Optimization of Some Quality Parameters of Functional Pumpkin Puree Enriched with Banana Peel Powder Using Response Surface Methodology
Abstract
1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Response Surface Methodology (RSM) Design
2.3. Preparation and Thermosonication of FPP
2.4. Determination of TPC and DPPH of FPP
2.5. pH, Titratable Acidity (TA), and Color Determination
2.6. Statistical Analysis
3. Results
3.1. Process Modeling of FPP
3.2. Total Phenolic Contents of FPP
3.3. DPPH of FPP
3.4. Effect of Process Variables on pH and Acidity of FPP
3.5. Effect of Process Variables on ΔE of FPP
3.6. Optimization of the Extraction Process
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Run | Independent Variables | Responses | ||||||
---|---|---|---|---|---|---|---|---|
X1 | X2 | X3 | 1 | 2 | 3 | 4 | 5 | |
Sonication Temperature | Sonication Time (min) | BPP (g/100 g) | TPC (mg/100 mL) | DPPH% | pH | Acidity (g/100 g) | Color | |
1 | 40 | 5 | 2 | 209.83 | 72.90 | 5.80 | 0.40 | 3.76 |
2 | 40 | 7.5 | 1 | 182.31 | 67.58 | 5.85 | 0.38 | 3.82 |
3 | 50 | 7.5 | 2 | 199.49 | 83.59 | 6.01 | 0.29 | 4.54 |
4 | 40 | 5 | 2 | 210.98 | 74.05 | 5.78 | 0.39 | 3.76 |
5 | 40 | 10 | 1 | 172.19 | 71.52 | 5.82 | 0.38 | 4.02 |
6 | 60 | 5 | 1 | 175.85 | 64.296 | 6.10 | 0.28 | 5.16 |
7 | 60 | 7.5 | 1 | 170.55 | 67.18 | 6.17 | 0.26 | 5.34 |
8 | 50 | 10 | 1.5 | 183.29 | 75.45 | 6.02 | 0.28 | 4.76 |
9 | 60 | 10 | 2 | 182.34 | 74.71 | 6.25 | 0.22 | 5.73 |
10 | 60 | 5 | 2 | 185.22 | 78.35 | 6.07 | 0.29 | 5.18 |
11 | 60 | 10 | 2 | 180.34 | 74.41 | 6.17 | 0.23 | 5.74 |
12 | 50 | 7.5 | 1 | 175.02 | 68.88 | 5.99 | 0.30 | 4.43 |
13 | 40 | 10 | 2 | 198.80 | 83.39 | 5.80 | 0.31 | 3.97 |
14 | 50 | 5 | 1 | 178.52 | 66.17 | 5.94 | 0.33 | 4.19 |
15 | 40 | 10 | 2 | 199.71 | 83.69 | 5.80 | 0.33 | 3.98 |
16 | 50 | 10 | 1 | 167.52 | 68.59 | 6.02 | 0.30 | 4.87 |
17 | 50 | 10 | 1.5 | 180.89 | 72.05 | 5.99 | 0.31 | 5.02 |
18 | 60 | 5 | 2 | 184.42 | 77.25 | 6.08 | 0.28 | 5.20 |
19 | 40 | 5 | 1 | 181.80 | 64.66 | 5.74 | 0.42 | 3.63 |
20 | 40 | 7.5 | 1.5 | 197.45 | 75.11 | 5.81 | 0.41 | 3.83 |
Factors | TPC | DPPH | pH | Acidity | ΔE |
---|---|---|---|---|---|
Intercept | |||||
β0 | 189.964 **** | 75.324 **** | 5.996 **** | 0.321 **** | 4.559 **** |
Linear | |||||
X1 (β1) | −7.521 **** | −1.555 ** | 0.177 **** | −0.057 **** | 0.805 **** |
X2 (β2) | −4.945 **** | 1.318 * | 0.042 *** | −0.026 **** | 0.241 **** |
X3 (β3) | 10.521 **** | 6.236 **** | −0.001 | −0.011 ** | 0.013 |
Interaction | |||||
X1X2 (β12) | 1.164 | −3.062 **** | 0.023 * | 0.002 | 0.079 ** |
X1X3 (β13) | −3.353 *** | 0.363 | −0.004 | 0.007 | −0.007 |
X2X3 (β23) | 0.802 | 0.358 | −0.006 | −0.009 * | 0.050 * |
Quadratic | |||||
X12 (β11) | −0.026 | −2.217 * | −0.005 | 0.019 * | 0.099 * |
X22 (β22) | −3.420 ** | −2.670 ** | −0.032 * | 0.005 | 0.075 |
X32 (β33) | −2.854 | 0.823 | 0.011 | −0.026 ** | −0.075 |
Model F-value | 91.11 | 35.28 | 72.71 | 57.90 | 185.25 |
p-value | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 |
Mean | 185.82 | 73.19 | 5.96 | 0.320 | 4.55 |
C.V.% | 1.03 | 1.99 | 0.342 | 3.39 | 1.63 |
Adeq. precision | 31.122 | 19.958 | 23.98 | 24.548 | 40.427 |
R2 | 0.988 | 0.970 | 0.985 | 0.981 | 0.981 |
Adjusted R2 | 0.977 | 0.942 | 0.971 | 0.964 | 0.989 |
Predicted R2 | 0.934 | 0.868 | 0.941 | 0.926 | 0.978 |
Std. Dev. | 1.910 | 1.450 | 0.026 | 0.011 | 0.074 |
F-value (Lack of Fit) | 4.810 | 1.960 | 0.092 | 0.878 | 0.670 |
p-value (Lack of Fit) | 0.055 | 0.239 | 0.544 | 0.555 | 0.665 |
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Alhemaid, W.A.; Babiker, E.E.; Mohamed Ahmed, I.A.; Al Juhaimi, F.Y. Optimization of Some Quality Parameters of Functional Pumpkin Puree Enriched with Banana Peel Powder Using Response Surface Methodology. Beverages 2025, 11, 106. https://doi.org/10.3390/beverages11040106
Alhemaid WA, Babiker EE, Mohamed Ahmed IA, Al Juhaimi FY. Optimization of Some Quality Parameters of Functional Pumpkin Puree Enriched with Banana Peel Powder Using Response Surface Methodology. Beverages. 2025; 11(4):106. https://doi.org/10.3390/beverages11040106
Chicago/Turabian StyleAlhemaid, Weiam A., Elfadil E. Babiker, Isam A. Mohamed Ahmed, and Fahad Y. Al Juhaimi. 2025. "Optimization of Some Quality Parameters of Functional Pumpkin Puree Enriched with Banana Peel Powder Using Response Surface Methodology" Beverages 11, no. 4: 106. https://doi.org/10.3390/beverages11040106
APA StyleAlhemaid, W. A., Babiker, E. E., Mohamed Ahmed, I. A., & Al Juhaimi, F. Y. (2025). Optimization of Some Quality Parameters of Functional Pumpkin Puree Enriched with Banana Peel Powder Using Response Surface Methodology. Beverages, 11(4), 106. https://doi.org/10.3390/beverages11040106