Data-Driven Model-Free Adaptive Control of Particle Quality in Drug Development Phase of Spray Fluidized-Bed Granulation Process
Joint Authors
He, Dakuo
Wang, Zhengsong
Zhu, Xu
Luo, Jiahuan
Liang, Yu
Wang, Xu
Source
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-17, 17 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-12-12
Country of Publication
Egypt
No. of Pages
17
Main Subjects
Abstract EN
A novel data-driven model-free adaptive control (DDMFAC) approach is first proposed by combining the advantages of model-free adaptive control (MFAC) and data-driven optimal iterative learning control (DDOILC), and then its stability and convergence analysis is given to prove algorithm stability and asymptotical convergence of tracking error.
Besides, the parameters of presented approach are adaptively adjusted with fuzzy logic to determine the occupied proportions of MFAC and DDOILC according to their different control performances in different control stages.
Lastly, the proposed fuzzy DDMFAC (FDDMFAC) approach is applied to the control of particle quality in drug development phase of spray fluidized-bed granulation process (SFBGP), and its control effect is compared with MFAC and DDOILC and their fuzzy forms, in which the parameters of MFAC and DDOILC are adaptively adjusted with fuzzy logic.
The effectiveness of the presented FDDMFAC approach is verified by a series of simulations.
American Psychological Association (APA)
Wang, Zhengsong& He, Dakuo& Zhu, Xu& Luo, Jiahuan& Liang, Yu& Wang, Xu. 2017. Data-Driven Model-Free Adaptive Control of Particle Quality in Drug Development Phase of Spray Fluidized-Bed Granulation Process. Complexity،Vol. 2017, no. 2017, pp.1-17.
https://search.emarefa.net/detail/BIM-1142948
Modern Language Association (MLA)
Wang, Zhengsong…[et al.]. Data-Driven Model-Free Adaptive Control of Particle Quality in Drug Development Phase of Spray Fluidized-Bed Granulation Process. Complexity No. 2017 (2017), pp.1-17.
https://search.emarefa.net/detail/BIM-1142948
American Medical Association (AMA)
Wang, Zhengsong& He, Dakuo& Zhu, Xu& Luo, Jiahuan& Liang, Yu& Wang, Xu. Data-Driven Model-Free Adaptive Control of Particle Quality in Drug Development Phase of Spray Fluidized-Bed Granulation Process. Complexity. 2017. Vol. 2017, no. 2017, pp.1-17.
https://search.emarefa.net/detail/BIM-1142948
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1142948