Endpoint temperature prediction of molten steel in RH using improved case-based reasoning
来源期刊:International Journal of Minerals Metallurgy and Materials2013年第12期
论文作者:Kai Feng Hong-bing Wang An-jun Xu Dong-feng He
文章页码:1148 - 1154
摘 要:An improved case-based reasoning(CBR)method was proposed to predict the endpoint temperature of molten steel in Ruhrstahl Heraeus(RH)process.Firstly,production data were analyzed by multiple linear regressions and a pairwise comparison matrix in analytic hierarchy process(AHP)was determined by this linear regression’s coe?cient.The weights of various influencing factors were obtained by AHP.Secondly,the dividable principles of case base including "0-1" and "breakpoint" were proposed,and the case base was divided into several homogeneous parts.Finally,the improved CBR was compared with ordinary CBR,which is based on the even weight and the single base.The results show that the improved CBR has a higher hit rate for predicting the endpoint temperature of molten steel in RH.
Kai Feng1,2,Hong-bing Wang3,An-jun Xu1,2,Dong-feng He1,2
1. School of Metallurgy and Ecology Engineering,University of Science and Technology Beijing2. State Key Laboratory of Advanced Metallurgy,University of Science and Technology Beijing3. School of Computer and Communication Engineering,University of Science and Technology Beijing
摘 要:An improved case-based reasoning(CBR)method was proposed to predict the endpoint temperature of molten steel in Ruhrstahl Heraeus(RH)process.Firstly,production data were analyzed by multiple linear regressions and a pairwise comparison matrix in analytic hierarchy process(AHP)was determined by this linear regression’s coe?cient.The weights of various influencing factors were obtained by AHP.Secondly,the dividable principles of case base including "0-1" and "breakpoint" were proposed,and the case base was divided into several homogeneous parts.Finally,the improved CBR was compared with ordinary CBR,which is based on the even weight and the single base.The results show that the improved CBR has a higher hit rate for predicting the endpoint temperature of molten steel in RH.
关键词: