Selection of a design for response surface

14th International Conference on Science, Engineering and Technology

自然科学;工业技术

Ranade, Shruti Sunil^1 ; Thiagarajan, Padma^1

School of Biosciences and Technology, Vellore Institute of Technology, Vellore

632014, India^1

关键词: Bayesian information criterion;    Box-Behnken design;    D-optimal designs;    Design-for-response;    Experimental trials;    Multiple comparison test;    Statistical tools;    Statistically significant difference;   

Others  :  https://iopscience.iop.org/article/10.1088/1757-899X/263/2/022043/pdf
DOI  :  10.1088/1757-899X/263/2/022043

来源: IOP

【 摘 要 】

Box-Behnken, Central-Composite, D and I-optimal designs were compared using statistical tools. Experimental trials for all designs were generated. Random uniform responses were simulated for all models. R-square, Akaike and Bayesian Information Criterion for the fitted models were noted. One-way ANOVA and Tukey's multiple comparison test were performed on these parameters. These models were evaluated based on the number of experimental trials generated in addition to the results of the statistical analyses. D-optimal design generated 12 trials in its model, which was lesser in comparison to both Central Composite and Box-Behnken designs. The R-square values of the fitted models were found to possess a statistically significant difference (P