State-of-the-art review on recent advances in polymer engineering: modeling and optimization through response surface methodology approach

被引:32
作者
Boublia, Abir [1 ]
Lebouachera, Seif El Islam [2 ]
Haddaoui, Nacerddine [1 ]
Guezzout, Zahir [3 ]
Ghriga, Mohammed Abdelfetah [4 ]
Hasanzadeh, Mahdi [5 ]
Benguerba, Yacine [6 ]
Drouiche, Nadjib [7 ]
机构
[1] Univ Ferhat ABBAS Setif 1, Fac Technol, Dept Genie Proc, Lab Physicochim Hauts Polymeres LPCHP, Setif, Algeria
[2] Univ Pau & Pays Adour, UPPA E2S, TotalEnergies, CNRS,LFCR, Allee Parc Montaury, F-64600 Anglet, France
[3] Univ Ferhat ABBAS Setif 1, Unite Rech Sur Mat Emergents Setif URMES, Equipe Valorisat Polymeres, Setif, Algeria
[4] Univ Pau & Pays Adour, Inst Sci Analyt & Physicochim Environm & Mat, UMR 5254, IPREM,CNRS,E2S, 2 Ave P Angot, F-64000 Pau, France
[5] Yazd Univ, Dept Text Engn, Yazd 89195741, Iran
[6] Setif 1 Univ, Dept Proc Engn, Ferhat ABBAS, Fac Technol, Setif 19000, Algeria
[7] Ctr Rech Technol Semicond Energet, Div CCPM, N2,Bd Dr Frantz Fanon,POB 140, Alger Sept Merveilles 16038, Algeria
关键词
Design of experiments; Modeling; Optimization; Response surface methodology; Polymer properties; Manufacturing; Regression; CENTRAL COMPOSITE DESIGN; TRANSESTERIFICATION PROCESS; THERMAL-CONDUCTIVITY; PROCESS PARAMETERS; NANOCOMPOSITES; RSM; DIAMETER; PREDICTION; REMOVAL; DENSITY;
D O I
10.1007/s00289-022-04398-6
中图分类号
O63 [高分子化学(高聚物)];
学科分类号
070305 ; 080501 ; 081704 ;
摘要
Composites, blends, and polymer membranes are all examples of processes that may benefit from response surface methodology (RSM) to optimize material characteristics. RSM is a convenient technique for determining the effect of several variables and their interactions on single or multiple response variables. The theoretical foundations and practical applications of RSM including the advantages and disadvantages of some design models are thoroughly explained. The RSM technique is shown to be relevant for the first time in polymer science and engineering research. We'll divide it into three sections: RSM may be used in some scenarios for polymerization, manufacturing, and evaluating the characteristics of polymers. The paper also compares RSM and other optimization techniques to an artificial neutral network. This review should be beneficial to anyone involved in polymer RSM and optimization.
引用
收藏
页码:5999 / 6031
页数:33
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