{ "schema": "pabloduque.dev/tep-monitor/1", "generated_utc": "2026-10-18T13:09:33+00:00", "generator": "tools/tep/export_tep.py", "tfmfdd": { "version": "0.3.0", "repo": "tfm-fdd-core", "commit": "35f79552d218b5fb662cdbedc12f2c73815eaad6", "tfmfdd_y_yaml_sin_cambios": true, "baseline_yaml_sha256": "c1b03ffdd3e52319360e69ea5a8302e0013408318a54728d2dd0de6197aab488", "baseline_script": "experiments/A1_pca_baseline.py" }, "dataset": { "name": "Tennessee Eastman Process, conjunto clásico (Chiang, Russell y Braatz, 2001)", "name_en": "Tennessee Eastman Process, classic dataset (Chiang, Russell and Braatz, 2001)", "references": [ "Downs, J. J. y Vogel, E. F. (1993). A plant-wide industrial process control problem. Computers & Chemical Engineering, 17(3), 245-255.", "Russell, E. L., Chiang, L. H. y Braatz, R. D. (2000). Fault detection in industrial processes using canonical variate analysis and dynamic principal component analysis. Chemometrics and Intelligent Laboratory Systems, 51, 81-93.", "Chiang, L. H., Russell, E. L. y Braatz, R. D. (2001). Fault Detection and Diagnosis in Industrial Systems. Springer." ], "license": "Copyright (c) 1998-2002 The Board of Trustees of the University of Illinois (Large Scale Systems Research Laboratory); ver tfm-fdd-core/data/tep_classic/LICENSE", "train_file": "d00.dat (viene transpuesto, 52 x 500; tfmfdd lo corrige)", "test_files": "d00_te.dat, d01_te.dat ... d21_te.dat", "inputs_sha256": { "d00.dat": "4c3c0b11eefacf93e5d2529e2866d7a625e37aa9153d0f95fae17a6c9e560deb", "d00_te.dat": "57d56da4199e3d73582855d810be1d13d931386fd728bf1694798c7b0a03678c", "d01_te.dat": "e7e6992fb39664e739fccbc001a1c5d5f7cb21829544f734ca3f282c26f680e5", "d02_te.dat": "a34bd9c3693fa96bd3ee533fb7fbe29a9d226a4e3250b585ef1308e1136dbfb0", "d03_te.dat": "b7bf6f2ed7cff0a5577898b009edd252b9bdf6ee9ff7dbeacf9af9aa4c6abace", "d04_te.dat": "1ccb488dd5feac11aad54623451168abef066229e685872597897800363916f9", "d05_te.dat": "1def7258a2865aeead699d52c8cf926fbf34c1467aaf298121987ab858fd0888", "d06_te.dat": "8a3adc7121eaa9b9300c27f9c57a8ab356315401cb964310a4a8244dd34bf79d", "d07_te.dat": "e01b7c81daf9fccc4495cbde5658296918276b3c078044893f6e945dd91d3446", "d08_te.dat": "c0637f02f23b79890b43cfee9604818ad6d7f81532223d76acf1da0d6e2a2cc1", "d09_te.dat": "513df6c3a4fd48e0eaddb0002cd8cdab3a78a5c83c47883bb52d2dc6c2472428", "d10_te.dat": "3a278be79d8d111fc60be3cfb4f961c28e2dc632f17eb519886aa0f95864ffc6", "d11_te.dat": "6d60a4c932d918e1ab26ae5d16320936a665f3aad3f05482d23f5c4550b9f29a", "d12_te.dat": "2180fcecb01d1b110b429ba2969d6b18dcc625599e3640e54f69afa32dccbe50", "d13_te.dat": "2e34e0c427d6e41d77d6cae76550b7e95004f9f13bc093278ecf5c282a1c9f03", "d14_te.dat": "e8976d056c0769cebbcec3bcba89d2468040ccae7acbea55ebc3b2e56b217396", "d15_te.dat": "a7242b956837bec8ca7f224d01805247f2aea6ea868eaa064e068b5c0761b1e5", "d16_te.dat": "8381d7371aac49b498e7bf93149b77a0a6bbeffe73520881dcbe8ae96277244d", "d17_te.dat": "27d2d72052064e3cbb7a45df8073f15bb83b77403f532616e73c8869b043e7c9", "d18_te.dat": "1db5b93a7daa58ed1b641845b58ad818546ced7f3de866c086da18a7ebef5041", "d19_te.dat": "c24dd77f787f89347273addc8a453d79f0b99edd64d43be11a5e0907bd515c5f", "d20_te.dat": "e54035eda95311f13dd095f87607d97a89b7541afa2a3f68af098f33a5e2e6e5", "d21_te.dat": "b6823aa09638cd59cb168bc24f991b6d4d557d8aea62b0b2a87ee67c21ba5a83" }, "fault_descriptions_source": "IDV 1-20: tfm-fdd-core/data/tep_classic/README.md, tabla Process Disturbances (Downs y Vogel, 1993); IDV 21: Russell et al. 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"desc_en": "Disturbance of unknown type", "type": "unknown", "type_es": "Desconocido", "type_en": "Unknown", "hard": false, "metrics": { "f": { "t2": { "far": 0.0125, "n_far": 160, "fdr": 0.8075, "n_fdr": 800, "delay_samples": 28, "delay_minutes": 84.0, "first_alarm_sample": 189, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.01875, "n_far": 160, "fdr": 0.945, "n_fdr": 800, "delay_samples": 23, "delay_minutes": 69.0, "first_alarm_sample": 184, "detected": true, "detected_at_chance": false } }, "kde": { "t2": { "far": 0.01875, "n_far": 160, "fdr": 0.81, "n_fdr": 800, "delay_samples": 28, "delay_minutes": 84.0, "first_alarm_sample": 189, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.025, "n_far": 160, "fdr": 0.9475, "n_fdr": 800, "delay_samples": 23, "delay_minutes": 69.0, "first_alarm_sample": 184, "detected": true, "detected_at_chance": false } }, "empirico": { "t2": { "far": 0.025, "n_far": 160, "fdr": 0.81625, "n_fdr": 800, "delay_samples": 28, "delay_minutes": 84.0, "first_alarm_sample": 189, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.03125, "n_far": 160, "fdr": 0.95375, "n_fdr": 800, "delay_samples": 23, "delay_minutes": 69.0, "first_alarm_sample": 184, "detected": true, "detected_at_chance": false } } } }, { "id": 18, "file": "idv18.json", "source_file": "d18_te.dat", "name_es": "Desconocida", "name_en": "Unknown", "desc_es": "Perturbación de tipo desconocido", "desc_en": "Disturbance of unknown type", "type": "unknown", "type_es": "Desconocido", "type_en": "Unknown", "hard": false, "metrics": { "f": { "t2": { "far": 0.0, "n_far": 160, "fdr": 0.8925, "n_fdr": 800, "delay_samples": 88, "delay_minutes": 264.0, "first_alarm_sample": 249, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.05625, "n_far": 160, "fdr": 0.905, "n_fdr": 800, "delay_samples": 78, "delay_minutes": 234.0, "first_alarm_sample": 239, "detected": true, "detected_at_chance": false } }, "kde": { "t2": { "far": 0.0, "n_far": 160, "fdr": 0.895, "n_fdr": 800, "delay_samples": 88, "delay_minutes": 264.0, "first_alarm_sample": 249, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.05625, "n_far": 160, "fdr": 0.905, "n_fdr": 800, "delay_samples": 78, "delay_minutes": 234.0, "first_alarm_sample": 239, "detected": true, "detected_at_chance": false } }, "empirico": { "t2": { "far": 0.0, "n_far": 160, "fdr": 0.895, "n_fdr": 800, "delay_samples": 88, "delay_minutes": 264.0, "first_alarm_sample": 249, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.06875, "n_far": 160, "fdr": 0.90625, "n_fdr": 800, "delay_samples": 78, "delay_minutes": 234.0, "first_alarm_sample": 239, "detected": true, "detected_at_chance": false } } } }, { "id": 19, "file": "idv19.json", "source_file": "d19_te.dat", "name_es": "Desconocida", "name_en": "Unknown", "desc_es": "Perturbación de tipo desconocido", "desc_en": "Disturbance of unknown type", "type": "unknown", "type_es": "Desconocido", "type_en": "Unknown", "hard": false, "metrics": { "f": { "t2": { "far": 0.00625, "n_far": 160, "fdr": 0.07125, "n_fdr": 800, "delay_samples": 76, "delay_minutes": 228.0, "first_alarm_sample": 237, "detected": true, "detected_at_chance": true }, "spe": { "far": 0.0125, "n_far": 160, "fdr": 0.17875, "n_fdr": 800, "delay_samples": 80, "delay_minutes": 240.0, "first_alarm_sample": 241, "detected": true, "detected_at_chance": false } }, "kde": { "t2": { "far": 0.00625, "n_far": 160, "fdr": 0.0975, "n_fdr": 800, "delay_samples": 76, "delay_minutes": 228.0, "first_alarm_sample": 237, "detected": true, "detected_at_chance": true }, "spe": { "far": 0.0125, "n_far": 160, "fdr": 0.20125, "n_fdr": 800, "delay_samples": 60, "delay_minutes": 180.0, "first_alarm_sample": 221, "detected": true, "detected_at_chance": false } }, "empirico": { "t2": { "far": 0.0125, "n_far": 160, "fdr": 0.10625, "n_fdr": 800, "delay_samples": 76, "delay_minutes": 228.0, "first_alarm_sample": 237, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.01875, "n_far": 160, "fdr": 0.25125, "n_fdr": 800, "delay_samples": 60, "delay_minutes": 180.0, "first_alarm_sample": 221, "detected": true, "detected_at_chance": false } } } }, { "id": 20, "file": "idv20.json", "source_file": "d20_te.dat", "name_es": "Desconocida", "name_en": "Unknown", "desc_es": "Perturbación de tipo desconocido", "desc_en": "Disturbance of unknown type", "type": "unknown", "type_es": "Desconocido", "type_en": "Unknown", "hard": false, "metrics": { "f": { "t2": { "far": 0.0, "n_far": 160, "fdr": 0.44875, "n_fdr": 800, "delay_samples": 84, "delay_minutes": 252.0, "first_alarm_sample": 245, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.00625, "n_far": 160, "fdr": 0.55375, "n_fdr": 800, "delay_samples": 80, "delay_minutes": 240.0, "first_alarm_sample": 241, "detected": true, "detected_at_chance": false } }, "kde": { "t2": { "far": 0.0, "n_far": 160, "fdr": 0.4725, "n_fdr": 800, "delay_samples": 84, "delay_minutes": 252.0, "first_alarm_sample": 245, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.00625, "n_far": 160, "fdr": 0.55875, "n_fdr": 800, "delay_samples": 80, "delay_minutes": 240.0, "first_alarm_sample": 241, "detected": true, "detected_at_chance": false } }, "empirico": { "t2": { "far": 0.0, "n_far": 160, "fdr": 0.4875, "n_fdr": 800, "delay_samples": 84, "delay_minutes": 252.0, "first_alarm_sample": 245, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.01875, "n_far": 160, "fdr": 0.58875, "n_fdr": 800, "delay_samples": 78, "delay_minutes": 234.0, "first_alarm_sample": 239, "detected": true, "detected_at_chance": false } } } }, { "id": 21, "file": "idv21.json", "source_file": "d21_te.dat", "name_es": "Válvula de la corriente 4", "name_en": "Stream 4 valve", "desc_es": "La válvula de la corriente 4 queda fija en su posición de estado estacionario", "desc_en": "The stream 4 valve is fixed at its steady-state position", "type": "fixed", "type_es": "Posición fija", "type_en": "Constant position", "hard": false, "metrics": { "f": { "t2": { "far": 0.0125, "n_far": 160, "fdr": 0.39625, "n_fdr": 800, "delay_samples": 284, "delay_minutes": 852.0, "first_alarm_sample": 445, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.05625, "n_far": 160, "fdr": 0.5825, "n_fdr": 800, "delay_samples": 241, "delay_minutes": 723.0, "first_alarm_sample": 402, "detected": true, "detected_at_chance": false } }, "kde": { "t2": { "far": 0.025, "n_far": 160, "fdr": 0.405, "n_fdr": 800, "delay_samples": 284, "delay_minutes": 852.0, "first_alarm_sample": 445, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.075, "n_far": 160, "fdr": 0.5875, "n_fdr": 800, "delay_samples": 241, "delay_minutes": 723.0, "first_alarm_sample": 402, "detected": true, "detected_at_chance": false } }, "empirico": { "t2": { "far": 0.03125, "n_far": 160, "fdr": 0.42375, "n_fdr": 800, "delay_samples": 284, "delay_minutes": 852.0, "first_alarm_sample": 445, "detected": true, "detected_at_chance": false }, "spe": { "far": 0.11875, "n_far": 160, "fdr": 0.615, "n_fdr": 800, "delay_samples": 241, "delay_minutes": 723.0, "first_alarm_sample": 402, "detected": true, "detected_at_chance": false } } } } ], "summary": { "f": { "t2": { "far_d00": 0.014583333333333334, "far_prefault_mean_1_21": 0.013988095238095239, "fdr_mean_1_21": 0.6011309523809524, "fdr_mean_without_3_9_15": 0.6927083333333335, "fdr_mean_3_9_15": 0.051666666666666666, "delay_median_samples_valid": 22.0, "delay_median_samples_valid_n": 17, "faults_below_min_fdr": [ 3, 9, 15, 19 ] }, "spe": { "far_d00": 0.028125, "far_prefault_mean_1_21": 0.03571428571428571, "fdr_mean_1_21": 0.6661904761904761, "fdr_mean_without_3_9_15": 0.7672916666666667, "fdr_mean_3_9_15": 0.05958333333333334, "delay_median_samples_valid": 15.5, "delay_median_samples_valid_n": 18, "faults_below_min_fdr": [ 3, 9, 15 ] } }, "kde": { "t2": { "far_d00": 0.019791666666666666, "far_prefault_mean_1_21": 0.019047619047619046, "fdr_mean_1_21": 0.6120833333333332, "fdr_mean_without_3_9_15": 0.7026388888888888, "fdr_mean_3_9_15": 0.06874999999999999, "delay_median_samples_valid": 22.0, "delay_median_samples_valid_n": 17, "faults_below_min_fdr": [ 3, 9, 15, 19 ] }, "spe": { "far_d00": 0.034375, "far_prefault_mean_1_21": 0.03898809523809524, "fdr_mean_1_21": 0.67125, "fdr_mean_without_3_9_15": 0.7720138888888889, "fdr_mean_3_9_15": 0.06666666666666667, "delay_median_samples_valid": 15.5, "delay_median_samples_valid_n": 18, "faults_below_min_fdr": [ 3, 9, 15 ] } }, "empirico": { "t2": { "far_d00": 0.020833333333333332, "far_prefault_mean_1_21": 0.022321428571428575, "fdr_mean_1_21": 0.6200595238095238, "fdr_mean_without_3_9_15": 0.7099305555555556, "fdr_mean_3_9_15": 0.08083333333333333, "delay_median_samples_valid": 22.0, "delay_median_samples_valid_n": 19, "faults_below_min_fdr": [ 3, 9 ] }, "spe": { "far_d00": 0.04583333333333333, "far_prefault_mean_1_21": 0.05416666666666666, "fdr_mean_1_21": 0.6877380952380953, "fdr_mean_without_3_9_15": 0.7877777777777778, "fdr_mean_3_9_15": 0.08749999999999998, "delay_median_samples_valid": 14.0, "delay_median_samples_valid_n": 19, "faults_below_min_fdr": [ 3, 9 ] } } }, "validation": { "matches_A1_baseline": true, "compared_with": "tfm-fdd-core/results/summary/A1_pca_baseline_runs.csv, A1_pca_baseline_T2.csv, A1_pca_baseline_SPE.csv (y el .provenance.json de A1 para los SHA-256 de los .dat)", "A1_run": { "created_utc": "2026-10-13T17:51:26+00:00", "commit": "fe043173389aca092c80630fcb1e3203ea8362b3", "baseline_yaml_sha256": "8a3e96ea66f11192ea154eafd586b5c7fb07e766012501bd9d30d1141a6f5b2f" }, "max_abs_diff": { "far": 3.2959746043559335e-17, "fdr": 0.0, "delay_samples": 0.0, "t2_limit": 0.0, "spe_limit": 0.0 }, "A1_summary": { "t2": { "far_d00": 0.0145833333333333, "fdr_mean_1_21": 0.6011309523809524, "fdr_mean_3_9_15": 0.051666666666666666, "fdr_mean_without_3_9_15": 0.6927083333333335 }, "spe": { "far_d00": 0.028125, "fdr_mean_1_21": 0.6661904761904761, "fdr_mean_3_9_15": 0.05958333333333334, "fdr_mean_without_3_9_15": 0.7672916666666667 } }, "problems": [] } }