Central Composite Experimental Designs for Multiple Responses With Different Models

Technometrics ◽  
2019 ◽  
Vol 61 (4) ◽  
pp. 524-532 ◽  
Author(s):  
Wilmina M. Marget ◽  
Max D. Morris
2011 ◽  
Vol 418-420 ◽  
pp. 212-216
Author(s):  
Qing Wang ◽  
Xiao Wang ◽  
Qing Song Zou ◽  
Yuan Yuan Pu ◽  
Shan Chen

The cells of Leuconostoc mesenteroides were immobilized for dextran producing and response surface methodology based on experimental designs were applied to optimize the medium for maximum yield. Eight different medium components were examined for their significance on dextran production using Plackett-Burman factorial design. Na2HPO4, CaCl2and sodium citrate were found to have significant effect on dextran production. The combined effect of these nutrients on dextran production was studied using central composite design. The optimal concentration of variables for maximum dextran production were 0.245 g/100mL of Na2HPO4, 0.05 g/100mL of CaCl2, 0.2084 g/100mL of sodium citrate. The maximum concentration of dextran obtained at 24 h by predicted model was 1.88045 mg/mL that was in perfect agreement with the experimental determined value 1.85395 mg/mL. Dextran yield was over 376% higher as compared to original medium which gave 0.38956 mg/mL of dextran.


1992 ◽  
Vol 69 (7) ◽  
pp. 560 ◽  
Author(s):  
John A. Palasota ◽  
Stanley N. Deming

2021 ◽  
pp. 38-40
Author(s):  
Pusukuri Navya ◽  
Priyarini k ◽  
Tejaswi k ◽  
Prasanthi D

This review determines various optimization techniques which are used commercially for pharmaceutical formulations. A glance on the terminology used in optimization, about the software which is used for design of experiments and information regarding optimization parameters.In this various experimental designs are listed such as Factorial design, fractional factorial design,mixture design, star design, Plackett-Burmann design,Central composite design, Box-Behnken design, Taguchi design, D-Optimal design,sequential optimization design etc.In this it describes about the future scope of the optimization techniques and also various types of experimental designs used for various research works were listed. Thus optimization techniques plays key role in the formulation of various pharmaceutical formulations which brings prots and save time for pharmaceutical industry.


Author(s):  
Mary Iwundu ◽  
Henry Onu

In assessing the preferences of equiradial designs based on design size, axial distance and number of center points in relation to the central composite designs, D-absolute deviation (D-AD) and G-absolute deviation (G-AD) are proposed as new design measures of closeness of experimental designs. Each absolute deviation is positive or zero. The G-absolute deviation is zero or approximately zero at  equals 1 center point. For  greater than 1, G-absolute deviation decreases for increasing values of . On the other hand, the D-absolute deviation decreases as the design size increases. Designs having G-AD values of zero or approximately zero are identical or near identical in G-optimality properties. Also, designs having D-AD values of zero or approximately zero are identical or near identical in D-optimality properties. It is conjecturally hoped that at some increased design size, the equiradial designs and the central composite designs, having same axial or radial distance will coincide (be identical) in their properties, with D-AD value of zero or approximately zero.


2011 ◽  
Author(s):  
◽  
Nazihah Khan

Riboflavin (vitamin B2), an essential water-soluble vitamin is commercially produced because it cannot be synthesized by vertebrates. Although this vitamin is produced chemically, bioproduction is a better option since it is more economical, requires less energy, produces less waste and can use renewable sources. In this study we investigated spent oil from the food and motor industries as alternative cheap carbon sources for the bioproduction of this vitamin. Commercial fungal strains namely; Eremothecium gossypii ATCC 10895, Eremothecium gossypii CBS 109.51, Eremothecium ashbyi CBS 206.58 and the yeast, Candida famata ATCC 20850, as well as a laboratory mutated Eremothecium gossypii EMS 30/1 strain were used. Statistical experimental design using a series of fractional factorial experimental designs was used to optimize the effect of yeast extract, peptone, malt extract, K2HPO4 and MgSO4.7H2O to supplement the used oils for optimum riboflavin production. Response surface methodology based on central composite experimental designs was then applied and together with the point predictions made, production media for both substrates were further optimized. The optimized conditions were then tested with laboratory experiments. Results showed that mutant E. gossypii EMS 30/1 produced the most riboflavin in spent motor oil (20.45 mg.l-1) while Candida famata ATCC 20850 produced the highest concentration (16.99 mg.l-1) in spent vegetable oil. With these strains and using the experimental designs from the fractional factorial experiments, supplemented spent motor and spent vegetable oils produced 66.27 mg.l-1 and 72.50 mg.l-1 riboflavin, respectively. The central composite optimization results showed that 0.18 g.l-1 and 0.45 g.l-1 K2HPO4 and 12.5 g.l-1 malt extract increased the production to 91.88 mg.l-1 and 78.68 mg.l-1 in spent vegetable oil and motor oil respectively. A point prediction from the response surface methodology was used to validate these and it was found that 103.59 mg.l-1 riboflavin was produced by mutant E. gossypii EMS 30/1 using 2.5 g.l-1 yeast extract, 0.5 g.l-1 peptone, 12.5 g.l-1 malt extract, 0.18 g.l-1 K2HPO4 and 0.3 g.l-1 MgSO4.7H2O. After optimizing K2HPO4 in a one-factor-at-a-time experiment, 82.75 mg.l-1 riboflavin was produced by C. famataon v SVO using 6.5 g.l-1 peptone, 12.5 g.l-1 malt extract 0.15 g.l-1 K2HPO4 and 1.75 g.l-1 MgSO4.7H2O. This is a 5.08 and 4.87 fold increase respectively when compared to spent oil prior to optimization. This shows that spent motor oil and mutant E. gossypii produces 103.59 mg.l-1 riboflavin while spent vegetable oil and C. famata produces 82.75 mg.l-1 riboflavin. Hence, E. gossypii can be used to generate riboflavin using spent motor oil and C. famata, using spent vegetable oil.


2013 ◽  
Vol 20 (3) ◽  
pp. 91-106 ◽  
Author(s):  
Rachel Pizarek ◽  
Valeriy Shafiro ◽  
Patricia McCarthy

Computerized auditory training (CAT) is a convenient, low-cost approach to improving communication of individuals with hearing loss or other communicative disorders. A number of CAT programs are being marketed to patients and audiologists. The present literature review is an examination of evidence for the effectiveness of CAT in improving speech perception in adults with hearing impairments. Six current CAT programs, used in 9 published studies, were reviewed. In all 9 studies, some benefit of CAT for speech perception was demonstrated. Although these results are encouraging, the overall quality of available evidence remains low, and many programs currently on the market have not yet been evaluated. Thus, caution is needed when selecting CAT programs for specific patients. It is hoped that future researchers will (a) examine a greater number of CAT programs using more rigorous experimental designs, (b) determine which program features and training regimens are most effective, and (c) indicate which patients may benefit from CAT the most.


2009 ◽  
Vol 00 (00) ◽  
pp. 090721051030036-8
Author(s):  
Jaleh Varshosaz ◽  
Solmaz Ghaffari ◽  
Mohammad Reza Khoshayand ◽  
Fatemeh Atyabi ◽  
Shirzad Azarmi ◽  
...  

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