Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra Chinensis
Experimental results pertaining to natural pharmaceutical complex products (NPCPs) often exhibit large variabilities in their associated response variables. To improve the quality of an NPCP, systemic studies (i.e., statistical analysis and mathematical optimization), including variability analysis...
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doaj-efedd046b492432c956500199e3c28d92020-11-25T03:44:57ZengMDPI AGApplied Sciences2076-34172020-10-01107006700610.3390/app10197006Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra ChinensisHyeon-ae Jang0Sun Young Kim1Yun Young Lim2Jong Lae Lim3Sangmun Shin4Department of Frontier Convergence Engineering, JEONJU University, Jeonju 55069, KoreaDepartment of Botanical Drug, Chong Kun Dang (CKD) pharm research Institute, Yongin-si, Gyeonggi-do 16995, KoreaDepartment of Botanical Drug, Chong Kun Dang (CKD) pharm research Institute, Yongin-si, Gyeonggi-do 16995, KoreaDepartment of Botanical Drug, Chong Kun Dang (CKD) pharm research Institute, Yongin-si, Gyeonggi-do 16995, KoreaDepartment of Industrial and Management Systems Engineering, Dong-A University, Busan 49315, KoreaExperimental results pertaining to natural pharmaceutical complex products (NPCPs) often exhibit large variabilities in their associated response variables. To improve the quality of an NPCP, systemic studies (i.e., statistical analysis and mathematical optimization), including variability analysis and robust optimization, are often required. To this end, a systemic approach for an NPCP development process is proposed by integrating robust design and optimization methodologies. A quality function deployment method can be used to systematically define a standardized manufacturing process and relevant process variables for Chong Kun Dang (CKD)-497. Based on those variables, an experiment is designed using response surface methodology to mathematically estimate the output response functions associated with input variables. In addition, a design space (DS), which can guarantee the quality of an NPCP, is demonstrated by utilizing the overlaid contour plots of the estimated response functions. Finally, a CKD-497 case study is conducted for verification and validation.https://www.mdpi.com/2076-3417/10/19/7006design of experimentreproducibility experimentresponse surface methodologyquality function deploymentnatural substancesAtractylodis Rhizoma Alba |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Hyeon-ae Jang Sun Young Kim Yun Young Lim Jong Lae Lim Sangmun Shin |
spellingShingle |
Hyeon-ae Jang Sun Young Kim Yun Young Lim Jong Lae Lim Sangmun Shin Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra Chinensis Applied Sciences design of experiment reproducibility experiment response surface methodology quality function deployment natural substances Atractylodis Rhizoma Alba |
author_facet |
Hyeon-ae Jang Sun Young Kim Yun Young Lim Jong Lae Lim Sangmun Shin |
author_sort |
Hyeon-ae Jang |
title |
Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra Chinensis |
title_short |
Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra Chinensis |
title_full |
Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra Chinensis |
title_fullStr |
Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra Chinensis |
title_full_unstemmed |
Robust Optimization Approaches for a Natural Pharmaceutical Complex Product of Atractylodes Japonica Koidz and Schisandra Chinensis |
title_sort |
robust optimization approaches for a natural pharmaceutical complex product of atractylodes japonica koidz and schisandra chinensis |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2020-10-01 |
description |
Experimental results pertaining to natural pharmaceutical complex products (NPCPs) often exhibit large variabilities in their associated response variables. To improve the quality of an NPCP, systemic studies (i.e., statistical analysis and mathematical optimization), including variability analysis and robust optimization, are often required. To this end, a systemic approach for an NPCP development process is proposed by integrating robust design and optimization methodologies. A quality function deployment method can be used to systematically define a standardized manufacturing process and relevant process variables for Chong Kun Dang (CKD)-497. Based on those variables, an experiment is designed using response surface methodology to mathematically estimate the output response functions associated with input variables. In addition, a design space (DS), which can guarantee the quality of an NPCP, is demonstrated by utilizing the overlaid contour plots of the estimated response functions. Finally, a CKD-497 case study is conducted for verification and validation. |
topic |
design of experiment reproducibility experiment response surface methodology quality function deployment natural substances Atractylodis Rhizoma Alba |
url |
https://www.mdpi.com/2076-3417/10/19/7006 |
work_keys_str_mv |
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