Application of Box-Behnken design and response surface methodology for modeling of some Turkish coals

被引:341
作者
Aslan, N. [1 ]
Cebeci, Y. [1 ]
机构
[1] Cumhuriyet Univ, Min Engn Dept, TR-58140 Sivas, Turkey
关键词
Box-Behnken design; response surface methodology; modeling;
D O I
10.1016/j.fuel.2006.06.010
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The aim of our research was to apply Box-Behnken experimental design and response surface methodology for modeling of some Turkish coals. As a base for this study, standard Bond grindability tests were initially done and Bond work indexes (W-i) values were calculated for three Turkish coals. The Box-Behnken experimental design was used to provide data for modeling and the variables of model were Bond work index, grinding time and ball diameter of mill. Coal grinding tests were performed changing these three variables for three size fractions of coals (-3350 + 1700 mu m, -1700 + 710 mu m and -710 mu m). Using these sets of experimental data obtained by mathematical software package (MATLAB 7.1), mathematical models were then developed to show the effect of each parameter and their interactions on product 80% passing size (d(80)). Predicted values of d(80) obtained using model equations were in good agreement with the experimental values of d(80) (R-2 value of 0.96 for -3350 + 1700 mu m, R-2 value of 0.98 for -1700 + 710 mu m and R-2 value of 0.94 for -710 mu m). This study proved that Box-Behnken design and response surface methodology could efficiently be applied for modeling of grinding of some Turkish coals. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:90 / 97
页数:8
相关论文
共 19 条
[1]   Optimization of floc characteristics for treatment of highly turbid water [J].
Annadurai, G ;
Sung, SS ;
Lee, DJ .
SEPARATION SCIENCE AND TECHNOLOGY, 2004, 39 (01) :19-42
[2]   A COMPARISON OF THE BOND METHOD FOR SIZING WET TUMBLING BALL MILLS WITH A SIZE MASS BALANCE SIMULATION-MODEL [J].
AUSTIN, LG ;
BRAME, K .
POWDER TECHNOLOGY, 1983, 34 (02) :261-274
[3]  
Bond FC, 1943, T AM I MIN MET ENG, V153, P362
[4]  
Box G.E.P., 1960, TECHNOMETRICS, V2, P195
[5]   ON THE EXPERIMENTAL ATTAINMENT OF OPTIMUM CONDITIONS [J].
BOX, GEP ;
WILSON, KB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1951, 13 (01) :1-45
[6]  
Box GEP, 1978, STAT EXPT
[7]   Investigation of grindability of diasporic bauxites in dry, aqueous and alkaline media as well as after high pressure crushing [J].
Csoke, B ;
Hatvani, Z ;
Papanastassiou, D ;
Solymár, K .
INTERNATIONAL JOURNAL OF MINERAL PROCESSING, 2004, 74 :S123-S128
[8]   A new approach to Bond grindability and work index: dynamic elastic parameters [J].
Deniz, V ;
Ozdag, H .
MINERALS ENGINEERING, 2003, 16 (03) :211-217
[9]   Doehlert matrix: a chemometric tool for analytical chemistry - review [J].
Ferreira, SLC ;
dos Santos, WNL ;
Quintella, CM ;
Neto, BB ;
Bosque-Sendra, JA .
TALANTA, 2004, 63 (04) :1061-1067
[10]   Application of response surface methodology for predicting weld bead quality in submerged are welding of pipes [J].
Gunaraj, V ;
Murugan, N .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 1999, 88 (1-3) :266-275