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Boiler combustion optimization based on ANN and PSO-Powell algorithm 被引量:1

Boiler combustion optimization based on ANN and PSO-Powell algorithm
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摘要 To improve the thermal efficiency and reduce nitrogen oxides(NOx)emissions in a power plant for energy conservation and environment protection,based on the reconstructed section temperature field and other related parameters,dynamic radial basis function(RBF)artificial neural network(ANN)models for forecasting unburned carbon in fly ash and NOx emissions in flue gas ware developed in this paper,together with a multi-objective optimization system utilizing particle swarm optimization and Powell(PSO-Powell)algorithm.To validate the proposed approach,a series of field tests were conducted in a 350 MW power plant.The results indicate that PSO-Powell algorithm can improve the capability to search optimization solution of PSO algorithm,and the effectiveness of system.Its prospective application in the optimization of a pulverized coal(PC)fired boiler is presented as well. To improve the thermal efficiency and reduce nitrogen oxides (NOx ) emissions in a power plant for energy conservation and environment protection, based on the reconstructed section temperature field and other related parameters, dynamic radial basis function (RBF) artificial neural network (ANN) models for forecasting unburned carbon in fly ash and NO, emissions in flue gas ware developed in this paper, together with a multi-objective optimization system utilizing particle swarm optimization and Powell (PSO-Powell) algorithm. To validate the proposed approach, a series of field tests were conducted in a 350 MW power plant. The results indicate that PSO-Powell algorithm can improve the capability to search optimization solution of PSO algorithm, and the effectiveness of system. Its prospective application in the optimization of a pulverized coal ( PC ) fired boiler is presented as well.
出处 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第2期198-203,共6页 哈尔滨工业大学学报(英文版)
关键词 PSO算法 人工神经网络 粒子群优化 燃烧优化 锅炉 优化系统 径向基函数 boiler combustion ANN PSO-Powell algorithm multi-objective optimization section temperature field
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