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Predictive Maintenance Dataset

Predictive Maintenance · 100 rows · seed 4094848045

iotsyn_69bcfaff5050b8.93206079

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 4094848045 · generated 2026-03-20T07:45:03Z

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

6

Views

42

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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 2026-03-13 07:45:03 M001 Pump 32.5 1.89 6.69 813.5 991 76 47.7 582 0.006 6917 Normal
2 2026-03-13 08:15:03 M002 Compressor 35.3 3.39 14.36 919.3 437 82.4 52.8 5921 0.2294 6578 Normal
3 2026-03-13 08:45:03 M003 Conveyor 29.6 2.13 4.61 0 240 68.4 32.9 9358 0.2156 5641 Normal
4 2026-03-13 09:15:03 M004 Pump 32.2 1.97 6.52 769.9 857 76.5 44.9 2244 0.0857 5255 Normal
5 2026-03-13 09:45:03 M005 Compressor 32.9 2.96 12 963.8 398 86.4 52.7 4078 0.1247 8421 Normal
6 2026-03-13 10:15:03 M006 Conveyor 26.8 1.59 3.54 0 207 71 31.2 6396 0.0746 8603 Normal
7 2026-03-13 10:45:03 M007 Pump 34.6 2.66 11.2 739 1471 78.5 47.3 3371 0.183 4128 Normal
8 2026-03-13 11:15:03 M008 Compressor 42.2 8.84 14.74 831.4 417 84.8 57 11066 0.5521 1433 Warning
9 2026-03-13 11:45:03 M009 Conveyor 27.3 1.51 4.02 0 251 70.8 31.1 4778 0.0318 10221 Normal
10 2026-03-13 12:15:03 M010 Pump 32.6 2.76 6.83 761.7 905 75.7 46.4 2754 0.1262 4745 Normal
11 2026-03-13 12:45:03 M011 Compressor 35 4.19 11.48 886.1 341 82.8 52.5 6845 0.287 5654 Normal
12 2026-03-13 13:15:03 M012 Conveyor 26.4 1.59 2.82 0 157 72.7 31.9 5915 0.0595 9084 Normal
13 2026-03-13 13:45:03 M013 Pump 36.8 4.4 9.4 701.1 1197 80.8 48.8 5062 0.3659 2437 Warning
14 2026-03-13 14:15:03 M014 Compressor 34.9 2.38 13.76 996.7 464 79.3 52.1 341 0.0015 12158 Normal
15 2026-03-13 14:45:03 M015 Conveyor 30.9 3.34 4.84 0 246 76 32 11411 0.3562 3588 Warning
16 2026-03-13 15:15:03 M016 Pump 33.3 2 8.29 795.6 1128 76.1 46.8 405 0.0029 7094 Normal
17 2026-03-13 15:45:03 M017 Compressor 41.1 6.57 16.51 846.1 494 83.4 56.5 9198 0.4377 3301 Warning
18 2026-03-13 16:15:03 M018 Conveyor 27.5 1.51 4.36 0 248 72.8 29.5 6852 0.0909 8147 Normal
19 2026-03-13 16:45:03 M001 Pump 32.9 1.82 6.79 805.5 1007 74 47.2 583 0.006 6917 Normal
20 2026-03-13 17:15:03 M002 Compressor 35.1 3.48 14.53 951 439 89.2 52.8 5922 0.2294 6578 Normal
21 2026-03-13 17:45:03 M003 Conveyor 29.7 1.97 4.69 0 252 74.6 34.4 9359 0.2156 5641 Normal
22 2026-03-13 18:15:03 M004 Pump 32.3 1.86 6.4 783.2 884 78.7 45.9 2245 0.0857 5255 Normal
23 2026-03-13 18:45:03 M005 Compressor 33.1 3.03 12.03 959.3 398 80.9 51.7 4079 0.1247 8421 Normal
24 2026-03-13 19:15:03 M006 Conveyor 27.3 1.46 3.53 0 206 67.7 30.9 6397 0.0746 8603 Normal
25 2026-03-13 19:45:03 M007 Pump 33.7 2.81 11.18 761.6 1472 75.1 46.5 3372 0.183 4128 Normal
26 2026-03-13 20:15:03 M008 Compressor 41.8 8.93 14.91 836.8 403 86.6 54.5 11067 0.5521 1433 Warning
27 2026-03-13 20:45:03 M009 Conveyor 27.2 1.58 4.18 0 240 71.5 31.1 4779 0.0318 10221 Normal
28 2026-03-13 21:15:03 M010 Pump 32.1 2.82 6.78 778.4 949 76.5 46.8 2755 0.1262 4745 Normal
29 2026-03-13 21:45:03 M011 Compressor 35 4.14 11.48 938 357 85.4 52.5 6846 0.287 5654 Normal
30 2026-03-13 22:15:03 M012 Conveyor 27 1.61 2.83 0 158 68.8 31.1 5916 0.0595 9084 Normal
31 2026-03-13 22:45:03 M013 Pump 36.8 4.33 9.4 715.3 1220 78.4 48.5 5063 0.366 2437 Warning
32 2026-03-13 23:15:03 M014 Compressor 35.2 2.4 13.73 988.3 479 79.1 52.7 342 0.0015 12158 Normal
33 2026-03-13 23:45:03 M015 Conveyor 31 3.76 4.77 0 245 76.1 33.6 11412 0.3562 3588 Warning
34 2026-03-14 00:15:03 M016 Pump 33.9 1.98 8.32 771 1230 74.9 46.8 406 0.0029 7094 Normal
35 2026-03-14 00:45:03 M017 Compressor 39.5 6.69 16.41 872.6 476 83.6 54.6 9199 0.4378 3301 Warning
36 2026-03-14 01:15:03 M018 Conveyor 26.9 1.52 4.24 0 251 71.9 33.3 6853 0.091 8147 Normal
37 2026-03-14 01:45:03 M001 Pump 33 1.85 6.66 803.5 981 76.8 48 583 0.006 6916 Normal
38 2026-03-14 02:15:03 M002 Compressor 35.5 3.48 14.44 960.9 440 86.1 52.3 5922 0.2295 6577 Normal
39 2026-03-14 02:45:03 M003 Conveyor 29.7 1.78 4.66 0 247 73 32.5 9359 0.2157 5640 Normal
40 2026-03-14 03:15:03 M004 Pump 32.8 2.06 6.37 798.5 893 74.6 47 2245 0.0857 5254 Normal
41 2026-03-14 03:45:03 M005 Compressor 33.7 2.78 11.9 912.2 407 81.2 52.7 4079 0.1248 8420 Normal
42 2026-03-14 04:15:03 M006 Conveyor 27.6 1.87 3.47 0 206 70.5 31.1 6397 0.0746 8602 Normal
43 2026-03-14 04:45:03 M007 Pump 34 2.75 11.01 709.9 1507 78.3 48.2 3372 0.1831 4127 Normal
44 2026-03-14 05:15:03 M008 Compressor 41.7 8.92 14.85 753.7 402 87.5 54.5 11067 0.5521 1432 Warning
45 2026-03-14 05:45:03 M009 Conveyor 27.5 1.73 4.25 0 255 70.6 31.1 4779 0.0318 10220 Normal
46 2026-03-14 06:15:03 M010 Pump 31.3 2.41 6.69 737.8 872 76.5 46.5 2755 0.1263 4744 Normal
47 2026-03-14 06:45:03 M011 Compressor 32.7 4.28 11.51 906 317 88.9 49.7 6846 0.2871 5653 Normal
48 2026-03-14 07:15:03 M012 Conveyor 27.1 1.64 3.12 0 154 68 31.8 5916 0.0595 9083 Normal
49 2026-03-14 07:45:03 M013 Pump 36.4 4.28 9.45 723.7 1154 81.4 48.6 5063 0.3661 2436 Warning
50 2026-03-14 08:15:03 M014 Compressor 35.3 2.19 13.69 946.6 482 78.6 51.8 342 0.0015 12157 Normal

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_69bcfaff5050b8.93206079] [Data set]. IoTSyn Dataset Generator. https://iotsyn.com/view.php?uid=iotsyn_69bcfaff5050b8.93206079
MLA 
"Predictive Maintenance Dataset." IoTSyn Engine v3.0.0, 2026, https://iotsyn.com/view.php?uid=iotsyn_69bcfaff5050b8.93206079. Accessed 13 Oct. 2026.
CHICAGO 
IoTSyn. "Predictive Maintenance Dataset." Version v3.0.0. Dataset, 2026. https://iotsyn.com/view.php?uid=iotsyn_69bcfaff5050b8.93206079. 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_69bcfaff5050b8.93206079
BIBTEX 
@misc{iotsyn69bcfaff5050b893206079,
    author = {{IoTSyn}},
    title = {{Predictive Maintenance Dataset}},
    year = {2026},
    month = {mar},
    publisher = {{IoTSyn Dataset Generator}},
    url = {{https://iotsyn.com/view.php?uid=iotsyn_69bcfaff5050b8.93206079}},
    note = {{Generated by IoTSyn Engine v3.0.0. Dataset ID: iotsyn_69bcfaff5050b8.93206079}}
}
HARVARD 
IoTSyn Engine v3.0.0 (2026) Predictive Maintenance Dataset. Available at: https://iotsyn.com/view.php?uid=iotsyn_69bcfaff5050b8.93206079 (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 20, 2026 07:45 UTC · Seed: 4094848045