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Data-Driven Prediction of Sintering Burn-Through Point Based on Novel Genetic Programming 被引量:3

Data-Driven Prediction of Sintering Burn-Through Point Based on Novel Genetic Programming
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摘要 An empirical dynamic model of burn-through point(BTP)in sintering process was developed.The K-means clustering was used to feed distribution according to the cold bed permeability,which was estimated by the superficial gas velocity in the cold stage.For each clustering,a novel genetic programming(NGP)was proposed to construct the empirical model of the waste gas temperature and the bed pressure drop in the sintering stage.The least square method(LSM)and M-estimator were adopted in NGP to improve the ability to compute and resist disturbance.Simulation results show the superiority of the proposed method. An empirical dynamic model of burn-through point(BTP)in sintering process was developed.The K-means clustering was used to feed distribution according to the cold bed permeability,which was estimated by the superficial gas velocity in the cold stage.For each clustering,a novel genetic programming(NGP)was proposed to construct the empirical model of the waste gas temperature and the bed pressure drop in the sintering stage.The least square method(LSM)and M-estimator were adopted in NGP to improve the ability to compute and resist disturbance.Simulation results show the superiority of the proposed method.
出处 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2010年第12期1-5,10,共6页 钢铁研究学报(英文版)
基金 Sponsored by National Natural Science Foundation of China(60736021,21076179) National High-Technologies Research and Development Program of China(863 Program)(2006AA04Z184,2007AA041406) Key Technologies Research and Development Program of Zhejiang Province of China(2006C11066,2006C31051) Natural Science Foundation of Zhejiang Province of China(Y4080339)
关键词 burn-through point genetic programming K-means clustering burn-through point genetic programming K-means clustering
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