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MZ YANG
2026-01-27 19:24:12 +08:00
parent 4f64b3b881
commit 80e91443d2
11 changed files with 152 additions and 68 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,1.0,1.0,1.0,92163,52,763.19324,763.19324
P3_PIT01,0.9141619071227483,0.0,0.0,92163,52,-24.0,3847.0
P2_SIT02,0.8628397930422604,0.0,0.0,92163,52,757.68005,826.50775
P2_SIT01,0.8617182433464456,0.0,0.0,92163,52,758.0,827.0
P3_LCP01D,0.8261961040597803,0.8269230769230769,0.0,92163,52,-8.0,13816.0
P4_HT_FD,0.7983631008272134,0.0,0.0,92163,52,-0.0217,0.02684
P1_B3004,0.7794726567227461,0.0,0.0,92163,52,369.75601,447.83438
P1_LIT01,0.7761347161675927,0.0,0.0,92163,52,356.09085,459.24484
P4_ST_PT01,0.7676921073783155,0.0,0.0,92163,52,9914.0,10330.0
P1_PCV02Z,0.7670214728253204,0.0,0.0,92163,52,11.76605,12.04071
P1_PIT02,0.7347702941026726,0.0,0.0,92163,52,0.17105,2.34161
P4_ST_PO,0.7212397099119537,0.019230769230769232,0.0,92163,52,233.66968,498.60754
P1_B2016,0.6999296397102459,0.0,0.0,92163,52,0.9508,2.0523
P4_ST_LD,0.6933532896148046,0.0,0.0,92163,52,230.55914,499.62018
P4_LD,0.6897361614330463,0.0,0.0,92163,52,231.33685,498.58942
P3_LIT01,0.6615471835435378,0.0,0.0,92163,52,5047.0,19680.0
P1_PCV01D,0.6231695265662259,0.0,0.4807692307692308,92163,52,24.95222,100.0
P1_B2004,0.617741226038482,0.0,0.0,92163,52,0.02978,0.10196
P2_CO_rpm,0.6100514640031582,0.0,0.0,92163,52,53993.0,54183.0
P4_ST_GOV,0.6084888062037244,0.0,0.0,92163,52,12665.0,26898.0
P1_FCV02Z,0.5961538461538461,0.5961538461538461,0.0,92163,52,-1.89057,97.38312
P1_B4002,0.5783991406529735,0.0,0.0,92163,52,31.41343,33.6555
P1_FT01Z,0.5633543078775981,0.0,0.0,92163,52,0.0,1365.69287
P1_PCV01Z,0.547708324465266,0.0,0.5,92163,52,25.57526,100.0
P1_B3005,0.5359248538751159,0.0,0.0,92163,52,890.07843,1121.94116
P1_B4005,0.5101396438918004,0.019230769230769232,0.0,92163,52,0.0,100.0
P1_FT02,0.5049748814600219,0.0,0.0,92163,52,4.99723,2005.23364
P3_FIT01,0.497898998346575,0.0,0.0,92163,52,-27.0,5421.0
P2_24Vdc,0.4871763572733593,0.0,0.0,92163,52,28.01351,28.04294
P4_HT_LD,0.48082202185258727,0.6346153846153846,0.0,92163,52,-0.00723,83.04398
P1_B400B,0.4544694642184959,0.0,0.0,92163,52,25.02598,2855.56567
P2_VXT03,0.45055916816276176,0.0,0.0,92163,52,-2.135,0.1491
P2_VYT03,0.4479521650186668,0.0,0.0,92163,52,4.6083,7.2547
P2_VXT02,0.44536394131133883,0.0,0.0,92163,52,-4.3925,-1.8818
P4_HT_PO,0.42936573912941867,0.019230769230769232,0.0,92163,52,0.05423,83.04401
P3_LCV01D,0.4154990030205681,0.25,0.0,92163,52,-288.0,17776.0
P1_FT03,0.41513384730565156,0.0,0.0,92163,52,187.91197,331.15381
P1_FT02Z,0.40720829900869615,0.0,0.0,92163,52,25.02598,2856.88574
P2_VT01,0.36856126144398005,0.0,0.0,92163,52,11.76163,12.06125
P1_TIT02,0.3579625646534276,0.0,0.0,92163,52,34.99451,40.4419
P1_FCV03Z,0.35665363791075844,0.0,0.0,92163,52,46.20513,75.3189
P1_LCV01Z,0.3512624789357317,0.0,0.0,92163,52,0.29907,28.52783
P1_FCV03D,0.30470616858592514,0.0,0.0,92163,52,45.78336,74.1622
P4_ST_TT01,0.30430700122441934,0.0,0.21153846153846154,92163,52,27539.0,27629.0
P2_HILout,0.3041348563873872,0.0,0.0,92163,52,673.80371,768.76831
P4_ST_FD,0.30162947086224323,0.0,0.0,92163,52,-0.05244,0.05035
P1_B4022,0.2862201083531769,0.0,0.0,92163,52,34.21529,38.63682
P1_TIT01,0.2807849220319517,0.0,0.0,92163,52,34.68933,36.94763
P1_LCV01D,0.28024261363019864,0.0,0.0,92163,52,3.17127,28.23791
P1_FT03Z,0.24018503170386246,0.0,0.0,92163,52,867.43927,1146.92163
P1_PIT01,0.21846515245981413,0.0,0.0,92163,52,0.88211,2.38739
P1_FT01,0.21452397466361856,0.0,0.0,92163,52,-9.88007,462.57019
P2_VYT02,0.18998029411101902,0.0,0.0,92163,52,2.4459,5.1248
P1_B4002,1.0,0.0,1.0,600000,512,31.41343,33.6555
P1_B400B,1.0,0.0,1.0,600000,512,25.02598,2857.54565
P1_FT02Z,1.0,0.0,1.0,600000,512,25.02598,2857.54565
P1_PCV01D,1.0,0.0,1.0,600000,512,24.99937,100.0
P1_PCV01Z,1.0,0.0,1.0,600000,512,25.53711,100.0
P1_PCV02Z,1.0,0.0,1.0,600000,512,11.76605,12.04071
P2_24Vdc,1.0,0.0,1.0,600000,512,28.01254,28.04642
P2_MSD,1.0,1.0,1.0,600000,512,763.19324,763.19324
P4_ST_PT01,1.0,0.0,1.0,600000,512,9916.0,10330.0
P4_ST_TT01,1.0,0.0,1.0,600000,512,27530.0,27629.0
P2_HILout,0.999985,0.0,0.0,600000,512,653.75977,775.1648
P4_LD,0.9999783333333333,0.0,0.0,600000,512,231.13788,499.76489
P2_CO_rpm,0.9999416666666666,0.0,0.0,600000,512,53975.0,54185.0
P3_LIT01,0.9999366666666667,0.0,0.0,600000,512,5084.0,19730.0
P4_ST_GOV,0.99992,0.0,0.0,600000,512,12625.0,26927.0
P4_ST_PO,0.99992,0.0,0.0,600000,512,233.56122,498.86066
P4_ST_LD,0.99986,0.0,0.0,600000,512,229.87201,499.62018
P1_PIT01,0.9998166666666667,0.0,0.0,600000,512,0.9317,2.39578
P1_TIT02,0.9997766666666666,0.0,0.0,600000,512,34.97925,40.4419
P2_SIT01,0.999595,0.0,0.0,600000,512,752.0,826.0
P2_SIT02,0.999575,0.0,0.0,600000,512,751.53876,825.68994
P1_LCV01D,0.9994866666666666,0.0,0.0,600000,512,2.12251,24.58632
P1_LCV01Z,0.99941,0.0,0.0,600000,512,0.28381,23.72894
P1_FT01Z,0.9990066666666667,0.0,0.0,600000,512,0.0,1181.04492
P1_FT01,0.9990016666666667,0.0,0.0,600000,512,-15.60213,352.89764
P1_B4022,0.9986083333333333,0.0,0.0,600000,512,34.20232,38.65093
P1_TIT01,0.995735,0.0,0.0,600000,512,34.68933,36.94763
P1_FT03Z,0.99484,0.0,0.0,600000,512,867.38,1136.07874
P1_FT03,0.994825,0.0,0.0,600000,512,187.88596,326.00403
P1_FT02,0.9939833333333333,0.0,0.9921875,600000,512,4.80653,2006.56897
P2_VXT02,0.9931616666666667,0.0,0.0,600000,512,-4.4009,-1.7734
P1_B2016,0.9921,0.0,0.0,600000,512,0.94729,2.0523
P2_VT01,0.990335,0.0,0.0,600000,512,11.76047,12.06294
P4_HT_FD,0.98955,0.0,0.0,600000,512,-0.02496,0.0293
P1_FCV03Z,0.9844216666666666,0.0,0.0,600000,512,46.35773,73.0835
P1_FCV03D,0.9841866666666667,0.0,0.0,600000,512,45.96558,71.82662
P1_B4005,0.982421875,0.0,0.984375,600000,512,0.0,100.0
P3_LCP01D,0.970703125,0.0,0.970703125,600000,512,-8.0,13816.0
P2_VYT03,0.9667283333333333,0.0,0.0,600000,512,4.5149,7.3006
P3_LCV01D,0.9648420833333333,0.03515625,0.0,600000,512,-288.0,18416.0
P3_FIT01,0.9579239583333333,0.0,0.0,600000,512,-27.0,5421.0
P2_VYT02,0.956075,0.0,0.0,600000,512,2.4162,5.156
P1_LIT01,0.9333883333333334,0.0,0.0,600000,512,355.98859,459.44928
P1_PIT02,0.9256283333333334,0.0,0.0,600000,512,0.17029,2.34695
P1_B3005,0.9107983333333334,0.0,0.0,600000,512,894.71869,1121.94116
P2_VXT03,0.9056766666666667,0.0,0.0,600000,512,-2.1603,0.2445
P1_B3004,0.8751266666666667,0.0,0.0,600000,512,369.75601,447.63004
P1_B2004,0.856095,0.0,0.0,600000,512,0.02978,0.10196
P4_HT_PO,0.7555529166666667,0.0,0.0,600000,512,0.05423,85.17798
P1_FCV02Z,0.6782283333333333,0.0,0.0,600000,512,-1.89819,97.38312
P3_PIT01,0.6538702083333333,0.0,0.0,600000,512,-24.0,3871.0
P4_ST_FD,0.54489,0.0,0.0,600000,512,-0.05244,0.05035
P4_HT_LD,0.520985,0.0,0.0,600000,512,-0.00723,83.10184
1 feature ks gen_frac_at_min gen_frac_at_max real_n gen_n real_min real_max
2 P2_MSD P1_B4002 1.0 1.0 0.0 1.0 92163 600000 52 512 763.19324 31.41343 763.19324 33.6555
3 P3_PIT01 P1_B400B 0.9141619071227483 1.0 0.0 0.0 1.0 92163 600000 52 512 -24.0 25.02598 3847.0 2857.54565
4 P2_SIT02 P1_FT02Z 0.8628397930422604 1.0 0.0 0.0 1.0 92163 600000 52 512 757.68005 25.02598 826.50775 2857.54565
5 P2_SIT01 P1_PCV01D 0.8617182433464456 1.0 0.0 0.0 1.0 92163 600000 52 512 758.0 24.99937 827.0 100.0
6 P3_LCP01D P1_PCV01Z 0.8261961040597803 1.0 0.8269230769230769 0.0 0.0 1.0 92163 600000 52 512 -8.0 25.53711 13816.0 100.0
7 P4_HT_FD P1_PCV02Z 0.7983631008272134 1.0 0.0 0.0 1.0 92163 600000 52 512 -0.0217 11.76605 0.02684 12.04071
8 P1_B3004 P2_24Vdc 0.7794726567227461 1.0 0.0 0.0 1.0 92163 600000 52 512 369.75601 28.01254 447.83438 28.04642
9 P1_LIT01 P2_MSD 0.7761347161675927 1.0 0.0 1.0 0.0 1.0 92163 600000 52 512 356.09085 763.19324 459.24484 763.19324
10 P4_ST_PT01 0.7676921073783155 1.0 0.0 0.0 1.0 92163 600000 52 512 9914.0 9916.0 10330.0
11 P1_PCV02Z P4_ST_TT01 0.7670214728253204 1.0 0.0 0.0 1.0 92163 600000 52 512 11.76605 27530.0 12.04071 27629.0
12 P1_PIT02 P2_HILout 0.7347702941026726 0.999985 0.0 0.0 92163 600000 52 512 0.17105 653.75977 2.34161 775.1648
13 P4_ST_PO P4_LD 0.7212397099119537 0.9999783333333333 0.019230769230769232 0.0 0.0 92163 600000 52 512 233.66968 231.13788 498.60754 499.76489
14 P1_B2016 P2_CO_rpm 0.6999296397102459 0.9999416666666666 0.0 0.0 92163 600000 52 512 0.9508 53975.0 2.0523 54185.0
15 P4_ST_LD P3_LIT01 0.6933532896148046 0.9999366666666667 0.0 0.0 92163 600000 52 512 230.55914 5084.0 499.62018 19730.0
16 P4_LD P4_ST_GOV 0.6897361614330463 0.99992 0.0 0.0 92163 600000 52 512 231.33685 12625.0 498.58942 26927.0
17 P3_LIT01 P4_ST_PO 0.6615471835435378 0.99992 0.0 0.0 92163 600000 52 512 5047.0 233.56122 19680.0 498.86066
18 P1_PCV01D P4_ST_LD 0.6231695265662259 0.99986 0.0 0.4807692307692308 0.0 92163 600000 52 512 24.95222 229.87201 100.0 499.62018
19 P1_B2004 P1_PIT01 0.617741226038482 0.9998166666666667 0.0 0.0 92163 600000 52 512 0.02978 0.9317 0.10196 2.39578
20 P2_CO_rpm P1_TIT02 0.6100514640031582 0.9997766666666666 0.0 0.0 92163 600000 52 512 53993.0 34.97925 54183.0 40.4419
21 P4_ST_GOV P2_SIT01 0.6084888062037244 0.999595 0.0 0.0 92163 600000 52 512 12665.0 752.0 26898.0 826.0
22 P1_FCV02Z P2_SIT02 0.5961538461538461 0.999575 0.5961538461538461 0.0 0.0 92163 600000 52 512 -1.89057 751.53876 97.38312 825.68994
23 P1_B4002 P1_LCV01D 0.5783991406529735 0.9994866666666666 0.0 0.0 92163 600000 52 512 31.41343 2.12251 33.6555 24.58632
24 P1_FT01Z P1_LCV01Z 0.5633543078775981 0.99941 0.0 0.0 92163 600000 52 512 0.0 0.28381 1365.69287 23.72894
25 P1_PCV01Z P1_FT01Z 0.547708324465266 0.9990066666666667 0.0 0.5 0.0 92163 600000 52 512 25.57526 0.0 100.0 1181.04492
26 P1_B3005 P1_FT01 0.5359248538751159 0.9990016666666667 0.0 0.0 92163 600000 52 512 890.07843 -15.60213 1121.94116 352.89764
27 P1_B4005 P1_B4022 0.5101396438918004 0.9986083333333333 0.019230769230769232 0.0 0.0 92163 600000 52 512 0.0 34.20232 100.0 38.65093
28 P1_FT02 P1_TIT01 0.5049748814600219 0.995735 0.0 0.0 92163 600000 52 512 4.99723 34.68933 2005.23364 36.94763
29 P3_FIT01 P1_FT03Z 0.497898998346575 0.99484 0.0 0.0 92163 600000 52 512 -27.0 867.38 5421.0 1136.07874
30 P2_24Vdc P1_FT03 0.4871763572733593 0.994825 0.0 0.0 92163 600000 52 512 28.01351 187.88596 28.04294 326.00403
31 P4_HT_LD P1_FT02 0.48082202185258727 0.9939833333333333 0.6346153846153846 0.0 0.0 0.9921875 92163 600000 52 512 -0.00723 4.80653 83.04398 2006.56897
32 P1_B400B P2_VXT02 0.4544694642184959 0.9931616666666667 0.0 0.0 92163 600000 52 512 25.02598 -4.4009 2855.56567 -1.7734
33 P2_VXT03 P1_B2016 0.45055916816276176 0.9921 0.0 0.0 92163 600000 52 512 -2.135 0.94729 0.1491 2.0523
34 P2_VYT03 P2_VT01 0.4479521650186668 0.990335 0.0 0.0 92163 600000 52 512 4.6083 11.76047 7.2547 12.06294
35 P2_VXT02 P4_HT_FD 0.44536394131133883 0.98955 0.0 0.0 92163 600000 52 512 -4.3925 -0.02496 -1.8818 0.0293
36 P4_HT_PO P1_FCV03Z 0.42936573912941867 0.9844216666666666 0.019230769230769232 0.0 0.0 92163 600000 52 512 0.05423 46.35773 83.04401 73.0835
37 P3_LCV01D P1_FCV03D 0.4154990030205681 0.9841866666666667 0.25 0.0 0.0 92163 600000 52 512 -288.0 45.96558 17776.0 71.82662
38 P1_FT03 P1_B4005 0.41513384730565156 0.982421875 0.0 0.0 0.984375 92163 600000 52 512 187.91197 0.0 331.15381 100.0
39 P1_FT02Z P3_LCP01D 0.40720829900869615 0.970703125 0.0 0.0 0.970703125 92163 600000 52 512 25.02598 -8.0 2856.88574 13816.0
40 P2_VT01 P2_VYT03 0.36856126144398005 0.9667283333333333 0.0 0.0 92163 600000 52 512 11.76163 4.5149 12.06125 7.3006
41 P1_TIT02 P3_LCV01D 0.3579625646534276 0.9648420833333333 0.0 0.03515625 0.0 92163 600000 52 512 34.99451 -288.0 40.4419 18416.0
42 P1_FCV03Z P3_FIT01 0.35665363791075844 0.9579239583333333 0.0 0.0 92163 600000 52 512 46.20513 -27.0 75.3189 5421.0
43 P1_LCV01Z P2_VYT02 0.3512624789357317 0.956075 0.0 0.0 92163 600000 52 512 0.29907 2.4162 28.52783 5.156
44 P1_FCV03D P1_LIT01 0.30470616858592514 0.9333883333333334 0.0 0.0 92163 600000 52 512 45.78336 355.98859 74.1622 459.44928
45 P4_ST_TT01 P1_PIT02 0.30430700122441934 0.9256283333333334 0.0 0.21153846153846154 0.0 92163 600000 52 512 27539.0 0.17029 27629.0 2.34695
46 P2_HILout P1_B3005 0.3041348563873872 0.9107983333333334 0.0 0.0 92163 600000 52 512 673.80371 894.71869 768.76831 1121.94116
47 P4_ST_FD P2_VXT03 0.30162947086224323 0.9056766666666667 0.0 0.0 92163 600000 52 512 -0.05244 -2.1603 0.05035 0.2445
48 P1_B4022 P1_B3004 0.2862201083531769 0.8751266666666667 0.0 0.0 92163 600000 52 512 34.21529 369.75601 38.63682 447.63004
49 P1_TIT01 P1_B2004 0.2807849220319517 0.856095 0.0 0.0 92163 600000 52 512 34.68933 0.02978 36.94763 0.10196
50 P1_LCV01D P4_HT_PO 0.28024261363019864 0.7555529166666667 0.0 0.0 92163 600000 52 512 3.17127 0.05423 28.23791 85.17798
51 P1_FT03Z P1_FCV02Z 0.24018503170386246 0.6782283333333333 0.0 0.0 92163 600000 52 512 867.43927 -1.89819 1146.92163 97.38312
52 P1_PIT01 P3_PIT01 0.21846515245981413 0.6538702083333333 0.0 0.0 92163 600000 52 512 0.88211 -24.0 2.38739 3871.0
53 P1_FT01 P4_ST_FD 0.21452397466361856 0.54489 0.0 0.0 92163 600000 52 512 -9.88007 -0.05244 462.57019 0.05035
54 P2_VYT02 P4_HT_LD 0.18998029411101902 0.520985 0.0 0.0 92163 600000 52 512 2.4459 -0.00723 5.1248 83.10184