کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
5409293 | 1506546 | 2017 | 40 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Predicting physical properties (viscosity, density, and refractive index) of ternary systems containing 1-octyl-3-methyl-imidazolium bis(trifluoromethylsulfonyl)imide, esters and alcohols at 298.15Â K and atmospheric pressure, using rigorous classificatio
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کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه
شیمی
شیمی تئوریک و عملی
پیش نمایش صفحه اول مقاله
چکیده انگلیسی
With the use of artificial neural networks (ANNs) and gene expression programming (GEP), 362 experimental data of 3 ternary [C8mim][NTf2], ester and alcohol mixtures were mathematically modeled. The ANNs provided a robust multi-target network, suited to use as a part of a computer program, which predicted viscosity, density, and refractive index of the ternary mixtures simultaneously. The GEP models provided five separate correlations, suited to use for hand calculations, to predict viscosity, density, and refractive index separately. A comprehensive error analysis was performed on the proposed models to guarantee their accuracy. To assure quality of the experimental data used in developing the model an outlier detection was conducted using Leverage approach. At the end, by using a sensitivity analysis, the effect of each input parameter was investigated.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Molecular Liquids - Volume 225, January 2017, Pages 778-787
Journal: Journal of Molecular Liquids - Volume 225, January 2017, Pages 778-787
نویسندگان
Mohammad Mesbah, Ebrahim Soroush, Mohammad Rostampour Kakroudi,