 2.0000 | 4.0000 | (11) | 0.10 | 0.25 | 2.0000 | 2.0000 | 4.0000 | (12) | 0.10 | 0.50 | 2.0000 | 2.0000 | 4.0000 | (13) | 0.10 | 0.75 | 2.0000 | 2.0000 | 4.0000 | (14) | 0.10 | 1.00 | 2.0000 | 2.0000 | 4.0000 | (15) | 0.10 | 1.25 | 0.8245 | 1.1725 | 1.9970 | (16) | 0.10 | 1.50 | 0.9432 | 1.0604 | 2.0036 | (17) | 0.10 | 1.75 | 0.9765 | 1.0296 | 2.0061 | (18) | 0.10 | 2.00 | 0.9887 | 1.0188 | 2.0075 | (19) | 0.20 | 0.00 | 1.0552 | 1.0552 | 2.1104 | (20) | 0.20 | 0.25 | 1.7136 | 0.3598 | 2.0733 | (21) | 0.20 | 0.50 | 1.5153 | 0.5364 | 2.0517 | (22) | 0.20 | 0.75 | 1.4027 | 0.5841 | 1.9868 | (23) | 0.20 | 1.00 | 0.7591 | 1.2507 | 2.0098 | (24) | 0.20 | 1.25 | 0.8671 | 1.1107 | 1.9778 | (25) | 0.20 | 1.50 | 0.9450 | 1.0398 | 1.9848 | (26) | 0.20 | 1.75 | 0.9728 | 1.0150 | 1.9879 | (27) | 0.20 | 2.00 | 0.9841 | 1.0050 | 1.9891 | (28) | 0.30 | 0.00 | 1.0247 | 1.0247 | 2.0494 | (29) | 0.30 | 0.25 | 1.4041 | 0.6326 | 2.0367 | (30) | 0.30 | 0.50 | 1.3595 | 0.6702 | 2.0297 | (31) | 0.30 | 0.75 | 1.1989 | 0.7884 | 1.9873 | (32) | 0.30 | 1.00 | 0.9257 | 1.0920 | 2.0177 | (33) | 0.30 | 1.25 | 0.9135 | 1.0671 | 1.9806 | (34) | 0.30 | 1.50 | 0.9557 | 1.0297 | 1.9853 | (35) | 0.30 | 1.75 | 0.9761 | 1.0118 | 1.9879 | (36) | 0.30 | 2.00 | 0.9852 | 1.0037 | 1.9889 | (37) | 0.40 | 0.00 | 1.0146 | 1.0146 | 2.0292 | (38) | 0.40 | 0.25 | 1.2386 | 0.7859 | 2.0245 | (39) | 0.40 | 0.50 | 1.2489 | 0.7770 | 2.0259 | (40) | 0.40 | 0.75 | 1.1302 | 0.8617 | 1.9920 | (41) | 0.40 | 1.00 | 0.9947 | 1.0283 | 2.0229 | (42) | 0.40 | 1.25 | 0.9487 | 1.0354 | 1.9841 | (43) | 0.40 | 1.50 | 0.9669 | 1.0200 | 1.9869 | (44) | 0.40 | 1.75 | 0.9800 | 1.0086 | 1.9886 | (45) | 0.40 | 2.00 | 0.9871 | 1.0025 | 1.9896 | (46) | 0.50 | 0.00 | 1.0094 | 1.0095 | 2.0189 | (47) | 0.50 | 0.25 | 1.1488 | 0.8699 | 2.0187 | (48) | 0.50 | 0.50 | 1.1753 | 0.8506 | 2.0259 | (49) | 0.50 | 0.75 | 1.0950 | 0.9000 | 1.9951 | (50) | 0.50 | 1.00 | 1.0243 | 1.0032 | 2.0275 | (51) | 0.50 | 1.25 | 0.9723 | 1.0146 | 1.9868 | (52) | 0.50 | 1.50 | 0.9769 | 1.0118 | 1.9887 | (53) | 0.50 | 1.75 | 0.9843 | 1.0057 | 1.9900 | (54) | 0.50 | 2.00 | 0.9891 | 1.0016 | 1.9907 | (55) | 0.60 | 0.00 | 1.0062 | 1.0065 | 2.0127 | (56) | 0.60 | 0.25 | 1.0963 | 0.9170 | 2.0132 | (57) | 0.60 | 0.50 | 1.1263 | 0.8991 | 2.0253 | (58) | 0.60 | 0.75 | 1.0724 | 0.9245 | 1.9969 | (59) | 0.60 | 1.00 | 1.0327 | 0.9907 | 2.0235 | (60) | 0.60 | 1.25 | 0.9873 | 1.0018 | 1.9891 | (61) | 0.60 | 1.50 | 0.9850 | 1.0052 | 1.9903 | (62) | 0.60 | 1.75 | 0.9883 | 1.0029 | 1.9912 | (63) | 0.60 | 2.00 | 0.9911 | 1.0000 | 1.9911 |
|
|