IEEE Transactions on Industrial Informatics · 2006 · 74 citations · 17 references
EngineeringIndustrial EngineeringMechanical EngineeringCombustionData MiningOptimizationCombustion AnalysisCombustion KineticsCombustion ProcessesData PreprocessingEngine TestingBoiler CombustionBoiler Combustion OptimizationBoiler EfficiencyCombustion Efficiency ImprovementCombustion OptimizationCombustion PerformanceCombustion Performance AnalysisEfficiency Optimization
In this paper, a data-mining approach is applied to optimize combustion efficiency of a coal-fired boiler. The combustion process is complex, nonlinear, and nonstationary. A virtual testing procedure is developed to validate the results produced by the optimization methods. The developed procedure quantifies improvements in the combustion efficiency without performing live testing, which is expensive and time consuming. The ideas introduced in this paper are illustrated with an industrial case study.
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J. R. Quinlan · Machine Learning · 1986 · 14.8K citations · Full text
J. R. Quinlan · Machine Learning · 1986 · 12.4K citations · Full text
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Quinlan · 2003 · 999 citations