Optimization and Kinetic Study of Palmitic Acid Esterification with Subcritical Methanol via Response Surface Methodology
Abstract
1. Introduction
2. Materials and Methods
2.1. Material
2.2. The Esterification Reaction of Palmitic Acid and Methanol
2.3. Product Analysis
2.4. Experimental Design of Surface Response Method
3. Results and Discussion
3.1. Effects of Different Reaction Parameters on the Esterification of Methanol and Palmitic Acid
3.1.1. Effects of Reaction Temperature on the Esterification of Methanol and Palmitic Acid
3.1.2. Effects of Residence Time on the Esterification of Methanol and Palmitic Acid
3.1.3. Effects of the Molar Ratio of Methanol and Palmitic Acid on Their Esterification
3.2. Response Surface Method Modeling and Variance Analysis
3.2.1. The Impact of a Single Factor on the Esterification of Methanol and Palmitic Acid
3.2.2. The Surface Response Analysis of Two Factors on the Esterification of Methanol and Palmitic Acid
3.3. Establishment of the Kinetic Model
4. Conclusions
- (1)
- In the esterification reaction of methanol and palmitic acid, the conversion rate of palmitic acid first increased and then remained unchanged with the increasing reaction temperature, which reached complete conversion at 225 °C but decreased above 275 °C. It first increased and then changed slightly with increasing residence time, obtaining a maximum value of 94.92% at 60 min. It first increased and then decreased with the increasing molar ratio of methanol to palmitic acid, achieving a maximum value of 85.46% at 15:1.
- (2)
- Both reaction temperature and residence time exhibited a positive correlation with the conversion rate of palmitic acid, while the methanol-to- palmitic acid molar ratio displayed a negative correlation. The relative influence of these factors was determined to follow the order: reaction temperature > residence time > molar ratio. The conversion rate of palmitic acid reached 99.30% under the optimal reaction parameters, which were a reaction temperature of 224 °C, a residence time of 26 min, and a molar ratio of methanol to palmitic acid of 16:1.
- (3)
- Within a temperature range of 175–225 °C, the reaction of palmitic acid with subcritical methanol follows a first-order reaction kinetic model. The activation energy and pre-exponential factor for their esterification reaction are 57.20 kJ/mol and 4.986 × 104, respectively.
- (4)
- The catalyst-free esterification in subcritical methanol presents a promising route for scalable biodiesel production. The absence of catalysts enables a simpler continuous process, such as in tubular reactors, without the need for separation units. Combined with its moderate temperature and lower methanol consumption, this method shows significant potential for reducing energy use and operational costs. These advantages align well with lifecycle carbon reduction and net-zero goals, supporting sustainable biodiesel production.
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Symbols | Variables | Low Level | Central Level | High Level |
|---|---|---|---|---|
| X1 | Reaction temperature (°C) | 175 | 200 | 225 |
| X2 | Residence time (min) | 5 | 25 | 45 |
| X3 | Molar ratio (mol/mol) | 10 | 20 | 30 |
| No. | Reaction Temperature (°C) | Residence Time (min) | Methanol to Palmitic Acid Molar Ratio (mol/mol) | Conversion Rate (%) |
|---|---|---|---|---|
| 1 | 175 | 25 | 30 | 54.13 |
| 2 | 175 | 25 | 10 | 65.81 |
| 3 | 175 | 45 | 20 | 69.36 |
| 4 | 175 | 5 | 20 | 49.78 |
| 5 | 200 | 45 | 30 | 75.17 |
| 6 | 200 | 45 | 10 | 91.17 |
| 7 | 200 | 5 | 30 | 64.87 |
| 8 | 200 | 5 | 10 | 77.62 |
| 9 | 200 | 25 | 20 | 83.17 |
| 10 | 200 | 25 | 20 | 84.16 |
| 11 | 200 | 25 | 20 | 81.83 |
| 12 | 225 | 5 | 20 | 96.23 |
| 13 | 225 | 25 | 10 | 98.01 |
| 14 | 225 | 25 | 30 | 96.06 |
| 15 | 225 | 45 | 20 | 100 |
| Source | Sum of Squares | Degrees of Freedom | Mean Square | F Value | Value Prob > F | |
|---|---|---|---|---|---|---|
| Model | 3513.08 | 9 | 390.34 | 60.17 | 0.0001 | Significant |
| X1 | 2858.44 | 1 | 2858.44 | 440.6 | <0.0001 | |
| X2 | 278.48 | 1 | 278.48 | 42.92 | 0.0012 | |
| X3 | 224.51 | 1 | 224.51 | 34.61 | 0.002 | |
| X1X2 | 62.49 | 1 | 62.49 | 9.63 | 0.0267 | |
| X1X3 | 23.67 | 1 | 23.67 | 3.65 | 0.1144 | |
| X2X3 | 2.64 | 1 | 2.64 | 0.41 | 0.5516 | |
| X12 | 7.85 | 1 | 7.85 | 1.21 | 0.3215 | |
| X22 | 27.98 | 1 | 27.98 | 4.31 | 0.0924 | |
| X32 | 35.32 | 1 | 35.32 | 5.44 | 0.0669 | |
| Residual | 32.44 | 5 | 6.49 | |||
| Lack of Fit | 29.7 | 3 | 9.9 | 7.24 | 0.1238 | Not Significant |
| Pure Error | 2.73 | 2 | 1.37 | |||
| Cor Total | 3545.52 | 14 |
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Luo, J.; Que, Z.; Zhang, K.; Fu, Y.; Cheng, X.; Huang, R.; Shi, J.; Jiang, H.; Ai, X.; Deng, T.; et al. Optimization and Kinetic Study of Palmitic Acid Esterification with Subcritical Methanol via Response Surface Methodology. Reactions 2025, 6, 69. https://doi.org/10.3390/reactions6040069
Luo J, Que Z, Zhang K, Fu Y, Cheng X, Huang R, Shi J, Jiang H, Ai X, Deng T, et al. Optimization and Kinetic Study of Palmitic Acid Esterification with Subcritical Methanol via Response Surface Methodology. Reactions. 2025; 6(4):69. https://doi.org/10.3390/reactions6040069
Chicago/Turabian StyleLuo, Jie, Zhigang Que, Ke Zhang, Yinxuan Fu, Xiaodi Cheng, Rong Huang, Jinming Shi, Haiwei Jiang, Xianbin Ai, Tonghui Deng, and et al. 2025. "Optimization and Kinetic Study of Palmitic Acid Esterification with Subcritical Methanol via Response Surface Methodology" Reactions 6, no. 4: 69. https://doi.org/10.3390/reactions6040069
APA StyleLuo, J., Que, Z., Zhang, K., Fu, Y., Cheng, X., Huang, R., Shi, J., Jiang, H., Ai, X., Deng, T., Qiu, X., & Xu, C. (2025). Optimization and Kinetic Study of Palmitic Acid Esterification with Subcritical Methanol via Response Surface Methodology. Reactions, 6(4), 69. https://doi.org/10.3390/reactions6040069

