北京科技大学学报
北京科技大學學報
북경과기대학학보
JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING
2014年
10期
1335-1340
,共6页
彭犇%唐续龙%勾立争%胡一文%郭敏%张梅
彭犇%唐續龍%勾立爭%鬍一文%郭敏%張梅
팽분%당속룡%구립쟁%호일문%곽민%장매
矿物棉%表面张力%神经网络%预报
礦物棉%錶麵張力%神經網絡%預報
광물면%표면장력%신경망락%예보
mineral wool%surface tension%neural networks%forecasting
表面张力是矿物棉生产的重要参数,直接影响到配料和工艺参数的选择.通过实验测量并建立模型预报系统研究了以高炉渣为主要原料制备矿物棉时熔体的表面张力.首先测量了SiO2(40%~60%)- Al2 O3(5%~20%)- CaO(20%~30%)-MgO(5%)四元系的表面张力,其值处于350~500 mN·m-1之间;然后结合文献报道的表面张力数据,利用人工神经网络技术建立了SiO2(35%~60%)-Al2 O3(5%~20%)-CaO(20%~45%)-MgO(0~10%)四元渣系的表面张力预报模型.该模型对成分范围内的表面张力预报平均误差为9.32%,预报精度较高,可以预报矿物棉熔体成分范围内的表面张力.
錶麵張力是礦物棉生產的重要參數,直接影響到配料和工藝參數的選擇.通過實驗測量併建立模型預報繫統研究瞭以高爐渣為主要原料製備礦物棉時鎔體的錶麵張力.首先測量瞭SiO2(40%~60%)- Al2 O3(5%~20%)- CaO(20%~30%)-MgO(5%)四元繫的錶麵張力,其值處于350~500 mN·m-1之間;然後結閤文獻報道的錶麵張力數據,利用人工神經網絡技術建立瞭SiO2(35%~60%)-Al2 O3(5%~20%)-CaO(20%~45%)-MgO(0~10%)四元渣繫的錶麵張力預報模型.該模型對成分範圍內的錶麵張力預報平均誤差為9.32%,預報精度較高,可以預報礦物棉鎔體成分範圍內的錶麵張力.
표면장력시광물면생산적중요삼수,직접영향도배료화공예삼수적선택.통과실험측량병건립모형예보계통연구료이고로사위주요원료제비광물면시용체적표면장력.수선측량료SiO2(40%~60%)- Al2 O3(5%~20%)- CaO(20%~30%)-MgO(5%)사원계적표면장력,기치처우350~500 mN·m-1지간;연후결합문헌보도적표면장력수거,이용인공신경망락기술건립료SiO2(35%~60%)-Al2 O3(5%~20%)-CaO(20%~45%)-MgO(0~10%)사원사계적표면장력예보모형.해모형대성분범위내적표면장력예보평균오차위9.32%,예보정도교고,가이예보광물면용체성분범위내적표면장력.
Surface tension is one of the major parameters for mineral wool production, and it may influence burdening and processing parameter selection. The surface tension of melts for mineral wool production using blast furnace slag as a major material was systematically investigated by experiment measurements and model forecasting. Firstly, a series of surface tension values of SiO2 (40%-- 60%)--Al2 O3 (5%--20%)--CaO(20%--30%)--MgO(5%) quaternary systems were measured, and they showed in the range of 350 to 500 mN·m-1 . Then in combination with data from reports in literature, an artificial neural network (ANN) model was constructed to calculate the surface tension of melts in an extension system of SiO2 (35%--60%)--Al2 O3 (5%--20%)--CaO(20%--45%)--MgO(0-- 10%). The average error of the developed model is 9. 32%, proving a higher accuracy for predicting the surface tension of those melts in the extension system.