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Predictive Maintenance Dataset

Predictive Maintenance · 100 rows · seed 1923799883

iotsyn_69d1102c301011.88559886

Experimental Engine — Under Scientific Review

This domain is an early-stage research prototype. Its models, units, temporal behaviour, and event semantics are being audited. Outputs should not be treated as empirically validated observations.

engine 3.1.0 · schema unrecorded · evidence unrecorded · seed 1923799883 · generated 2026-04-04T13:20:44Z

maturity experimental · validation audit_pending

#PredictiveMaintenance #Industry40 #Vibration #Weibull #RemainingUsefulLife #ConditionMonitoring #SyntheticData #IoT #OpenData #CC0 #MachineLearning #Experimental

Configuration

Default configuration

Data Points

100

License

CC0 1.0

Downloads

10

Views

49

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Data Preview

First 100 of 100 rows

Interactive charts generated automatically from a sample of your dataset.

Sensor Readings

Equipment Degradation

Machine Status

Full Dataset Rows

Rows 1–50 of 100 · 14 columns · Page 1 / 2

Every row and every column of this dataset is rendered server-side so that search engines and AI crawlers can index the data directly. Use the pagination below to navigate, or download the full CSV above.

# Timestamp Machine_ID Machine_Type Temperature_C Vibration_mm_s Current_A Pressure_kPa RPM Noise_dB Oil_Temp_C Operating_Hours Degradation_Index RUL_Hours Machine_Status
1 2026-03-28 13:20:44 M001 Motor 30.8 1.29 6.22 0 748 66.1 38 3015 0.0487 6984 Normal
2 2026-03-28 13:25:44 M002 Pump 34.8 1.88 11.09 792.3 1578 77.3 49.3 715 0.009 6784 Normal
3 2026-03-28 13:30:44 M003 Compressor 35.6 2.57 14.27 972.3 495 80.2 52 714 0.0058 11785 Normal
4 2026-03-28 13:35:44 M004 Conveyor 28.3 2.15 4.06 0 223 71.2 33.2 8904 0.1887 6095 Normal
5 2026-03-28 13:40:44 M005 Motor 32 1.74 6.18 0 674 68.3 38.5 5948 0.2388 4051 Normal
6 2026-03-28 13:45:44 M006 Pump 36.1 2.51 11.36 769.8 1622 77.2 47.7 2675 0.1195 4824 Normal
7 2026-03-28 13:50:44 M007 Compressor 37.1 2.79 16.76 1018.3 552 79.4 53.4 1116 0.0128 11383 Normal
8 2026-03-28 13:55:44 M008 Conveyor 29.3 2.16 4.76 0 262 73.4 32.9 9584 0.2296 5415 Normal
9 2026-03-28 14:00:44 M009 Motor 33.5 1.39 7.59 0 888 66.4 41.2 3977 0.0949 6022 Normal
10 2026-03-28 14:05:44 M010 Pump 38.5 4.01 11.97 695.6 1512 78.8 50.8 4826 0.339 2673 Warning
11 2026-03-28 14:10:44 M011 Compressor 37.4 2.6 16.94 946.4 560 79.6 52.9 3545 0.0983 8954 Normal
12 2026-03-28 14:15:44 M012 Conveyor 27.5 1.49 3.88 0 225 68.8 31.2 3293 0.0105 11706 Normal
13 2026-03-28 14:20:44 M013 Motor 31.1 1.35 6.51 0 774 63 39.9 286 0.0001 9713 Normal
14 2026-03-28 14:25:44 M014 Pump 39.2 4.21 13.82 706.8 1728 83.4 51.1 4923 0.3501 2576 Warning
15 2026-03-28 14:30:44 M015 Compressor 40.2 4.65 17.66 905 544 86.6 56 7290 0.3154 5209 Warning
16 2026-03-28 14:35:44 M016 Conveyor 31.7 3.38 4.36 0 219 77.1 33.8 11558 0.3671 3441 Warning
17 2026-03-28 14:40:44 M017 Motor 31.5 1.15 6.62 0 796 65.3 39.1 1527 0.0091 8472 Normal
18 2026-03-28 14:45:44 M001 Motor 30.3 0.98 6.16 0 738 69.5 38.8 3015 0.0487 6984 Normal
19 2026-03-28 14:50:44 M002 Pump 35.1 1.64 11.09 775.1 1581 75.9 48.9 715 0.0091 6784 Normal
20 2026-03-28 14:55:44 M003 Compressor 34.5 2.53 14.3 999.8 472 77.1 51.4 714 0.0058 11785 Normal
21 2026-03-28 15:00:44 M004 Conveyor 28.7 2.2 4.04 0 239 73.4 34.3 8904 0.1887 6095 Normal
22 2026-03-28 15:05:44 M005 Motor 32.9 1.68 6.33 0 710 68.5 39.5 5948 0.2388 4051 Normal
23 2026-03-28 15:10:44 M006 Pump 35.4 2.32 11.3 766.5 1516 78.9 48 2675 0.1195 4824 Normal
24 2026-03-28 15:15:44 M007 Compressor 37.7 2.73 16.68 981.4 572 80.7 53.8 1116 0.0128 11383 Normal
25 2026-03-28 15:20:44 M008 Conveyor 29.5 2.19 4.63 0 261 76.8 32.5 9584 0.2296 5415 Normal
26 2026-03-28 15:25:44 M009 Motor 33.7 1.38 7.67 0 851 68.4 39.8 3977 0.0949 6022 Normal
27 2026-03-28 15:30:44 M010 Pump 38.8 4.05 12.09 714.8 1554 78.6 51 4826 0.3391 2673 Warning
28 2026-03-28 15:35:44 M011 Compressor 36.4 2.6 16.89 964.6 543 81.9 52.6 3545 0.0983 8954 Normal
29 2026-03-28 15:40:44 M012 Conveyor 27.1 1.51 3.74 0 217 69.9 31.4 3293 0.0105 11706 Normal
30 2026-03-28 15:45:44 M013 Motor 31.9 1.57 6.45 0 772 63.5 39.1 286 0.0001 9713 Normal
31 2026-03-28 15:50:44 M014 Pump 39.6 4.2 13.81 709.4 1814 82 50.7 4923 0.3501 2576 Warning
32 2026-03-28 15:55:44 M015 Compressor 39.6 4.8 17.68 901.2 545 85.7 54.1 7290 0.3154 5209 Warning
33 2026-03-28 16:00:44 M016 Conveyor 31.3 3.72 4.29 0 225 72.1 32.4 11558 0.3671 3441 Warning
34 2026-03-28 16:05:44 M017 Motor 31.1 1.34 6.5 0 790 62.3 38.9 1527 0.0091 8472 Normal
35 2026-03-28 16:10:44 M001 Motor 30.3 0.91 6.09 0 741 67 39 3015 0.0487 6984 Normal
36 2026-03-28 16:15:44 M002 Pump 35.4 1.61 11.18 770.5 1663 72.9 48 715 0.0091 6784 Normal
37 2026-03-28 16:20:44 M003 Compressor 35.2 2.29 14.41 1014.2 492 80.5 52.8 714 0.0058 11785 Normal
38 2026-03-28 16:25:44 M004 Conveyor 29.1 2.28 4.09 0 228 71.2 32.5 8904 0.1888 6095 Normal
39 2026-03-28 16:30:44 M005 Motor 32 1.97 6.39 0 721 69.5 40 5948 0.2388 4051 Normal
40 2026-03-28 16:35:44 M006 Pump 36.2 2.2 11.36 763.6 1562 75.5 46.9 2675 0.1195 4824 Normal
41 2026-03-28 16:40:44 M007 Compressor 37.8 2.91 16.73 971.5 567 79.8 54 1116 0.0128 11383 Normal
42 2026-03-28 16:45:44 M008 Conveyor 30 2.4 4.76 0 263 72 32.5 9584 0.2296 5415 Normal
43 2026-03-28 16:50:44 M009 Motor 34.1 1.43 7.66 0 884 66.2 41.1 3977 0.0949 6022 Normal
44 2026-03-28 16:55:44 M010 Pump 38.6 4.07 12.01 728.9 1535 80.5 49.5 4826 0.3391 2673 Warning
45 2026-03-28 17:00:44 M011 Compressor 37.4 2.69 16.8 989.3 559 82.8 55.2 3545 0.0983 8954 Normal
46 2026-03-28 17:05:44 M012 Conveyor 26.9 1.7 3.65 0 222 69.4 29.2 3293 0.0105 11706 Normal
47 2026-03-28 17:10:44 M013 Motor 32.1 1.68 6.29 0 769 65.8 41 286 0.0001 9713 Normal
48 2026-03-28 17:15:44 M014 Pump 38.9 4.26 13.77 709.8 1753 79.7 49.5 4923 0.3501 2576 Warning
49 2026-03-28 17:20:44 M015 Compressor 39.2 4.55 17.65 924.5 527 84.5 54.4 7290 0.3154 5209 Warning
50 2026-03-28 17:25:44 M016 Conveyor 30.9 3.76 4.43 0 226 77.3 33.9 11558 0.3671 3441 Warning

Showing 50 rows on this page. To work with the data programmatically, prefer the CSV download.

Cite This Dataset

Use one of the following formats for your research papers:

Experimental Engine — Under Scientific Review. This domain is an early-stage research prototype. Its models, units, temporal behaviour, and event semantics are being audited. Outputs should not be treated as empirically validated observations. State this when citing the record.

APA 
IoTSyn Engine v3.1.0. (2026). Predictive Maintenance Dataset [iotsyn_69d1102c301011.88559886] [Data set]. IoTSyn Dataset Generator. https://iotsyn.com/view.php?uid=iotsyn_69d1102c301011.88559886
MLA 
"Predictive Maintenance Dataset." IoTSyn Engine v3.1.0, 2026, https://iotsyn.com/view.php?uid=iotsyn_69d1102c301011.88559886. Accessed 13 Oct. 2026.
CHICAGO 
IoTSyn. "Predictive Maintenance Dataset." Version v3.1.0. Dataset, 2026. https://iotsyn.com/view.php?uid=iotsyn_69d1102c301011.88559886. Accessed October 13, 2026.
IEEE 
IoTSyn, "Predictive Maintenance Dataset," IoTSyn Dataset Generator v3.1.0, Apr. 2026. [Online]. Available: https://iotsyn.com/view.php?uid=iotsyn_69d1102c301011.88559886
BIBTEX 
@misc{iotsyn69d1102c30101188559886,
    author = {{IoTSyn}},
    title = {{Predictive Maintenance Dataset}},
    year = {2026},
    month = {apr},
    publisher = {{IoTSyn Dataset Generator}},
    url = {{https://iotsyn.com/view.php?uid=iotsyn_69d1102c301011.88559886}},
    note = {{Generated by IoTSyn Engine v3.1.0. Dataset ID: iotsyn_69d1102c301011.88559886}}
}
HARVARD 
IoTSyn Engine v3.1.0 (2026) Predictive Maintenance Dataset. Available at: https://iotsyn.com/view.php?uid=iotsyn_69d1102c301011.88559886 (Accessed: 13 October 2026).

Cite the IoTSyn Platform

Also cite the platform if you used it in your research:

BIBTEX 
@misc{iotsyn_platform_2026,
  author  = {IoTSyn},
  title   = {IoTSyn Engine: A Physics-Based Synthetic IoT Dataset Generator},
  year    = {2026},
  version = {4.5.0},
  url     = {https://iotsyn.com},
  note    = {Software platform}
}

All citation formats →

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Generated: Apr 04, 2026 13:20 UTC · Seed: 1923799883