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MZ YANG
2026-01-28 00:47:12 +08:00
parent c3fb07ef11
commit 6d5c5fffb1
16 changed files with 890 additions and 827 deletions
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6
example/results/cdf_P1_B4002.svg
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8
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16
example/results/config_used.json
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@@ -62,7 +62,21 @@
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532
example/results/eval.json
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@@ -2,15 +2,15 @@
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@@ -206,25 +206,25 @@
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@@ -420,11 +420,11 @@
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"P1_B4005": 0.79705,
"P1_B400B": 0.99995,
"P1_B400B": 0.834,
"P1_B4022": 0.99995,
"P1_FCV02Z": 0.8425,
"P1_FCV03D": 1.0,
@@ -471,7 +471,7 @@
"P1_FT01": 1.0,
"P1_FT01Z": 1.0,
"P1_FT02": 0.9995,
"P1_FT02Z": 0.99995,
"P1_FT02Z": 0.83395,
"P1_FT03": 1.0,
"P1_FT03Z": 1.0,
"P1_LCV01D": 1.0,
@@ -481,7 +481,7 @@
"P1_PCV01Z": 1.0,
"P1_PCV02Z": 1.0,
"P1_PIT01": 1.0,
"P1_PIT02": 0.99305,
"P1_PIT02": 0.99315,
"P1_TIT01": 0.99995,
"P1_TIT02": 0.99965,
"P2_24Vdc": 1.0,
@@ -491,15 +491,15 @@
"P2_SIT01": 1.0,
"P2_SIT02": 1.0,
"P2_VT01": 1.0,
"P2_VXT02": 0.9457,
"P2_VXT03": 0.483665625,
"P2_VXT02": 0.94414375,
"P2_VXT03": 0.492375,
"P2_VYT02": 1.0,
"P2_VYT03": 1.0,
"P3_FIT01": 0.970653125,
"P3_LCP01D": 1.0,
"P3_LCV01D": 0.935546875,
"P3_FIT01": 0.978465625,
"P3_LCP01D": 0.792746875,
"P3_LCV01D": 0.939453125,
"P3_LIT01": 1.0,
"P3_PIT01": 0.990234375,
"P3_PIT01": 1.0,
"P4_HT_FD": 0.98865,
"P4_HT_LD": 0.515884375,
"P4_HT_PO": 0.497,
@@ -515,23 +515,23 @@
"P1_B2004": {
"q05_diff": 0.03710000000000001,
"q25_diff": 0.03358,
"q50_diff": 0.03355999999999999,
"q50_diff": 0.03358,
"q75_diff": 0.03355999999999999,
"q95_diff": 0.03355999999999999
},
"P1_B2016": {
"q05_diff": 0.58182,
"q25_diff": 0.43810000000000016,
"q50_diff": 0.36365999999999987,
"q75_diff": 0.29964999999999997,
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"q95_diff": 0.20507999999999993
},
"P1_B3004": {
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"q25_diff": 18.877499999999998,
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"q05_diff": 23.35305999999997,
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"q75_diff": 18.87746999999996,
"q95_diff": 18.87746999999996
},
"P1_B3005": {
"q05_diff": 113.12176000000011,
@@ -541,25 +541,25 @@
"q95_diff": 0.0
},
"P1_B4002": {
"q05_diff": 1.6555000000000035,
"q25_diff": 0.0,
"q50_diff": 0.0,
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"q95_diff": 0.0
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"q25_diff": 6.731100000000005,
"q50_diff": 6.731100000000005,
"q75_diff": 6.731100000000005,
"q95_diff": 6.731100000000005
},
"P1_B4005": {
"q05_diff": 50.0,
"q25_diff": 50.0,
"q50_diff": 50.0,
"q75_diff": 50.0,
"q95_diff": 0.02666000000000679
"q95_diff": 0.11996000000000606
},
"P1_B400B": {
"q05_diff": 2823.58182,
"q25_diff": 29.471919999999955,
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"q05_diff": 2252.0727899999997,
"q25_diff": 542.0371100000002,
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"q75_diff": 553.4082000000003,
"q95_diff": 559.4445800000003
},
"P1_B4022": {
"q05_diff": 2.8586600000000004,
@@ -570,10 +570,10 @@
},
"P1_FCV02Z": {
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"q25_diff": 13.423449999999999,
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"q75_diff": 96.27896,
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},
"P1_FCV03D": {
"q05_diff": 17.432550000000006,
@@ -590,11 +590,11 @@
"q95_diff": 1.1749300000000034
},
"P1_FT01": {
"q05_diff": 104.52271999999999,
"q25_diff": 90.02690000000001,
"q50_diff": 83.73259999999999,
"q75_diff": 78.01057,
"q95_diff": 34.52305000000001
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"q25_diff": 90.02689000000001,
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"q75_diff": 78.01056,
"q95_diff": 34.52304000000001
},
"P1_FT01Z": {
"q05_diff": 235.00903000000005,
@@ -604,18 +604,18 @@
"q95_diff": 75.40979000000004
},
"P1_FT02": {
"q05_diff": 1996.49346,
"q25_diff": 38.008780000000115,
"q05_diff": 1997.10943,
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"q50_diff": 31.47144000000003,
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},
"P1_FT02Z": {
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},
"P1_FT03": {
"q05_diff": 72.85836999999998,
@@ -632,18 +632,18 @@
"q95_diff": 6.377929999999878
},
"P1_LCV01D": {
"q05_diff": 13.4546,
"q25_diff": 12.707440000000002,
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"q95_diff": 4.67009
"q05_diff": 13.45637,
"q25_diff": 12.708020000000001,
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},
"P1_LCV01Z": {
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"q95_diff": 4.22606
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"q95_diff": 4.22636
},
"P1_LIT01": {
"q05_diff": 41.046910000000025,
@@ -653,36 +653,36 @@
"q95_diff": 29.698980000000006
},
"P1_PCV01D": {
"q05_diff": 64.04737,
"q25_diff": 59.59737,
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"q95_diff": 46.32521
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"q25_diff": 39.59737,
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},
"P1_PCV01Z": {
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"q95_diff": 45.50171
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"q25_diff": 38.91419,
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},
"P1_PCV02Z": {
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"q05_diff": 2.3776200000000003,
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},
"P1_PIT01": {
"q05_diff": 0.8355800000000002,
"q25_diff": 0.75691,
"q50_diff": 0.7190000000000001,
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},
"P1_PIT02": {
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"q25_diff": 1.1328,
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"q75_diff": 1.1312699999999998,
"q95_diff": 1.13092
@@ -702,11 +702,11 @@
"q95_diff": 1.2207099999999969
},
"P2_24Vdc": {
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"q05_diff": 5.585830000000001,
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"q95_diff": 5.5962
},
"P2_CO_rpm": {
"q05_diff": 102.0,
@@ -723,11 +723,11 @@
"q95_diff": 14.538569999999936
},
"P2_MSD": {
"q05_diff": 0.0,
"q25_diff": 0.0,
"q50_diff": 0.0,
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"q05_diff": 152.63860999999997,
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"q95_diff": 152.63860999999997
},
"P2_SIT01": {
"q05_diff": 30.0,
@@ -751,32 +751,32 @@
"q95_diff": 0.03888000000000069
},
"P2_VXT02": {
"q05_diff": 0.03744999999999976,
"q25_diff": 0.19818999999999987,
"q50_diff": 0.5993200000000001,
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},
"P2_VXT03": {
"q05_diff": 0.2310699999999999,
"q25_diff": 0.1511499999999999,
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"q75_diff": 0.25654,
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"q05_diff": 0.22083000000000008,
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"q50_diff": 0.061630000000000074,
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"q95_diff": 0.33772
},
"P2_VYT02": {
"q05_diff": 1.64885,
"q25_diff": 1.47648,
"q50_diff": 1.0411000000000006,
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"q95_diff": 0.4313500000000001
"q05_diff": 1.6494300000000002,
"q25_diff": 1.4761400000000005,
"q50_diff": 1.0407300000000004,
"q75_diff": 0.6107899999999997,
"q95_diff": 0.43126
},
"P2_VYT03": {
"q05_diff": 1.1960699999999997,
"q25_diff": 1.0749399999999998,
"q50_diff": 0.7996499999999997,
"q75_diff": 0.5335299999999998,
"q95_diff": 0.4156499999999994
"q05_diff": 1.1959400000000002,
"q25_diff": 1.0746899999999995,
"q50_diff": 0.7994700000000003,
"q75_diff": 0.5333300000000003,
"q95_diff": 0.41554
},
"P3_FIT01": {
"q05_diff": 5418.0,
@@ -786,11 +786,11 @@
"q95_diff": 382.0
},
"P3_LCP01D": {
"q05_diff": 13816.0,
"q25_diff": 13768.0,
"q50_diff": 12064.0,
"q75_diff": 4112.0,
"q95_diff": 216.0
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"q25_diff": 11005.0,
"q50_diff": 9301.0,
"q75_diff": 1349.0,
"q95_diff": 2547.0
},
"P3_LCV01D": {
"q05_diff": 16.0,
@@ -816,23 +816,23 @@
"P4_HT_FD": {
"q05_diff": 0.00596,
"q25_diff": 0.00466,
"q50_diff": 0.00452,
"q75_diff": 0.0043,
"q50_diff": 0.00453,
"q75_diff": 0.0043100000000000005,
"q95_diff": 0.00315
},
"P4_HT_LD": {
"q05_diff": 41.35388,
"q25_diff": 41.35388,
"q50_diff": 13.391490000000005,
"q75_diff": 27.229740000000007,
"q95_diff": 34.98437
"q05_diff": 41.35387,
"q25_diff": 41.35387,
"q50_diff": 13.3915,
"q75_diff": 27.229750000000003,
"q95_diff": 34.984379999999994
},
"P4_HT_PO": {
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"q25_diff": 41.19836,
"q50_diff": 0.8480600000000038,
"q75_diff": 24.8823,
"q95_diff": 32.753679999999996
"q95_diff": 32.380179999999996
},
"P4_LD": {
"q05_diff": 229.58263999999997,
@@ -870,79 +870,79 @@
"q95_diff": 107.81970000000001
},
"P4_ST_PT01": {
"q05_diff": 308.0,
"q25_diff": 300.0,
"q50_diff": 277.0,
"q75_diff": 277.0,
"q95_diff": 247.0
"q05_diff": 1758.0,
"q25_diff": 1766.0,
"q50_diff": 1789.0,
"q75_diff": 1789.0,
"q95_diff": 1819.0
},
"P4_ST_TT01": {
"q05_diff": 77.0,
"q25_diff": 43.0,
"q50_diff": 3.0,
"q75_diff": 2.0,
"q95_diff": 2.0
"q05_diff": 5448.799999999999,
"q25_diff": 5482.799999999999,
"q50_diff": 5522.799999999999,
"q75_diff": 5523.799999999999,
"q95_diff": 5523.799999999999
}
},
"continuous_lag1_diff": {
"P1_B2004": 0.6239620383034574,
"P1_B2016": 0.1768152438691376,
"P1_B2004": 0.7140075620199122,
"P1_B2016": 0.1716695664503003,
"P1_B3004": 1.018740511915528e-05,
"P1_B3005": 1.0187405883654854e-05,
"P1_B4002": 1.0185340916124552e-05,
"P1_B4005": 0.36208439482167465,
"P1_B4005": 0.22557057951918125,
"P1_B400B": 4.5176993743845095e-05,
"P1_B4022": 0.00022418643078947476,
"P1_FCV02Z": 0.8150884922871475,
"P1_FCV02Z": 0.7519201201854024,
"P1_FCV03D": 3.614673037022342e-05,
"P1_FCV03Z": 0.00010061961878327086,
"P1_FT01": 0.009007950724420177,
"P1_FT01Z": 0.013558781186030155,
"P1_FT02": 0.6943676726270767,
"P1_FT02": 0.6558612452616618,
"P1_FT02Z": 4.534380268050864e-05,
"P1_FT03": 0.00023720633026158566,
"P1_FT03Z": 0.00037426337485979566,
"P1_LCV01D": 0.5968170687602723,
"P1_LCV01Z": 0.8211337799527307,
"P1_LCV01D": 0.5734274592699475,
"P1_LCV01Z": 0.8067689857355583,
"P1_LIT01": 0.0005711469146526538,
"P1_PCV01D": 0.9999102171136316,
"P1_PCV01Z": 0.9994624382458654,
"P1_PCV02Z": 0.4330599508426868,
"P1_PIT01": 0.5332497961441034,
"P1_PIT02": 0.9932348218329966,
"P1_PIT01": 0.5752858873121895,
"P1_PIT02": 0.9254770055599998,
"P1_TIT01": 0.0002155336448863565,
"P1_TIT02": 6.0167113071218914e-05,
"P2_24Vdc": 0.973528079792648,
"P2_24Vdc": 0.02647192020735206,
"P2_CO_rpm": 0.4598940104688234,
"P2_HILout": 0.7666978354870635,
"P2_MSD": 0.0,
"P2_SIT01": 0.7356801629660668,
"P2_SIT02": 0.25985363560018504,
"P2_VT01": 0.17774719403326777,
"P2_VXT02": 0.5853077952304631,
"P2_VXT03": 0.4470480449822206,
"P2_VYT02": 0.5647667310766035,
"P2_VYT03": 0.2178067048029685,
"P3_FIT01": 0.6558340708372927,
"P3_LCP01D": 0.999270896687258,
"P3_LCV01D": 0.17975847082773133,
"P2_VXT02": 0.5758857091070178,
"P2_VXT03": 0.454666538316282,
"P2_VYT02": 0.5378714821271013,
"P2_VYT03": 0.2667035909753934,
"P3_FIT01": 0.7238088814454278,
"P3_LCP01D": 1.0012316810009836,
"P3_LCV01D": 0.15592589722320305,
"P3_LIT01": 0.9999497847335777,
"P3_PIT01": 1.0069311837944883,
"P4_HT_FD": 0.1703040110539646,
"P4_HT_LD": 0.6183934746297909,
"P4_HT_PO": 0.3537423912853438,
"P3_PIT01": 0.9970497608695869,
"P4_HT_FD": 0.0413364200332777,
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"P4_HT_PO": 0.3758545715121546,
"P4_LD": 0.0010681531794474175,
"P4_ST_FD": 0.1548422668184111,
"P4_ST_FD": 0.271989201904257,
"P4_ST_GOV": 0.998603936830628,
"P4_ST_LD": 0.0030962819630973026,
"P4_ST_PO": 0.0010173640881716572,
"P4_ST_PT01": 0.98638920836604,
"P4_ST_TT01": 0.9915844593974024
"P4_ST_TT01": 0.008415540602597638
},
"discrete_jsd": {
"P1_FCV01D": 0.09276356654566452,
"P1_FCV01Z": 0.11450842193177142,
"P1_FCV02D": 0.3048691658878787,
"P1_FCV01D": 0.09833180131798198,
"P1_FCV01Z": 0.08877304272797036,
"P1_FCV02D": 0.2030023525932779,
"P1_PCV02D": 0.0,
"P1_PP01AD": 0.0,
"P1_PP01AR": 0.0,

1024
example/results/generated.csv
View File

File diff suppressed because it is too large Load Diff

46
example/results/ks_per_feature.csv
View File

@@ -1,18 +1,13 @@
feature,ks,gen_frac_at_min,gen_frac_at_max,real_n,gen_n,real_min,real_max
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
P3_LCP01D,1.0,0.0,1.0,600000,512,-8.0,13816.0
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
P1_B4002,1.0,0.0,0.0,600000,512,31.41343,33.6555
P1_PCV02Z,1.0,0.0,0.0,600000,512,11.76605,12.04071
P2_24Vdc,1.0,0.0,0.0,600000,512,28.01254,28.04642
P2_MSD,1.0,0.0,0.0,600000,512,763.19324,763.19324
P4_ST_PT01,1.0,0.0,0.0,600000,512,9916.0,10330.0
P4_ST_TT01,1.0,0.0,0.0,600000,512,27530.0,27629.0
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
P1_FT02,0.9999666666666667,0.0,0.5546875,600000,512,4.80653,2006.56897
P1_FT02,0.9999666666666667,0.0,0.626953125,600000,512,4.80653,2006.56897
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
@@ -22,6 +17,7 @@ P1_PIT01,0.999805,0.0,0.0,600000,512,0.9317,2.39578
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
P3_PIT01,0.9995733333333333,0.0,0.0,600000,512,-24.0,3871.0
P1_LCV01D,0.99948,0.0,0.0,600000,512,2.12251,24.58632
P1_LCV01Z,0.9994033333333333,0.0,0.0,600000,512,0.28381,23.72894
P1_FT01Z,0.9990066666666667,0.0,0.0,600000,512,0.0,1181.04492
@@ -31,24 +27,28 @@ 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
P2_VT01,0.990335,0.0,0.0,600000,512,11.76047,12.06294
P3_PIT01,0.9898077083333333,0.0,0.0,600000,512,-24.0,3871.0
P4_HT_FD,0.98955,0.0,0.0,600000,512,-0.02496,0.0293
P1_B2016,0.9869866666666667,0.0,0.0,600000,512,0.94729,2.0523
P2_VXT02,0.98447,0.0,0.0,600000,512,-4.4009,-1.7734
P1_B2016,0.9866766666666666,0.0,0.0,600000,512,0.94729,2.0523
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
P3_FIT01,0.970698125,0.0,0.0,600000,512,-27.0,5421.0
P2_VYT03,0.9653283333333333,0.0,0.0,600000,512,4.5149,7.3006
P2_VYT02,0.938415,0.0,0.0,600000,512,2.4162,5.156
P2_VXT02,0.9841566666666667,0.0,0.0,600000,512,-4.4009,-1.7734
P3_FIT01,0.978510625,0.0,0.0,600000,512,-27.0,5421.0
P2_VYT03,0.9652733333333333,0.0,0.0,600000,512,4.5149,7.3006
P2_VYT02,0.9407702083333334,0.0,0.0,600000,512,2.4162,5.156
P3_LCV01D,0.9366664583333333,0.939453125,0.0,600000,512,-288.0,18416.0
P1_LIT01,0.9333883333333334,0.0,0.0,600000,512,355.98859,459.44928
P3_LCV01D,0.9327602083333333,0.93359375,0.0,600000,512,-288.0,18416.0
P1_PIT02,0.920845,0.0,0.0,600000,512,0.17029,2.34695
P1_PIT02,0.9235852083333334,0.0,0.0,600000,512,0.17029,2.34695
P1_B3005,0.9107983333333334,0.0,0.0,600000,512,894.71869,1121.94116
P1_B3004,0.8751266666666667,0.0,0.0,600000,512,369.75601,447.63004
P1_B3004,0.86004,0.0,0.0,600000,512,369.75601,447.63004
P1_B2004,0.856095,0.0,0.0,600000,512,0.02978,0.10196
P2_VXT03,0.8107539583333333,0.0,0.0,600000,512,-2.1603,0.2445
P2_VXT03,0.8187450000000001,0.0,0.0,600000,512,-2.1603,0.2445
P3_LCP01D,0.795911875,0.0,0.0,600000,512,-8.0,13816.0
P1_FCV02Z,0.6783866666666667,0.0,0.0,600000,512,-1.89819,97.38312
P1_B4005,0.5523427083333333,0.0,0.048828125,600000,512,0.0,100.0
P1_PCV01D,0.671,0.0,0.0,600000,512,24.99937,100.0
P1_PCV01Z,0.65886,0.0,0.0,600000,512,25.53711,100.0
P1_B400B,0.5770383333333333,0.0,0.0,600000,512,25.02598,2857.54565
P1_FT02Z,0.5770299999999999,0.0,0.0,600000,512,25.02598,2857.54565
P1_B4005,0.5566222916666667,0.0,0.046875,600000,512,0.0,100.0
P4_HT_PO,0.54323,0.0,0.0,600000,512,0.05423,85.17798
P4_HT_LD,0.520985,0.0,0.0,600000,512,-0.00723,83.10184
P4_ST_FD,0.5170516666666667,0.0,0.0,600000,512,-0.05244,0.05035
1 feature ks gen_frac_at_min gen_frac_at_max real_n gen_n real_min real_max
2 P1_B4002 1.0 0.0 1.0 0.0 600000 512 31.41343 33.6555
3 P1_B400B P1_PCV02Z 1.0 0.0 1.0 0.0 600000 512 25.02598 11.76605 2857.54565 12.04071
4 P1_FT02Z P2_24Vdc 1.0 0.0 1.0 0.0 600000 512 25.02598 28.01254 2857.54565 28.04642
5 P1_PCV01D P2_MSD 1.0 0.0 1.0 0.0 600000 512 24.99937 763.19324 100.0 763.19324
6 P1_PCV01Z P4_ST_PT01 1.0 0.0 1.0 0.0 600000 512 25.53711 9916.0 100.0 10330.0
7 P1_PCV02Z P4_ST_TT01 1.0 0.0 1.0 0.0 600000 512 11.76605 27530.0 12.04071 27629.0
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
P3_LCP01D 1.0 0.0 1.0 600000 512 -8.0 13816.0
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
8 P2_HILout 0.999985 0.0 0.0 600000 512 653.75977 775.1648
9 P4_LD 0.9999783333333333 0.0 0.0 600000 512 231.13788 499.76489
10 P1_FT02 0.9999666666666667 0.0 0.5546875 0.626953125 600000 512 4.80653 2006.56897
11 P2_CO_rpm 0.9999416666666666 0.0 0.0 600000 512 53975.0 54185.0
12 P3_LIT01 0.9999366666666667 0.0 0.0 600000 512 5084.0 19730.0
13 P4_ST_GOV 0.99992 0.0 0.0 600000 512 12625.0 26927.0
17 P1_TIT02 0.9997766666666666 0.0 0.0 600000 512 34.97925 40.4419
18 P2_SIT01 0.999595 0.0 0.0 600000 512 752.0 826.0
19 P2_SIT02 0.999575 0.0 0.0 600000 512 751.53876 825.68994
20 P3_PIT01 0.9995733333333333 0.0 0.0 600000 512 -24.0 3871.0
21 P1_LCV01D 0.99948 0.0 0.0 600000 512 2.12251 24.58632
22 P1_LCV01Z 0.9994033333333333 0.0 0.0 600000 512 0.28381 23.72894
23 P1_FT01Z 0.9990066666666667 0.0 0.0 600000 512 0.0 1181.04492
27 P1_FT03Z 0.99484 0.0 0.0 600000 512 867.38 1136.07874
28 P1_FT03 0.994825 0.0 0.0 600000 512 187.88596 326.00403
29 P2_VT01 0.990335 0.0 0.0 600000 512 11.76047 12.06294
P3_PIT01 0.9898077083333333 0.0 0.0 600000 512 -24.0 3871.0
30 P4_HT_FD 0.98955 0.0 0.0 600000 512 -0.02496 0.0293
31 P1_B2016 0.9869866666666667 0.9866766666666666 0.0 0.0 600000 512 0.94729 2.0523
P2_VXT02 0.98447 0.0 0.0 600000 512 -4.4009 -1.7734
32 P1_FCV03Z 0.9844216666666666 0.0 0.0 600000 512 46.35773 73.0835
33 P1_FCV03D 0.9841866666666667 0.0 0.0 600000 512 45.96558 71.82662
34 P3_FIT01 P2_VXT02 0.970698125 0.9841566666666667 0.0 0.0 600000 512 -27.0 -4.4009 5421.0 -1.7734
35 P2_VYT03 P3_FIT01 0.9653283333333333 0.978510625 0.0 0.0 600000 512 4.5149 -27.0 7.3006 5421.0
36 P2_VYT02 P2_VYT03 0.938415 0.9652733333333333 0.0 0.0 600000 512 2.4162 4.5149 5.156 7.3006
37 P2_VYT02 0.9407702083333334 0.0 0.0 600000 512 2.4162 5.156
38 P3_LCV01D 0.9366664583333333 0.939453125 0.0 600000 512 -288.0 18416.0
39 P1_LIT01 0.9333883333333334 0.0 0.0 600000 512 355.98859 459.44928
40 P3_LCV01D P1_PIT02 0.9327602083333333 0.9235852083333334 0.93359375 0.0 0.0 600000 512 -288.0 0.17029 18416.0 2.34695
P1_PIT02 0.920845 0.0 0.0 600000 512 0.17029 2.34695
41 P1_B3005 0.9107983333333334 0.0 0.0 600000 512 894.71869 1121.94116
42 P1_B3004 0.8751266666666667 0.86004 0.0 0.0 600000 512 369.75601 447.63004
43 P1_B2004 0.856095 0.0 0.0 600000 512 0.02978 0.10196
44 P2_VXT03 0.8107539583333333 0.8187450000000001 0.0 0.0 600000 512 -2.1603 0.2445
45 P3_LCP01D 0.795911875 0.0 0.0 600000 512 -8.0 13816.0
46 P1_FCV02Z 0.6783866666666667 0.0 0.0 600000 512 -1.89819 97.38312
47 P1_B4005 P1_PCV01D 0.5523427083333333 0.671 0.0 0.048828125 0.0 600000 512 0.0 24.99937 100.0
48 P1_PCV01Z 0.65886 0.0 0.0 600000 512 25.53711 100.0
49 P1_B400B 0.5770383333333333 0.0 0.0 600000 512 25.02598 2857.54565
50 P1_FT02Z 0.5770299999999999 0.0 0.0 600000 512 25.02598 2857.54565
51 P1_B4005 0.5566222916666667 0.0 0.046875 600000 512 0.0 100.0
52 P4_HT_PO 0.54323 0.0 0.0 600000 512 0.05423 85.17798
53 P4_HT_LD 0.520985 0.0 0.0 600000 512 -0.00723 83.10184
54 P4_ST_FD 0.5170516666666667 0.0 0.0 600000 512 -0.05244 0.05035

12
example/results/ks_summary.json
View File

@@ -4,14 +4,14 @@
"stride": 1,
"top_k_features": [
"P1_B4002",
"P1_B400B",
"P1_FT02Z",
"P1_PCV01D",
"P1_PCV01Z",
"P1_PCV02Z",
"P2_24Vdc",
"P2_MSD",
"P3_LCP01D",
"P4_ST_PT01"
"P4_ST_PT01",
"P4_ST_TT01",
"P2_HILout",
"P4_LD",
"P1_FT02",
"P2_CO_rpm"
]
}

1
example/results/metrics_history.csv
View File

@@ -7,3 +7,4 @@ timestamp,avg_ks,avg_jsd,avg_lag1_diff
2026-01-27T11:19:53.788440,0.9431816627358489,0.11505222210663352,0.39121478044554636
2026-01-27T15:51:49.383840,0.9416695165094339,0.019697736706358257,0.4034492291839661
2026-01-27T15:51:49.436359,0.9416695165094339,0.019697736706358257,0.4034492291839661
2026-01-27T16:45:48.759028,0.9356107311320754,0.0150041229476627,0.3628097687091748
1 timestamp avg_ks avg_jsd avg_lag1_diff
7 2026-01-27T11:19:53.788440 0.9431816627358489 0.11505222210663352 0.39121478044554636
8 2026-01-27T15:51:49.383840 0.9416695165094339 0.019697736706358257 0.4034492291839661
9 2026-01-27T15:51:49.436359 0.9416695165094339 0.019697736706358257 0.4034492291839661
10 2026-01-27T16:45:48.759028 0.9356107311320754 0.0150041229476627 0.3628097687091748