{ "source": { "title": "Condition monitoring of hydraulic systems", "url": "https://archive.ics.uci.edu/dataset/447/condition+monitoring+of+hydraulic+systems", "downloadUrl": "https://archive.ics.uci.edu/static/public/447/condition+monitoring+of+hydraulic+systems.zip", "doi": "10.24432/C5CW21", "license": "CC BY 4.0", "licenseUrl": "https://creativecommons.org/licenses/by/4.0/", "authors": [ "Nikolai Helwig", "Eliseo Pignanelli", "Andreas Schütze" ], "creator": "ZeMA gGmbH", "archiveSha256": "24128aad2ee45eea7e6b63ebbd9992cdf25d0483a2cebefbfc13bc69079af1f2", "originalCycleCount": 2205, "cycleDurationSeconds": 60, "derivation": "One-second arithmetic means of PS1/EPS1 (100 raw samples) and FS1 (10 raw samples). TS1/VS1 retain each measured 1 Hz value. Sample order preserved; rounded to 6 decimals. Each point t represents raw indices t*Hz through (t+1)*Hz-1, zero-based. Baseline uses only the listed separate healthy stable rows.", "context": "Experimental hydraulic test rig with a primary working circuit and secondary cooling-filtration circuit. Public benchmark, not the portfolio owner's client production data.", "sensorIdentityLimit": "PS1/EPS1/FS1/TS1/VS1 are original dataset channel identifiers. This subset does not establish sensor make/model, installation date, absolute timestamp, or client hardware." }, "channels": [ { "id": "PS1", "name": "Hydraulic pressure", "unit": "bar", "rawSampleRateHz": 100, "displaySampleRateHz": 1 }, { "id": "EPS1", "name": "Motor electrical power", "unit": "W", "rawSampleRateHz": 100, "displaySampleRateHz": 1 }, { "id": "FS1", "name": "Volume flow", "unit": "L/min", "rawSampleRateHz": 10, "displaySampleRateHz": 1 }, { "id": "TS1", "name": "Temperature", "unit": "°C", "rawSampleRateHz": 1, "displaySampleRateHz": 1 }, { "id": "VS1", "name": "Vibration velocity", "unit": "mm/s", "rawSampleRateHz": 1, "displaySampleRateHz": 1 } ], "baseline": { "sourceRows1Based": [ 1788, 1789, 1790, 1791, 1792, 1793, 1794, 1795, 1796 ], "labels": { "coolerEfficiencyPercent": 100, "valveConditionPercent": 100, "pumpLeakageClass": 0, "accumulatorPressureBar": 130, "stableFlag": 0 }, "sampleCount": 9, "meanBySecond": [ { "second": 0, "PS1": 174.233389, "EPS1": 2573.690667, "FS1": 0.980622, "TS1": 36.311889, "VS1": 0.547333 }, { "second": 1, "PS1": 191.459956, "EPS1": 2932.356444, "FS1": 0.001744, "TS1": 36.256667, "VS1": 0.559444 }, { "second": 2, "PS1": 191.4183, "EPS1": 2937.857556, "FS1": 0.001522, "TS1": 36.243, "VS1": 0.568111 }, { "second": 3, "PS1": 191.407689, "EPS1": 2937.776, "FS1": 0.001389, "TS1": 36.183111, "VS1": 0.578 }, { "second": 4, "PS1": 191.392644, "EPS1": 2937.860222, "FS1": 0.000933, "TS1": 36.143333, "VS1": 0.582889 }, { "second": 5, "PS1": 191.399589, "EPS1": 2938.015333, "FS1": 0.001144, "TS1": 36.115556, "VS1": 0.584333 }, { "second": 6, "PS1": 191.404111, "EPS1": 2938.321333, "FS1": 0.001111, "TS1": 36.028222, "VS1": 0.581889 }, { "second": 7, "PS1": 191.400722, "EPS1": 2938.500889, "FS1": 0.001122, "TS1": 36.016111, "VS1": 0.584111 }, { "second": 8, "PS1": 191.395778, "EPS1": 2938.496444, "FS1": 0.001022, "TS1": 35.979778, "VS1": 0.587778 }, { "second": 9, "PS1": 176.345556, "EPS1": 2859.277778, "FS1": 8.694078, "TS1": 35.976556, "VS1": 0.599222 }, { "second": 10, "PS1": 148.617967, "EPS1": 2400.204, "FS1": 9.025189, "TS1": 35.99, "VS1": 0.575333 }, { "second": 11, "PS1": 146.812211, "EPS1": 2342.473333, "FS1": 7.996389, "TS1": 36.038222, "VS1": 0.552111 }, { "second": 12, "PS1": 146.704856, "EPS1": 2339.246667, "FS1": 7.938256, "TS1": 36.022667, "VS1": 0.538556 }, { "second": 13, "PS1": 146.646922, "EPS1": 2338.299333, "FS1": 7.934011, "TS1": 36.062444, "VS1": 0.529444 }, { "second": 14, "PS1": 146.613656, "EPS1": 2337.907333, "FS1": 7.925222, "TS1": 36.104222, "VS1": 0.527111 }, { "second": 15, "PS1": 146.595378, "EPS1": 2337.633333, "FS1": 7.916056, "TS1": 36.131333, "VS1": 0.522444 }, { "second": 16, "PS1": 146.591478, "EPS1": 2337.44, "FS1": 7.913089, "TS1": 36.157222, "VS1": 0.521444 }, { "second": 17, "PS1": 146.563911, "EPS1": 2337.025333, "FS1": 7.899978, "TS1": 36.175889, "VS1": 0.52 }, { "second": 18, "PS1": 146.550378, "EPS1": 2337.030222, "FS1": 7.905678, "TS1": 36.193667, "VS1": 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28, "PS1": 156.338978, "EPS1": 2472.509333, "FS1": 7.836478, "TS1": 36.262889, "VS1": 0.542778 }, { "second": 29, "PS1": 164.206089, "EPS1": 2545.475778, "FS1": 6.295833, "TS1": 36.280111, "VS1": 0.556667 }, { "second": 30, "PS1": 166.3088, "EPS1": 2609.338222, "FS1": 7.8064, "TS1": 36.301556, "VS1": 0.567667 }, { "second": 31, "PS1": 166.269556, "EPS1": 2609.041556, "FS1": 7.816378, "TS1": 36.314111, "VS1": 0.570556 }, { "second": 32, "PS1": 166.211478, "EPS1": 2609.013111, "FS1": 7.775722, "TS1": 36.333556, "VS1": 0.574667 }, { "second": 33, "PS1": 166.200722, "EPS1": 2608.776667, "FS1": 7.7993, "TS1": 36.362333, "VS1": 0.575111 }, { "second": 34, "PS1": 166.1765, "EPS1": 2608.679556, "FS1": 7.807378, "TS1": 36.36, "VS1": 0.577111 }, { "second": 35, "PS1": 166.159844, "EPS1": 2608.426222, "FS1": 7.794322, "TS1": 36.402556, "VS1": 0.581111 }, { "second": 36, "PS1": 166.161356, "EPS1": 2608.186444, "FS1": 7.814344, "TS1": 36.423, "VS1": 0.583778 }, { "second": 37, "PS1": 166.150667, 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}, { "second": 34, "PS1": 0.038604, "EPS1": 2.353617, "FS1": 0.010205, "TS1": 0.047159, "VS1": 0.008594 }, { "second": 35, "PS1": 0.033479, "EPS1": 2.515128, "FS1": 0.010725, "TS1": 0.040783, "VS1": 0.011559 }, { "second": 36, "PS1": 0.030488, "EPS1": 2.419777, "FS1": 0.017651, "TS1": 0.041917, "VS1": 0.01316 }, { "second": 37, "PS1": 0.028906, "EPS1": 2.185876, "FS1": 0.018134, "TS1": 0.035249, "VS1": 0.009488 }, { "second": 38, "PS1": 0.035838, "EPS1": 2.253911, "FS1": 0.019005, "TS1": 0.039742, "VS1": 0.010422 }, { "second": 39, "PS1": 0.062124, "EPS1": 2.192434, "FS1": 0.017494, "TS1": 0.043035, "VS1": 0.009071 }, { "second": 40, "PS1": 0.040876, "EPS1": 2.445686, "FS1": 0.014984, "TS1": 0.041579, "VS1": 0.00902 }, { "second": 41, "PS1": 0.035098, "EPS1": 2.295067, "FS1": 0.008627, "TS1": 0.04863, "VS1": 0.010814 }, { "second": 42, "PS1": 0.041378, "EPS1": 2.291389, "FS1": 0.009775, "TS1": 0.046044, "VS1": 0.007683 }, { "second": 43, "PS1": 0.026865, "EPS1": 2.647071, "FS1": 0.010104, "TS1": 0.034137, "VS1": 0.006353 }, { "second": 44, "PS1": 0.02433, "EPS1": 2.426779, "FS1": 0.010675, "TS1": 0.046333, "VS1": 0.007263 }, { "second": 45, "PS1": 0.02948, "EPS1": 2.423168, "FS1": 0.006408, "TS1": 0.036878, "VS1": 0.008829 }, { "second": 46, "PS1": 0.028644, "EPS1": 2.462515, "FS1": 0.007554, "TS1": 0.03644, "VS1": 0.01022 }, { "second": 47, "PS1": 0.022596, "EPS1": 2.396826, "FS1": 0.006218, "TS1": 0.041677, "VS1": 0.009293 }, { "second": 48, "PS1": 0.032668, "EPS1": 2.641245, "FS1": 0.007793, "TS1": 0.037471, "VS1": 0.008614 }, { "second": 49, "PS1": 0.038483, "EPS1": 2.780974, "FS1": 0.014431, "TS1": 0.040344, "VS1": 0.008243 }, { "second": 50, "PS1": 0.027983, "EPS1": 2.543897, "FS1": 0.009346, "TS1": 0.04405, "VS1": 0.00702 }, { "second": 51, "PS1": 0.042654, "EPS1": 2.3878, "FS1": 0.00718, "TS1": 0.0286, "VS1": 0.008652 }, { "second": 52, "PS1": 0.01736, "EPS1": 2.49493, "FS1": 0.01223, "TS1": 0.038377, "VS1": 0.009554 }, { "second": 53, "PS1": 0.040381, "EPS1": 2.433903, "FS1": 0.007801, "TS1": 0.039102, "VS1": 0.00753 }, { "second": 54, "PS1": 0.039541, "EPS1": 2.638983, "FS1": 0.012938, "TS1": 0.037276, "VS1": 0.008927 }, { "second": 55, "PS1": 0.03382, "EPS1": 2.772025, "FS1": 0.012329, "TS1": 0.039648, "VS1": 0.007071 }, { "second": 56, "PS1": 0.034962, "EPS1": 2.439396, "FS1": 0.012688, "TS1": 0.044774, "VS1": 0.009153 }, { "second": 57, "PS1": 0.034695, "EPS1": 2.639872, "FS1": 0.011228, "TS1": 0.038926, "VS1": 0.007228 }, { "second": 58, "PS1": 0.041766, "EPS1": 2.426572, "FS1": 0.004976, "TS1": 0.030196, "VS1": 0.00589 }, { "second": 59, "PS1": 0.019653, "EPS1": 2.583466, "FS1": 0.007825, "TS1": 0.039016, "VS1": 0.009247 } ], "channelMean": { "PS1": 160.998658, "EPS1": 2533.4984, "FS1": 6.707781, "TS1": 36.278409, "VS1": 0.552607 }, "channelStd": { "PS1": 0.009915, "EPS1": 2.961225, "FS1": 0.008746, "TS1": 0.021998, "VS1": 0.004789 }, "rawSummaryByChannel": { "PS1": { "mean": 160.998658, "standardDeviation": 13.96846, 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Raw summary standard deviation is population standard deviation across every retained raw sample." }, "cycles": [ { "id": "healthy", "title": "Healthy reference", "sourceRow1Based": 1797, "labels": { "coolerEfficiencyPercent": 100, "valveConditionPercent": 100, "pumpLeakageClass": 0, "accumulatorPressureBar": 130, "stableFlag": 0 }, "readings": [ { "second": 0, "PS1": 174.1894, "EPS1": 2575.426, "FS1": 1.0473, "TS1": 36.312, "VS1": 0.587 }, { "second": 1, "PS1": 191.4111, "EPS1": 2933.568, "FS1": 0.0003, "TS1": 36.246, "VS1": 0.576 }, { "second": 2, "PS1": 191.3987, "EPS1": 2937.54, "FS1": 0.0018, "TS1": 36.246, "VS1": 0.584 }, { "second": 3, "PS1": 191.4371, "EPS1": 2937.346, "FS1": 0.0006, "TS1": 36.172, "VS1": 0.609 }, { "second": 4, "PS1": 191.4084, "EPS1": 2936.96, "FS1": 0.001, "TS1": 36.16, "VS1": 0.61 }, { "second": 5, "PS1": 191.4108, "EPS1": 2936.908, "FS1": 0.0019, "TS1": 36.078, "VS1": 0.594 }, { "second": 6, "PS1": 191.415, "EPS1": 2937.414, "FS1": 0.0007, "TS1": 36.078, 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