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Simulated boiler data for fault detection and classification
- Citation Author(s):
- Submitted by:
- J.J. McArthur
- Last updated:
- Sat, 03/30/2019 - 14:58
- DOI:
- 10.21227/awav-bn36
- Data Format:
- License:
- Creative Commons Attribution
- Categories:
- Keywords:
Abstract
An emulator for the Viessmann Vitorond 200 Gas Fired Boiler VD2 Series 380 dataset was created in Matlab/Simulink based on the Simscape boiler model. After validating with manufacturer test data, a series of faults (Excess air, ranging from 15% - 50%; fouling of the heat exchanger from 1% to 46%; and scaling of the water-side heat exchanger element from 1% to 46%, all in 5% increments) were simulated with this emulator, along with nominal operating conditons for a range of operational parameters (gas fuel rate from 1 kg/s to 4 kg/s, water mass flow rate from 3 kg/s to 12.5 kg/s and combustion air temperature from 283 K to 303 K).. A factorial sampling method was used, resulting in a total of 27,281 simulations. This dataset contains the points visible to a Building Automation System along with the Condition (detailed class) and Class (fault category).
Either Condition or Class should be used as data labels and the unused label should be excluded for analysis.
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readme.txt | 245 bytes |
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