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Lv H, Liu N, Tian D, et al. Circuit-based neural network models for estimating the solubility of diosgenin[J]. Chemical Engineering Communications,
2019: 1-13.

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2Â¥: Originally posted by baiyuefei at 2020-06-29 13:45:48
Circuit-based neural network models for estimating the solubility of diosgenin
×÷Õß:Lv, HC (Lv, Huichao) ; Liu, NN (Liu, Nana) ; Tian, DY (Tian, Dayong) ; Zeng, YW (Zeng, Yuwen) ; Li, BL (Li, Baoli) ...

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Circuit-based neural network models for estimating the solubility of diosgenin
×÷Õß:Lv, HC (Lv, Huichao)[ 1 ] ; Liu, NN (Liu, Nana)[ 1 ] ; Tian, DY (Tian, Dayong)[ 1 ] ; Zeng, YW (Zeng, Yuwen)[ 1 ] ; Li, BL (Li, Baoli)[ 1 ]

CHEMICAL ENGINEERING COMMUNICATIONS

DOI: 10.1080/00986445.2019.1663181

Early access iconÔÚÏß·¢±íÈÕÆÚ: SEP 2019
ÎÄÏ×ÀàÐÍ:Article; Early Access

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Several new circuit-based neural network models were conceived and utilized to estimate the solubility of diosgenin. Six mixed alcohol solvents and a pure solvent (carbon tetrachloride) were selected as the model systems to demonstrate the point of interest. To make full use of the collected solubility data of diosgenin in these solvents, they were categorized into training, testing and validation sets and a 5-fold cross validation was adopted in the buildup of the model. The results of the statistical analysis and the sum of ranking differences method indicate the parallel-serial neural network model gives more accurate description of the solubility data of diosgenin in contrast to other patterns. It also outperforms two empirical equations in terms of calculating accuracy. In addition, this suggested model can exhibit the effect of the changes of the components and their proportions in solvent on the solution behavior of diosgenin correctly.

¹Ø¼ü´Ê
×÷Õ߹ؼü´Ê:Circuit-based neural network; Diosgenin; Solubility; Mixed alcohol solvent; Carbon tetrachloride; Sum of ranking differences

KeyWords Plus:HIGH-PRESSURE; PREDICTION; OPTIMIZATION; ADSORPTION; DENSITY; SYSTEM; WATER; DYES

×÷ÕßÐÅÏ¢
ͨѶ×÷ÕßµØÖ·: Lv, HC (corresponding author)

              Anyang Inst Technol, Sch Chem & Environm Engn, Anyang 455000, Peoples R China.
µØÖ·:

              [ 1 ]‎ Anyang Inst Technol, Sch Chem & Environm Engn, Anyang 455000, Peoples R China
µç×ÓÓʼþµØÖ·:prolvhuichao@126.com

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»ù½ð×ÊÖú»ú¹¹ÏÔʾÏêÇé        ÊÚȨºÅ
National Natural Science Foundation of China

U1404217
Key Science and Technology Project of Henan Province        
172102310166
²é¿´»ù½ð×ÊÖúÐÅÏ¢   
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TAYLOR & FRANCIS INC, 530 WALNUT STREET, STE 850, PHILADELPHIA, PA 19106 USA

Àà±ð / ·ÖÀà
Ñо¿·½Ïò:Engineering

Web of Science Àà±ð:Engineering, Chemical

ÎÄÏ×ÐÅÏ¢
ÓïÑÔ:English

Èë²ØºÅ: WOS:000486174500001

ISSN: 0098-6445

eISSN: 1563-5201

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IDS ºÅ: IY1TL

Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 30

Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 0
2Â¥2020-06-29 13:45:48
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aygxy_lhc

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ÒýÓûØÌû:
2Â¥: Originally posted by baiyuefei at 2020-06-29 13:45:48
Circuit-based neural network models for estimating the solubility of diosgenin
×÷Õß:Lv, HC (Lv, Huichao) ; Liu, NN (Liu, Nana) ; Tian, DY (Tian, Dayong) ; Zeng, YW (Zeng, Yuwen) ; Li, BL (Li, Baoli) ...

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