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- W2464028504 abstract "Synthesis of control rules (extraction of knowledge) from historical data may be used for optimal control of the pulverized coal boiler, however it appears to be quite a difficult task. The best effects, allowing fast design and reliable tuning, might be obtained through comprehensive approach with use of all available sources of information. Presented methodology covers one aspect: knowledge extraction through analysis of process operational historical data. Proposed methodology is specifically developed for the task: synthesis of the control rules and conditions for improvement of the combustion process efficiency based on the historical. The approach is stepwise. It starts from the historical data acquisition, followed by the efficiency calculations, data processing. The methodology ends with evaluation of the control rules that may suggest boiler operators optimal operation. This approach copes with several practical problems met during daily boiler operation. Proposed algorithm uses original combination of heuristics, polynomial approximation and data clustering to find patterns in scattered data allowing to assign operational rules to meet the goals. The approach is validated on the real data from the industrial grate boiler." @default.
- W2464028504 created "2016-07-22" @default.
- W2464028504 creator A5035908112 @default.
- W2464028504 creator A5043953455 @default.
- W2464028504 date "2016-01-01" @default.
- W2464028504 modified "2023-09-27" @default.
- W2464028504 title "Evaluation of High Efficiency Operating Rules for Grate-Fired Boilers" @default.
- W2464028504 cites W1995450389 @default.
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- W2464028504 doi "https://doi.org/10.1007/978-3-319-29357-8_23" @default.
- W2464028504 hasPublicationYear "2016" @default.
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