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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Main Authors: Hyeon-ae Jang, Sun Young Kim, Yun Young Lim, Jong Lae Lim, Sangmun Shin
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/19/7006
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spelling 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
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