Multi-Scale Chemical Product Design using the Reverse Problem Formulation

被引:0
作者
Solvason, Charles C. [1 ]
Chemmangattuvalappil, Nishanth G. [1 ]
Eden, Mario R. [1 ]
机构
[1] Auburn Univ, Dept Chem Engn, Auburn, AL 36849 USA
来源
20TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING | 2010年 / 28卷
关键词
Reverse problem formulation; Property clustering; Multi-scale design;
D O I
暂无
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The main objective for this research is to extend the reverse problem formulation algorithm to include aspects of multiple length scales, thereby creating a framework where product synthesis, design, and optimization can be achieved with significantly reduced computational time. In order to achieve this objective a centralized framework was developed that combines property clustering with chemometric techniques like principal component analysis (PCA) and partial linear regression onto latent surfaces (PLS) to solve the design problem in a property descriptor sub-domain. Information from the molecular scale on short range order, such as group structure, conformation, and stereoregularity, is combined with information from the mesoscale on long range order, such as the particle size, to design a set of alternative excipients that exhibit superior properties for use in an acetaminophen tablet without the use of parallel, grid, or supercomputing techniques.
引用
收藏
页码:1285 / 1290
页数:6
相关论文
共 11 条
[1]  
EDEN MR, 2004, CHEM ENG P, V43
[2]   Simultaneous process and molecular design - A property based approach [J].
Eljack, Fadwa T. ;
Eden, Mario R. ;
Kazantzi, Vasiliki ;
Qin, Xiaoyun ;
El-Halwagi, Mahmoud A. .
AICHE JOURNAL, 2007, 53 (05) :1232-1239
[3]  
FERMEGLIA M, 2009, COMP CHEM ENG, V33
[4]  
GABRIELSSON J, 2002, J CHEMOMETRICS, V16
[5]  
GANI R, 2002, FLUID PHASE EQUILIBR, P194
[6]   Product and process design for structured products [J].
Hill, M .
AICHE JOURNAL, 2004, 50 (08) :1656-1661
[7]   Multi-block PLS modeling for L-shape data structures with applications to mixture modeling [J].
Muteki, Koji ;
MacGregor, John F. .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2007, 85 (02) :186-194
[8]  
Solvason C.C., 2009, COMP CHEM ENG, V33, P977
[9]  
SOLVASON CC, 2009, COMP AIDED CHEM ENG, V26
[10]  
SOLVASON CC, 2009, I EC RES, V48