Submitted:
24 July 2025
Posted:
25 July 2025
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Abstract
Keywords:
1. Introduction
2. Methods
2.1. Thermodynamics. Carnot Cycle for Refrigerators
2.2. Key Performance Indicators (KPIs)
2.3. Design of Experiments (DOE)
3. Results and Discussion
-
COP Performance Analysis:
- High COP Values: Runs with the highest COP values include Run 1 and Run 2 (COP = 1.76), Run 11 and Run 12 (COP = 1.74). These configurations generally have lower spacing (), except Run 12 and lower values, indicating that reduced spacing and lower temperature difference enhance COP.
- Low COP Values: The lowest COP values, such as Run 7, Run 8 and Run 24 and (COP = 0.13), are associated with higher spacing (0.15), lower blocking ratios (0.25) and higher , suggesting that extreme values of these factors negatively impact performance. For these cases the impact of the length is minor.
-
Effect of the Blocking Ratio
- Lower Blocking Ratio: Low values of the blocking ratio (B = 0.25) tend to correlate with higher COP values (e.g., Run 1 and Run 2 with COP = 1.76). This indicates that a lowering blocking ratio might enhance the COP performance, by other hand the efficiency, represented by COPR, is not the highest (3%).
- High Blocking Ratio: Higher values of the blocking ratio (B = 0.75) generally result in higher COPR values. For example, Run 13 and Run 14 have some of the highest COPR values, suggesting better performance with a higher blocking ratio.
-
Temperature Gradient Impact ()
- Lower : Lower temperature gradients (e.g., 5 K) are associated with higher COP values and improved performance metrics, see Runs 1, 2, 9, 10, 11, and 12. However, Runs 13 and 14 with = 15 K show better COPC and COPR values compared to those with lower .
- Higher temperature gradients tend to improve the system’s thermodynamic efficiency, leading to higher COPR value, as shown by Run 14 (COPR = 4.9%), with a blocking ratio of 0.75 and a temperature difference of 15 K.
-
Length () Influence
- Shorter lengths ( m) tend to give higher COP values. Run 1 (COP = 1.76) and run 10 (COP = 1.28), which have shorter lengths, show higher efficiency compared to Runs with longer lengths of m. However, Run 14 shows the highest COPR = 4.9% with a shorter length.
- Longer Lengths ( = 0.15 m) are associated with a mix of higher and lower COP values depending on other factors. For example, Runs 1 and 2 have higher COP values (above 1.0) and lower COPR values (3.0 respectively) despite having shorter lengths, indicating that the effect of may be context-dependent.
-
Effectiveness of COPC and COPR
- Higher COPC values are typically observed with lower temperature For these cases the effect of the other parameters is minor.
- The Relative COP (COPR) values, which compare the actual system COP to the theoretical Carnot limit, show higher percentages for Runs with higher temperature gradients. This highlights that achieving closer-to-theoretical performance is easier when the temperature difference is maximized, as seen in Run 13 and Run 14.
-
Optimal Configuration
- High COP: Runs with configurations such as Runs 1 and 2 (COP = 1.76, = 0.05, = 5 K) exhibit the highest COP values.
- High COPC: Configurations with a higher mean temperature difference and smaller spacing, such as Runs 13 and 14 exhibit not the highest COPC values.
- High COPR: Runs with a higher mean temperature difference and smaller spacing generally yield higher COPR values. For instance, Run 13 and 14 have the highest COPR of 4.9.
-
Trade-offs Between Factors
- Spacing vs. Temperature Gradient: Reducing spacing () and increasing generally improve performance metrics. However, adjustments in spacing should be balanced with temperature gradient considerations to avoid performance drops.
- Temperature Gradient: Reducing to 5 K consistently improves COP performance across Runs, suggesting that this is one of the most important factors in improving system efficiency. However increasing to 15 K consistently improves COPR performance across Runs.
- Length of Stack (): Shorter stacks lead to higher COP and COPR values, indicating that reducing the length for heat transfer improves performance.
- Carnot Efficiency vs. Actual COP: The system performs closer to its theoretical limit when the temperature difference is maximized.
4. Conclusions
Funding
Acknowledgments
References
- Rott, N. , "Thermoacoustics" Advances in Applied Mechanics vol. 20, 1980.
- Kamil, M.Q.; Yahya, S.G.; Azzawi, I.D.J. Design methodology of standing-wave thermoacoustic refrigerator: theoretical analysis. Int. J. Air-Cond. Ref. 2023, 31, 7. [Google Scholar] [CrossRef]
- Peredo Fuentes, H.; Escalante Velazquez, C. A. Quantitative and Qualitative Analysis of Main Effects and Interaction Parameters in Thermoacoustic Refrigerators Performance. Preprints 2024, 2024090658. [Google Scholar] [CrossRef]
- Tijani MEH. Loudspeaker-driven thermo-acoustic refrigeration. Ph.D. thesis, unpublished, Eindhoven University of Technology, 2001.
- M.E.H Tijani, J.C. M.E.H Tijani, J.C.H Zeegers, A.T.A.M de Waele, Design of thermoacoustic refrigerators. Cryogenics 2002, 42, 49–57. [Google Scholar] [CrossRef]
- Montgomery, D.C. Design and analysis of experiments; John Wiley & Sons, 2000. [Google Scholar]
- Minitab 19 Statistical Software, 2010, Computer software, State Collage, PA:Minitab, Inc. www.minitab.com.


| Factor | Name | Level | Units |
| Low - High | |||
| A | Drive Ratio (D) | 1 3 | % |
| B | Stack Position () | 0.05 0.15 | m |
| C | Temperature () | 5 15 | °K |
| D | Blocking Ratio (B) | 0.25 0.75 | N/A |
| E | Regenerator length () | 0.05 0.15 | m |
| Factors | A | B | C | D | E | |||||
| Name | D | B | COP | COPC | COPR | COPR(%) | ||||
| Units | % | m | °K | N/A | m | °K | ||||
| Run | ||||||||||
| 15 | 1 | 0.15 | 15 | 0.75 | 0.05 | 0.59 | 283.15 | 18.87 | 0.0312 | 3.1 |
| 30 | 3 | 0.05 | 15 | 0.75 | 0.15 | 0.45 | 283.15 | 18.87 | 0.0238 | 2.4 |
| 25 | 1 | 0.05 | 5 | 0.75 | 0.15 | 0.48 | 293.15 | 58.63 | 0.0082 | 0.8 |
| 10 | 3 | 0.05 | 5 | 0.75 | 0.05 | 1.28 | 293.15 | 58.63 | 0.0218 | 2.2 |
| 16 | 3 | 0.15 | 15 | 0.75 | 0.05 | 0.59 | 283.15 | 18.87 | 0.0316 | 3.1 |
| 27 | 1 | 0.15 | 5 | 0.75 | 0.15 | 0.88 | 293.15 | 58.63 | 0.0150 | 1.5 |
| 3 | 1 | 0.15 | 5 | 0.25 | 0.05 | 0.40 | 293.15 | 58.63 | 0.0068 | 0.7 |
| 21 | 1 | 0.05 | 15 | 0.25 | 0.15 | 0.60 | 283.15 | 18.87 | 0.0318 | 3.2 |
| 19 | 1 | 0.15 | 5 | 0.25 | 0.15 | 0.40 | 293.15 | 58.63 | 0.0068 | 0.7 |
| 1 | 1 | 0.05 | 5 | 0.25 | 0.05 | 1.76 | 293.15 | 58.63 | 0.0300 | 3.0 |
| 11 | 1 | 0.15 | 5 | 0.75 | 0.05 | 1.74 | 293.15 | 58.63 | 0.0297 | 3.0 |
| 8 | 3 | 0.15 | 15 | 0.25 | 0.05 | 0.13 | 283.15 | 18.87 | 0.0069 | 0.7 |
| 26 | 3 | 0.05 | 5 | 0.75 | 0.15 | 0.49 | 293.15 | 58.63 | 0.0083 | 0.8 |
| 12 | 3 | 0.15 | 5 | 0.75 | 0.05 | 1.74 | 293.15 | 58.63 | 0.0297 | 3.0 |
| 13 | 1 | 0.05 | 15 | 0.75 | 0.05 | 0.93 | 283.15 | 18.87 | 0.0493 | 4.9 |
| 23 | 1 | 0.15 | 15 | 0.25 | 0.15 | 0.13 | 283.15 | 18.87 | 0.0069 | 0.7 |
| 29 | 1 | 0.05 | 15 | 0.75 | 0.15 | 0.45 | 283.15 | 18.87 | 0.0238 | 2.4 |
| 22 | 3 | 0.05 | 15 | 0.25 | 0.15 | 0.60 | 283.15 | 18.87 | 0.0318 | 3.2 |
| 28 | 3 | 0.15 | 5 | 0.75 | 0.15 | 0.89 | 293.15 | 58.63 | 0.0152 | 1.5 |
| 17 | 1 | 0.05 | 5 | 0.25 | 0.15 | 0.89 | 293.15 | 58.63 | 0.0152 | 1.5 |
| 4 | 3 | 0.15 | 5 | 0.25 | 0.05 | 0.40 | 293.15 | 58.63 | 0.0068 | 0.7 |
| 18 | 3 | 0.05 | 5 | 0.25 | 0.15 | 0.89 | 293.15 | 58.63 | 0.0152 | 1.5 |
| 14 | 3 | 0.05 | 15 | 0.75 | 0.05 | 0.93 | 283.15 | 18.87 | 0.0493 | 4.9 |
| 2 | 3 | 0.05 | 5 | 0.25 | 0.05 | 1.76 | 293.15 | 58.63 | 0.0300 | 3.0 |
| 6 | 3 | 0.05 | 15 | 0.25 | 0.05 | 0.61 | 283.15 | 18.87 | 0.0323 | 3.2 |
| 5 | 1 | 0.05 | 15 | 0.25 | 0.05 | 0.61 | 283.15 | 18.87 | 0.0323 | 3.2 |
| 32 | 3 | 0.15 | 15 | 0.75 | 0.15 | 0.58 | 283.15 | 18.87 | 0.0307 | 3.1 |
| 7 | 1 | 0.15 | 15 | 0.25 | 0.05 | 0.13 | 283.15 | 18.87 | 0.0069 | 0.7 |
| 33 | 2 | 0.10 | 10 | 0.50 | 0.10 | 0.89 | 288.15 | 28.82 | 0.0309 | 3.1 |
| 9 | 1 | 0.05 | 5 | 0.75 | 0.05 | 1.28 | 293.15 | 58.63 | 0.0218 | 2.1 |
| 20 | 3 | 0.15 | 5 | 0.25 | 0.15 | 0.40 | 293.15 | 58.63 | 0.0068 | 0.7 |
| 31 | 1 | 0.15 | 15 | 0.75 | 0.15 | 0.59 | 283.15 | 18.87 | 0.0313 | 3.1 |
| 24 | 3 | 0.15 | 15 | 0.25 | 0.15 | 0.13 | 283.15 | 18.87 | 0.0069 | 0.7 |
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