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20260128-175400训练结果

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Hongyu Yan
2026-01-28 17:54:25 +08:00
parent a1ff64aa40
commit 59697c0640
17 changed files with 1729 additions and 1651 deletions
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example/results/ks_per_feature.csv
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@@ -1,54 +1,54 @@
feature,ks,gen_frac_at_min,gen_frac_at_max,real_n,gen_n,real_min,real_max
P2_MSD,1.0,1.0,1.0,600000,512,763.19324,763.19324
P1_B4002,0.9767216666666667,1.0,0.0,600000,512,31.41343,33.6555
P1_PCV02Z,0.47716250000000004,0.140625,0.0,600000,512,11.76605,12.04071
P1_B4005,0.47217020833333334,0.591796875,0.408203125,600000,512,0.0,100.0
P4_HT_PO,0.46741541666666664,0.55859375,0.0,600000,512,0.05423,85.17798
P1_PIT02,0.4569416666666667,0.01953125,0.001953125,600000,512,0.17029,2.34695
P1_FCV02Z,0.4500704166666667,0.099609375,0.001953125,600000,512,-1.89819,97.38312
P4_ST_PT01,0.43067999999999995,0.0,0.0,600000,512,9916.0,10330.0
P4_HT_LD,0.38291020833333334,0.716796875,0.001953125,600000,512,-0.00723,83.10184
P4_HT_FD,0.36741708333333334,0.0,0.0,600000,512,-0.02496,0.0293
P4_ST_TT01,0.33223833333333336,0.001953125,0.0,600000,512,27530.0,27629.0
P3_PIT01,0.2626179166666667,0.001953125,0.001953125,600000,512,-24.0,3871.0
P3_LCV01D,0.23549458333333334,0.23828125,0.001953125,600000,512,-288.0,18416.0
P1_B2004,0.2301385416666667,0.015625,0.0,600000,512,0.02978,0.10196
P3_FIT01,0.21002708333333334,0.001953125,0.0,600000,512,-27.0,5421.0
P1_B3005,0.17442020833333333,0.0,0.005859375,600000,512,894.71869,1121.94116
P2_SIT01,0.1462402083333333,0.0,0.0,600000,512,752.0,826.0
P3_LCP01D,0.13617458333333332,0.02734375,0.0,600000,512,-8.0,13816.0
P1_B3004,0.13465270833333332,0.046875,0.0078125,600000,512,369.75601,447.63004
P1_FCV03Z,0.11582604166666667,0.0,0.0,600000,512,46.35773,73.0835
P1_PCV02Z,0.48302187500000004,0.16015625,0.001953125,600000,512,11.76605,12.04071
P1_FCV02Z,0.4813204166666667,0.134765625,0.0,600000,512,-1.89819,97.38312
P4_HT_PO,0.47718104166666664,0.568359375,0.0,600000,512,0.05423,85.17798
P1_B4005,0.47412333333333334,0.59375,0.40625,600000,512,0.0,100.0
P4_ST_PT01,0.42286749999999995,0.0,0.0,600000,512,9916.0,10330.0
P1_PIT02,0.405535,0.06640625,0.001953125,600000,512,0.17029,2.34695
P4_HT_LD,0.38876958333333334,0.72265625,0.001953125,600000,512,-0.00723,83.10184
P4_HT_FD,0.3790545833333333,0.0,0.0,600000,512,-0.02496,0.0293
P4_ST_TT01,0.360623125,0.001953125,0.0,600000,512,27530.0,27629.0
P3_PIT01,0.2977741666666667,0.00390625,0.001953125,600000,512,-24.0,3871.0
P1_B2004,0.22622895833333334,0.017578125,0.0,600000,512,0.02978,0.10196
P3_LCV01D,0.22572895833333334,0.228515625,0.001953125,600000,512,-288.0,18416.0
P3_FIT01,0.18856375,0.001953125,0.0,600000,512,-27.0,5421.0
P1_B3005,0.17442020833333333,0.0,0.001953125,600000,512,894.71869,1121.94116
P1_B3004,0.14051208333333332,0.009765625,0.0,600000,512,369.75601,447.63004
P2_SIT01,0.13476791666666665,0.0,0.0,600000,512,752.0,826.0
P3_LCP01D,0.13422145833333332,0.029296875,0.0,600000,512,-8.0,13816.0
P1_FCV03Z,0.10410729166666667,0.0,0.0,600000,512,46.35773,73.0835
P1_LCV01Z,0.09569979166666667,0.095703125,0.0,600000,512,0.28381,23.72894
P1_PCV01D,0.08203125,0.0,0.083984375,600000,512,24.99937,100.0
P1_B4022,0.07839895833333332,0.001953125,0.001953125,600000,512,34.20232,38.65093
P1_LCV01Z,0.07812166666666667,0.078125,0.0,600000,512,0.28381,23.72894
P2_SIT02,0.07499833333333328,0.0,0.0,600000,512,751.53876,825.68994
P1_TIT02,0.07074770833333333,0.001953125,0.001953125,600000,512,34.97925,40.4419
P1_FT03,0.07055520833333334,0.0,0.0,600000,512,187.88596,326.00403
P1_FT03Z,0.07046875000000002,0.0,0.0,600000,512,867.38,1136.07874
P1_FCV03D,0.06953958333333332,0.0,0.0,600000,512,45.96558,71.82662
P1_PCV01Z,0.06753729166666667,0.001953125,0.00390625,600000,512,25.53711,100.0
P1_B4022,0.07836791666666665,0.001953125,0.001953125,600000,512,34.20232,38.65093
P2_SIT02,0.07525937500000002,0.0,0.0,600000,512,751.53876,825.68994
P1_FT03Z,0.07095687499999997,0.0,0.0,600000,512,867.38,1136.07874
P1_FT03,0.07039374999999998,0.0,0.0,600000,512,187.88596,326.00403
P1_FCV03D,0.06930249999999999,0.0,0.0,600000,512,45.96558,71.82662
P1_PCV01Z,0.06755708333333332,0.001953125,0.005859375,600000,512,25.53711,100.0
P1_FT02,0.06438541666666664,0.001953125,0.001953125,600000,512,4.80653,2006.56897
P1_B400B,0.06315145833333335,0.001953125,0.001953125,600000,512,25.02598,2857.54565
P1_FT02Z,0.06308312500000002,0.001953125,0.0,600000,512,25.02598,2857.54565
P1_FT01,0.05535458333333332,0.001953125,0.0,600000,512,-15.60213,352.89764
P1_FT01Z,0.055342916666666686,0.001953125,0.0,600000,512,0.0,1181.04492
P1_LCV01D,0.05142354166666668,0.001953125,0.0,600000,512,2.12251,24.58632
P1_FT02Z,0.0630914583333333,0.001953125,0.001953125,600000,512,25.02598,2857.54565
P1_FT01Z,0.055490625000000016,0.001953125,0.0,600000,512,0.0,1181.04492
P1_FT01,0.05535958333333335,0.001953125,0.0,600000,512,-15.60213,352.89764
P1_LCV01D,0.05142875000000002,0.001953125,0.0,600000,512,2.12251,24.58632
P1_TIT02,0.05030333333333337,0.001953125,0.001953125,600000,512,34.97925,40.4419
P2_VXT03,0.046704791666666634,0.001953125,0.001953125,600000,512,-2.1603,0.2445
P1_TIT01,0.045634375000000005,0.001953125,0.001953125,600000,512,34.68933,36.94763
P2_24Vdc,0.04155104166666668,0.001953125,0.001953125,600000,512,28.01254,28.04642
P2_CO_rpm,0.03524333333333329,0.0,0.0,600000,512,53975.0,54185.0
P1_LIT01,0.03139354166666666,0.001953125,0.001953125,600000,512,355.98859,459.44928
P2_VYT03,0.030566874999999993,0.001953125,0.001953125,600000,512,4.5149,7.3006
P1_PIT01,0.029997291666666648,0.0,0.0,600000,512,0.9317,2.39578
P2_24Vdc,0.038648333333333285,0.001953125,0.001953125,600000,512,28.01254,28.04642
P1_TIT01,0.03647541666666665,0.01171875,0.001953125,600000,512,34.68933,36.94763
P1_PIT01,0.03585666666666665,0.0,0.001953125,600000,512,0.9317,2.39578
P2_CO_rpm,0.03242437499999995,0.0,0.0,600000,512,53975.0,54185.0
P1_LIT01,0.031228541666666665,0.001953125,0.001953125,600000,512,355.98859,459.44928
P2_VYT03,0.030359791666666663,0.001953125,0.001953125,600000,512,4.5149,7.3006
P4_ST_FD,0.028957083333333355,0.001953125,0.001953125,600000,512,-0.05244,0.05035
P2_VXT02,0.026957083333333354,0.001953125,0.001953125,600000,512,-4.4009,-1.7734
P2_VYT02,0.021446458333333335,0.001953125,0.001953125,600000,512,2.4162,5.156
P2_VXT02,0.026919374999999968,0.001953125,0.001953125,600000,512,-4.4009,-1.7734
P2_VYT02,0.02145166666666666,0.001953125,0.001953125,600000,512,2.4162,5.156
P2_HILout,0.016215208333333342,0.001953125,0.001953125,600000,512,653.75977,775.1648
P2_VT01,0.010555416666666664,0.001953125,0.001953125,600000,512,11.76047,12.06294
P3_LIT01,0.009342083333333334,0.0,0.001953125,600000,512,5084.0,19730.0
P1_B2016,0.00932104166666664,0.001953125,0.001953125,600000,512,0.94729,2.0523
P4_ST_LD,0.004100416666666662,0.001953125,0.001953125,600000,512,229.87201,499.62018
P4_ST_PO,0.004036041666666712,0.001953125,0.001953125,600000,512,233.56122,498.86066
P4_ST_GOV,0.003973333333333384,0.001953125,0.001953125,600000,512,12625.0,26927.0
P4_LD,0.003333958333333331,0.001953125,0.001953125,600000,512,231.13788,499.76489
P2_VT01,0.0104625,0.001953125,0.001953125,600000,512,11.76047,12.06294
P1_B2016,0.009429791666666687,0.001953125,0.001953125,600000,512,0.94729,2.0523
P3_LIT01,0.00892770833333334,0.0,0.001953125,600000,512,5084.0,19730.0
P4_ST_GOV,0.004135416666666614,0.001953125,0.001953125,600000,512,12625.0,26927.0
P4_ST_PO,0.004044791666666714,0.001953125,0.001953125,600000,512,233.56122,498.86066
P4_ST_LD,0.003954791666666679,0.001953125,0.001953125,600000,512,229.87201,499.62018
P4_LD,0.00338583333333331,0.001953125,0.001953125,600000,512,231.13788,499.76489
1 feature ks gen_frac_at_min gen_frac_at_max real_n gen_n real_min real_max
2 P2_MSD 1.0 1.0 1.0 600000 512 763.19324 763.19324
3 P1_B4002 0.9767216666666667 1.0 0.0 600000 512 31.41343 33.6555
4 P1_PCV02Z 0.47716250000000004 0.48302187500000004 0.140625 0.16015625 0.0 0.001953125 600000 512 11.76605 12.04071
5 P1_B4005 P1_FCV02Z 0.47217020833333334 0.4813204166666667 0.591796875 0.134765625 0.408203125 0.0 600000 512 0.0 -1.89819 100.0 97.38312
6 P4_HT_PO 0.46741541666666664 0.47718104166666664 0.55859375 0.568359375 0.0 600000 512 0.05423 85.17798
7 P1_PIT02 P1_B4005 0.4569416666666667 0.47412333333333334 0.01953125 0.59375 0.001953125 0.40625 600000 512 0.17029 0.0 2.34695 100.0
8 P1_FCV02Z P4_ST_PT01 0.4500704166666667 0.42286749999999995 0.099609375 0.0 0.001953125 0.0 600000 512 -1.89819 9916.0 97.38312 10330.0
9 P4_ST_PT01 P1_PIT02 0.43067999999999995 0.405535 0.0 0.06640625 0.0 0.001953125 600000 512 9916.0 0.17029 10330.0 2.34695
10 P4_HT_LD 0.38291020833333334 0.38876958333333334 0.716796875 0.72265625 0.001953125 600000 512 -0.00723 83.10184
11 P4_HT_FD 0.36741708333333334 0.3790545833333333 0.0 0.0 600000 512 -0.02496 0.0293
12 P4_ST_TT01 0.33223833333333336 0.360623125 0.001953125 0.0 600000 512 27530.0 27629.0
13 P3_PIT01 0.2626179166666667 0.2977741666666667 0.001953125 0.00390625 0.001953125 600000 512 -24.0 3871.0
14 P3_LCV01D P1_B2004 0.23549458333333334 0.22622895833333334 0.23828125 0.017578125 0.001953125 0.0 600000 512 -288.0 0.02978 18416.0 0.10196
15 P1_B2004 P3_LCV01D 0.2301385416666667 0.22572895833333334 0.015625 0.228515625 0.0 0.001953125 600000 512 0.02978 -288.0 0.10196 18416.0
16 P3_FIT01 0.21002708333333334 0.18856375 0.001953125 0.0 600000 512 -27.0 5421.0
17 P1_B3005 0.17442020833333333 0.0 0.005859375 0.001953125 600000 512 894.71869 1121.94116
18 P2_SIT01 P1_B3004 0.1462402083333333 0.14051208333333332 0.0 0.009765625 0.0 600000 512 752.0 369.75601 826.0 447.63004
19 P3_LCP01D P2_SIT01 0.13617458333333332 0.13476791666666665 0.02734375 0.0 0.0 600000 512 -8.0 752.0 13816.0 826.0
20 P1_B3004 P3_LCP01D 0.13465270833333332 0.13422145833333332 0.046875 0.029296875 0.0078125 0.0 600000 512 369.75601 -8.0 447.63004 13816.0
21 P1_FCV03Z 0.11582604166666667 0.10410729166666667 0.0 0.0 600000 512 46.35773 73.0835
22 P1_LCV01Z 0.09569979166666667 0.095703125 0.0 600000 512 0.28381 23.72894
23 P1_PCV01D 0.08203125 0.0 0.083984375 600000 512 24.99937 100.0
24 P1_B4022 0.07839895833333332 0.07836791666666665 0.001953125 0.001953125 600000 512 34.20232 38.65093
25 P1_LCV01Z P2_SIT02 0.07812166666666667 0.07525937500000002 0.078125 0.0 0.0 600000 512 0.28381 751.53876 23.72894 825.68994
26 P2_SIT02 P1_FT03Z 0.07499833333333328 0.07095687499999997 0.0 0.0 600000 512 751.53876 867.38 825.68994 1136.07874
27 P1_TIT02 P1_FT03 0.07074770833333333 0.07039374999999998 0.001953125 0.0 0.001953125 0.0 600000 512 34.97925 187.88596 40.4419 326.00403
28 P1_FT03 P1_FCV03D 0.07055520833333334 0.06930249999999999 0.0 0.0 600000 512 187.88596 45.96558 326.00403 71.82662
29 P1_FT03Z P1_PCV01Z 0.07046875000000002 0.06755708333333332 0.0 0.001953125 0.0 0.005859375 600000 512 867.38 25.53711 1136.07874 100.0
P1_FCV03D 0.06953958333333332 0.0 0.0 600000 512 45.96558 71.82662
P1_PCV01Z 0.06753729166666667 0.001953125 0.00390625 600000 512 25.53711 100.0
30 P1_FT02 0.06438541666666664 0.001953125 0.001953125 600000 512 4.80653 2006.56897
31 P1_B400B 0.06315145833333335 0.001953125 0.001953125 600000 512 25.02598 2857.54565
32 P1_FT02Z 0.06308312500000002 0.0630914583333333 0.001953125 0.0 0.001953125 600000 512 25.02598 2857.54565
33 P1_FT01 P1_FT01Z 0.05535458333333332 0.055490625000000016 0.001953125 0.0 600000 512 -15.60213 0.0 352.89764 1181.04492
34 P1_FT01Z P1_FT01 0.055342916666666686 0.05535958333333335 0.001953125 0.0 600000 512 0.0 -15.60213 1181.04492 352.89764
35 P1_LCV01D 0.05142354166666668 0.05142875000000002 0.001953125 0.0 600000 512 2.12251 24.58632
36 P1_TIT02 0.05030333333333337 0.001953125 0.001953125 600000 512 34.97925 40.4419
37 P2_VXT03 0.046704791666666634 0.001953125 0.001953125 600000 512 -2.1603 0.2445
38 P1_TIT01 P2_24Vdc 0.045634375000000005 0.038648333333333285 0.001953125 0.001953125 600000 512 34.68933 28.01254 36.94763 28.04642
39 P2_24Vdc P1_TIT01 0.04155104166666668 0.03647541666666665 0.001953125 0.01171875 0.001953125 600000 512 28.01254 34.68933 28.04642 36.94763
40 P2_CO_rpm P1_PIT01 0.03524333333333329 0.03585666666666665 0.0 0.0 0.001953125 600000 512 53975.0 0.9317 54185.0 2.39578
41 P1_LIT01 P2_CO_rpm 0.03139354166666666 0.03242437499999995 0.001953125 0.0 0.001953125 0.0 600000 512 355.98859 53975.0 459.44928 54185.0
42 P2_VYT03 P1_LIT01 0.030566874999999993 0.031228541666666665 0.001953125 0.001953125 600000 512 4.5149 355.98859 7.3006 459.44928
43 P1_PIT01 P2_VYT03 0.029997291666666648 0.030359791666666663 0.0 0.001953125 0.0 0.001953125 600000 512 0.9317 4.5149 2.39578 7.3006
44 P4_ST_FD 0.028957083333333355 0.001953125 0.001953125 600000 512 -0.05244 0.05035
45 P2_VXT02 0.026957083333333354 0.026919374999999968 0.001953125 0.001953125 600000 512 -4.4009 -1.7734
46 P2_VYT02 0.021446458333333335 0.02145166666666666 0.001953125 0.001953125 600000 512 2.4162 5.156
47 P2_HILout 0.016215208333333342 0.001953125 0.001953125 600000 512 653.75977 775.1648
48 P2_VT01 0.010555416666666664 0.0104625 0.001953125 0.001953125 600000 512 11.76047 12.06294
49 P3_LIT01 P1_B2016 0.009342083333333334 0.009429791666666687 0.0 0.001953125 0.001953125 600000 512 5084.0 0.94729 19730.0 2.0523
50 P1_B2016 P3_LIT01 0.00932104166666664 0.00892770833333334 0.001953125 0.0 0.001953125 600000 512 0.94729 5084.0 2.0523 19730.0
51 P4_ST_LD P4_ST_GOV 0.004100416666666662 0.004135416666666614 0.001953125 0.001953125 600000 512 229.87201 12625.0 499.62018 26927.0
52 P4_ST_PO 0.004036041666666712 0.004044791666666714 0.001953125 0.001953125 600000 512 233.56122 498.86066
53 P4_ST_GOV P4_ST_LD 0.003973333333333384 0.003954791666666679 0.001953125 0.001953125 600000 512 12625.0 229.87201 26927.0 499.62018
54 P4_LD 0.003333958333333331 0.00338583333333331 0.001953125 0.001953125 600000 512 231.13788 499.76489