TY - JOUR
T1 - Mathematic model for preparing high-purity nanosilica from rice husk with BP neural network
AU - Gu, Dan Ming
AU - Shen, Xiao Dong
AU - Cui, Sheng
PY - 2011/12
Y1 - 2011/12
N2 - To reduce the cost, high-purity nanosilica was obtained by combustion of rice husks pretreated using hydrochloric acid. Major factors affecting the purity of SiO 2 were determined by orthogonal experiment and BP neural network. The SiO 2 was characterized by X-ray diffraction (XRD), Fourier transform infrared spectroscopy (FT-IR), Brunauer-Emmett-Teller (BET) and field emission scanning electron microscopy (FE-SEM). The results showed that the order of major factors was combustion temperature, HCl volume fraction and combustion time, and the optimal preparation parameters were HCl volume fraction of 4.5%, combustion temperature of 697°C and combustion time of 5 h, under which conditions, the content of SiO 2 was 99.45%, while the model value of SiO 2 was 99.58%, the relative error was only 0.13%. The SiO 2 made from rice husk is amorphous with an average particle size of 80 nm, high specific area of 243 m 2/g, narrow pore size distribution of 2~10 nm and an average pore diameter of 5.60 nm.
AB - To reduce the cost, high-purity nanosilica was obtained by combustion of rice husks pretreated using hydrochloric acid. Major factors affecting the purity of SiO 2 were determined by orthogonal experiment and BP neural network. The SiO 2 was characterized by X-ray diffraction (XRD), Fourier transform infrared spectroscopy (FT-IR), Brunauer-Emmett-Teller (BET) and field emission scanning electron microscopy (FE-SEM). The results showed that the order of major factors was combustion temperature, HCl volume fraction and combustion time, and the optimal preparation parameters were HCl volume fraction of 4.5%, combustion temperature of 697°C and combustion time of 5 h, under which conditions, the content of SiO 2 was 99.45%, while the model value of SiO 2 was 99.58%, the relative error was only 0.13%. The SiO 2 made from rice husk is amorphous with an average particle size of 80 nm, high specific area of 243 m 2/g, narrow pore size distribution of 2~10 nm and an average pore diameter of 5.60 nm.
KW - BP neural network
KW - High-purity nanosilica
KW - Orthogonal experiment
KW - Rice husk
UR - http://www.scopus.com/inward/record.url?scp=84857931208&partnerID=8YFLogxK
M3 - 文章
AN - SCOPUS:84857931208
SN - 1005-0299
VL - 19
SP - 22
EP - 27
JO - Cailiao Kexue yu Gongyi/Material Science and Technology
JF - Cailiao Kexue yu Gongyi/Material Science and Technology
IS - 6
ER -