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Predictive Maintenance Dataset

Predictive Maintenance · 4,000 rows · seed 4149088333

iotsyn_69beb094ce6ac1.29493880

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 3.0.0 · schema unrecorded · evidence unrecorded · seed 4149088333 · generated 2026-03-21T14:52:04Z

maturity experimental · validation audit_pending

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

Configuration

Default configuration

Data Points

4,000

License

CC0 1.0

Downloads

11

Views

625

Download CSV

Data Preview

First 120 of 4,000 rows

Interactive charts generated automatically from a sample of your dataset.

Sensor Readings

Equipment Degradation

Machine Status

Full Dataset Rows

Rows 1–50 of 4,000 · 14 columns · Page 1 / 80

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 2026-03-14 14:52:04 M001 Motor 41.1 1.6 10.12 0 1164 65.6 45.6 5370 0.1905 4630 Normal
2 2026-03-14 15:52:04 M002 Pump 44.4 4.97 17.94 690.6 2171 82.4 52.8 5457 0.411 2043 Warning
3 2026-03-14 16:52:04 M003 Compressor 44.7 2.12 22.23 974.3 743 78.1 58.6 1827 0.0309 10673 Normal
4 2026-03-14 17:52:04 M004 Conveyor 30.2 1.68 6.32 0 365 74.9 34 6365 0.0736 8635 Normal
5 2026-03-14 18:52:04 M005 Motor 32.7 1.23 6.94 0 834 65.6 40 806 0.0018 9194 Normal
6 2026-03-14 19:52:04 M006 Pump 42.3 5.94 14.19 671.6 1769 81.9 52.4 5968 0.4691 1532 Warning
7 2026-03-14 20:52:04 M007 Compressor 44.6 5.66 21.57 871.5 622 89.2 57.8 8454 0.3902 4046 Warning
8 2026-03-14 21:52:04 M008 Conveyor 30 1.79 5.25 0 324 71.4 33.9 2780 0.0063 12220 Normal
9 2026-03-14 22:52:04 M001 Motor 40.2 1.69 10.14 0 1132 67 43.3 5371 0.1906 4629 Normal
10 2026-03-14 23:52:04 M002 Pump 45.1 5.05 18.05 725 2219 80.5 53.3 5458 0.4112 2042 Warning
11 2026-03-15 00:52:04 M003 Compressor 45 2.04 22.09 988 750 78.9 58.2 1828 0.0309 10672 Normal
12 2026-03-15 01:52:04 M004 Conveyor 30.3 1.76 6.42 0 361 73.9 32.5 6366 0.0736 8634 Normal
13 2026-03-15 02:52:04 M005 Motor 33.3 1.31 6.87 0 836 65.1 41.7 807 0.0018 9193 Normal
14 2026-03-15 03:52:04 M006 Pump 41.6 5.78 14.24 675.1 1701 82 51 5969 0.4692 1531 Warning
15 2026-03-15 04:52:04 M007 Compressor 45 5.57 21.61 890.6 628 85.7 58 8455 0.3903 4045 Warning
16 2026-03-15 05:52:04 M008 Conveyor 30.2 1.65 5.3 0 324 66.2 34.3 2781 0.0064 12219 Normal
17 2026-03-15 06:52:04 M001 Motor 40.3 1.77 10.11 0 1137 70.4 44.2 5372 0.1906 4628 Normal
18 2026-03-15 07:52:04 M002 Pump 45.3 5 17.98 705.2 2249 80.2 55.8 5459 0.4113 2041 Warning
19 2026-03-15 08:52:04 M003 Compressor 46.4 1.98 22.15 1018 758 79.8 59.2 1829 0.031 10671 Normal
20 2026-03-15 09:52:04 M004 Conveyor 30.6 1.61 6.43 0 368 68.6 33.8 6367 0.0736 8633 Normal
21 2026-03-15 10:52:04 M005 Motor 32.9 1.33 6.83 0 833 63.7 40.6 808 0.0019 9192 Normal
22 2026-03-15 11:52:04 M006 Pump 40.2 5.57 14.21 678.3 1659 83.1 50.8 5970 0.4693 1530 Warning
23 2026-03-15 12:52:04 M007 Compressor 45 5.7 21.63 897 641 85.4 58.2 8456 0.3903 4044 Warning
24 2026-03-15 13:52:04 M008 Conveyor 30.5 1.69 5.24 0 312 70.3 31.7 2782 0.0064 12218 Normal
25 2026-03-15 14:52:04 M001 Motor 41.2 1.65 10.16 0 1149 68.6 44.1 5373 0.1907 4627 Normal
26 2026-03-15 15:52:04 M002 Pump 45.3 5.18 17.83 694.7 2218 79.3 53.4 5460 0.4114 2040 Warning
27 2026-03-15 16:52:04 M003 Compressor 45.6 2.09 22.09 988.7 733 78 57.9 1830 0.031 10670 Normal
28 2026-03-15 17:52:04 M004 Conveyor 31.3 1.97 6.34 0 371 70.8 33.6 6368 0.0737 8632 Normal
29 2026-03-15 18:52:04 M005 Motor 32.2 1.51 6.69 0 825 67.4 38.9 809 0.0019 9191 Normal
30 2026-03-15 19:52:04 M006 Pump 41.6 5.7 14.23 683.6 1727 83.6 50.9 5971 0.4694 1529 Warning
31 2026-03-15 20:52:04 M007 Compressor 44.7 5.77 21.65 901.8 628 88.2 58.5 8457 0.3904 4043 Warning
32 2026-03-15 21:52:04 M008 Conveyor 30.8 1.96 5.23 0 318 66.7 34.1 2783 0.0064 12217 Normal
33 2026-03-15 22:52:04 M001 Motor 40.8 1.79 10.23 0 1137 70.5 44.1 5374 0.1908 4626 Normal
34 2026-03-15 23:52:04 M002 Pump 45.7 5.21 17.87 715.2 2231 77.9 54.9 5461 0.4115 2039 Warning
35 2026-03-16 00:52:04 M003 Compressor 45.9 2.1 22.18 1005.2 749 78.7 58.4 1831 0.031 10669 Normal
36 2026-03-16 01:52:04 M004 Conveyor 30.5 1.87 6.38 0 357 69.4 33.6 6369 0.0737 8631 Normal
37 2026-03-16 02:52:04 M005 Motor 32.3 1.61 6.61 0 833 66.9 39.7 810 0.0019 9190 Normal
38 2026-03-16 03:52:04 M006 Pump 41.8 5.95 14.3 672.1 1707 83.9 53.7 5972 0.4696 1528 Warning
39 2026-03-16 04:52:04 M007 Compressor 45.2 5.78 21.83 883.4 639 80.9 57 8458 0.3905 4042 Warning
40 2026-03-16 05:52:04 M008 Conveyor 30.5 1.89 5.27 0 324 73.2 33.9 2784 0.0064 12216 Normal
41 2026-03-16 06:52:04 M001 Motor 39.7 1.72 10.24 0 1103 66.3 43 5375 0.1909 4625 Normal
42 2026-03-16 07:52:04 M002 Pump 45.2 5.14 17.97 700 2231 78.1 54.7 5462 0.4116 2038 Warning
43 2026-03-16 08:52:04 M003 Compressor 46.7 2.02 22.16 974.2 764 80.6 60 1832 0.031 10668 Normal
44 2026-03-16 09:52:04 M004 Conveyor 30.1 1.65 6.27 0 350 67.2 32.8 6370 0.0737 8630 Normal
45 2026-03-16 10:52:04 M005 Motor 31.4 1.41 6.64 0 817 66.5 37.5 811 0.0019 9189 Normal
46 2026-03-16 11:52:04 M006 Pump 41.7 5.91 14.16 677.3 1675 82.7 51.4 5973 0.4697 1527 Warning
47 2026-03-16 12:52:04 M007 Compressor 44.6 5.83 21.74 863.7 622 84.6 57.9 8459 0.3905 4041 Warning
48 2026-03-16 13:52:04 M008 Conveyor 30.3 1.77 5.31 0 332 65.2 32 2785 0.0064 12215 Normal
49 2026-03-16 14:52:04 M001 Motor 40.5 1.57 10.24 0 1149 68.6 43.4 5376 0.191 4624 Normal
50 2026-03-16 15:52:04 M002 Pump 45.3 5.31 17.99 696 2244 79.4 54.8 5463 0.4117 2037 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 v3.0.0. (2026). Predictive Maintenance Dataset [iotsyn_69beb094ce6ac1.29493880] [Data set]. IoTSyn Dataset Generator. https://iotsyn.com/view.php?uid=iotsyn_69beb094ce6ac1.29493880
MLA 
"Predictive Maintenance Dataset." IoTSyn Engine v3.0.0, 2026, https://iotsyn.com/view.php?uid=iotsyn_69beb094ce6ac1.29493880. Accessed 13 Oct. 2026.
CHICAGO 
IoTSyn. "Predictive Maintenance Dataset." Version v3.0.0. Dataset, 2026. https://iotsyn.com/view.php?uid=iotsyn_69beb094ce6ac1.29493880. Accessed October 13, 2026.
IEEE 
IoTSyn, "Predictive Maintenance Dataset," IoTSyn Dataset Generator v3.0.0, Mar. 2026. [Online]. Available: https://iotsyn.com/view.php?uid=iotsyn_69beb094ce6ac1.29493880
BIBTEX 
@misc{iotsyn69beb094ce6ac129493880,
    author = {{IoTSyn}},
    title = {{Predictive Maintenance Dataset}},
    year = {2026},
    month = {mar},
    publisher = {{IoTSyn Dataset Generator}},
    url = {{https://iotsyn.com/view.php?uid=iotsyn_69beb094ce6ac1.29493880}},
    note = {{Generated by IoTSyn Engine v3.0.0. Dataset ID: iotsyn_69beb094ce6ac1.29493880}}
}
HARVARD 
IoTSyn Engine v3.0.0 (2026) Predictive Maintenance Dataset. Available at: https://iotsyn.com/view.php?uid=iotsyn_69beb094ce6ac1.29493880 (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: Mar 21, 2026 14:52 UTC · Seed: 4149088333