Submitted:
16 July 2026
Posted:
17 July 2026
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Abstract
This paper presents an experimental investigation into the flow characteristics and volumetric efficiency (ηvol) of a fixed-displacement external gear pump (GHD 17R) operating under coupled hydraulic parameters. Measurements were performed on a single-circuit hydraulic test rig within rotational speeds of 500–2500 min-1, operating pressures of 2–10 MPa, and fluid temperatures of 30–60 °C using a biodegradable synthetic ester-based hydraulic fluid (48 mm2·s-1 at 40 °C). To handle flow fluctuations caused by structural vibrations around 1250 and 1750 min-1, a 15% trimmed mean statistical filter was successfully implemented. Experimental 3D flow and efficiency maps were constructed using Matlab. To determine the driving factors behind pump performance variation, a sensitivity analysis based on absolute, normalized, and relative significance was proposed and compared against a three-way analysis of variance (ANOVA) effect size model (η2 and partial η2). The relative sensitivity approach identified rotational speed as the dominant parameter for direct hydraulic flow, contributing 95.80%, whereas pressure and temperature contributed 1.88% and 2.32%, respectively. In contrast, when focusing on volumetric efficiency, the proportional impact of speed was removed, revealing a balanced distribution of losses: rotational speed contributed 54.73%, temperature 26.08%, and pressure 19.19%. The three-way ANOVA confirmed that all factors and their interactions had a statistically significant effect (p < 0.05). The minor discrepancies between relative sensitivity and ANOVA effect size (η2 = 10.24% for pressure vs. 3.98% for temperature) were attributed to coupled parameter interactions, which are successfully uncoupled by ANOVA. The findings demonstrate that a concurrent evaluation of both actual flow and volumetric efficiency maps provides critical information for advanced diagnostic, control, and optimization tasks in modern fluid power systems using eco-friendly fluids.
Keywords:
1. Introduction
2. Materials and Methods

3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Parameter | Value |
|---|---|
| Geometric volume Vg | 17.39 cm3 |
| Maximal pressure pmax | 32 MPa |
| Rotational speed range nmin-nmax | 400min-1–3200min-1 |
| Sensor | EVS 3100 | HDA 4700 | ETS 4100 |
|---|---|---|---|
| Measured value | Fluid flow | Fluid pressure | Temperature |
| Range | 6–60 dm3·min-1 | -0.1–40MPa | -25–100 °C |
| Accuracy | ≤ 2% real value | ≤±0.25%FS(±0.1MPa) | ≤ ±0.4%FS (±0.5 °C) |
| Change in parameter | ΔQ | % influence |
ΔX Range |
normalized sensitivity | % normalized sensitivity | |
|---|---|---|---|---|---|---|
| Arithmetic mean | Rotational speed | ΔQavg rpm | 2000 | |||
| Pressure | ΔQavg pres | 8 | ||||
| Temperature | ΔQavg temp | 30 | ||||
| SUM | Σ | 100 | Σ | 100 | ||
| Median | Rotational speed | med (ΔQrpm) | 2000 | |||
| Pressure | med (ΔQpres) | 8 | ||||
| Temperature | med (ΔQtemp) | 30 | ||||
| SUM | Σ | 100 | Σ | 100 | ||
| Trimmean (15%) | Rotational speed | ΔQtrimavg rpm | 2000 | |||
| Pressure | ΔQtrimavg pres | 8 | ||||
| Temperature | ΔQtrimavg temp | 30 | ||||
| SUM | Σ | 100 | Σ | 100 |
| All Q values are in dm3·min-1 | Change in parameter | ΔQ | % ΔQ |
ΔX Range |
% Normalized Sensitivity |
|
|---|---|---|---|---|---|---|
| Hydraulic flow | ||||||
| Arithmetic mean | Rotational speed | 34.95 | 96.92 | 2000 | 0.0175 | 14.88 |
| Pressure | 0.69 | 1.90 | 8 | 0.0858 | 73.10 | |
| Temperature | 0.42 | 1.17 | 30 | 0.0141 | 12.02 | |
| SUM | 36.06 | 100 | 0.1174 | 100 | ||
| Median | Rotational speed | 35.03 | 97.01 | 2000 | 0.0175 | 15.12 |
| Pressure | 0.68 | 1.88 | 8 | 0.0851 | 73.40 | |
| Temperature | 0.40 | 1.11 | 30 | 0.0133 | 11.49 | |
| SUM | 36.11 | 100 | 0.1159 | 100 | ||
| Trimmean (15%) | Rotational speed | 34.95 | 97.10 | 2000 | 0.0175 | 15.70 |
| Pressure | 0.64 | 1.79 | 8 | 0.0806 | 72.37 | |
| Temperature | 0.40 | 1.11 | 30 | 0.0133 | 11.94 | |
| SUM | 36.00 | 100 | 0.1114 | 100 |
| Mean of x | Δ Q | Interval ΔX | RS | % Relative sensitivity | |
|---|---|---|---|---|---|
| Temperature | 45 | 0.42 | 30 | 0.025 | 2.32 |
| Pressure | 6 | 0.69 | 8 | 0.020 | 1.88 |
| Rotational speed | 1500 | 34.95 | 2000 | 1.027 | 95.80 |
| Hydraulic flow | 25.51 | 1.073 | 100.00 |
| All units are in % | Change in parameter | Δη | % Δη |
ΔX Range |
% Normalized Sensitivity |
|
|---|---|---|---|---|---|---|
| Efficiencies | ||||||
| Arithmetic mean | Rotational speed | 8.97 | 62.94 | 2000 | 0.0045 | 0.96 |
| Pressure | 3.14 | 22.06 | 8 | 0.3931 | 83.84 | |
| Temperature | 2.14 | 15.00 | 30 | 0.0713 | 15.20 | |
| SUM | 14.25 | 0.4688 | 100.00 | |||
| Median | Rotational speed | 9.35 | 71.10 | 2000 | 0.0047 | 1.34 |
| Pressure | 2.39 | 18.14 | 8 | 0.2983 | 85.18 | |
| Temperature | 1.42 | 10.77 | 30 | 0.0472 | 13.48 | |
| SUM | 13.16 | 0.3502 | 100.00 | |||
| Trimmean (15%) | Rotational speed | 9.02 | 65.27 | 2000 | 0.0045 | 1.06 |
| Pressure | 2.83 | 20.50 | 8 | 0.3542 | 83.49 | |
| Temperature | 1.97 | 14.23 | 30 | 0.0655 | 15.45 | |
| SUM | 13.82 | 0.4242 | 100.00 |
| Mean of x | Δη | Interval ΔX | % Relative sensitivity | ||
|---|---|---|---|---|---|
| Temperature | 45 | 2.14 | 30 | 0.126 | 26.08 |
| Pressure | 6 | 3.14 | 8 | 0.092 | 19.19 |
| Rotational speed | 1500 | 8.97 | 2000 | 0.264 | 54.73 |
| Flow efficiency | 95.40 | 0.482 | 100.00 |
| Hydraulic flow | |||||||
|---|---|---|---|---|---|---|---|
| Source | SS | d.f. | mean square | F | prob>F | η2 [%] | Partial η2 [%] |
| Pressure | 7.7 | 4 | 1.91 | 64.42 | 0 | 0.034 | 73.33 |
| Temperature | 1.7 | 3 | 0.57 | 19.33 | 0 | 0.008 | 37.78 |
| Rotational speed | 22635 | 8 | 2829.38 | 95310.12 | 0 | 99.926 | 99.99 |
| Pressure x temperature | 0.8 | 12 | 0.07 | 2.26 | 0.0142 | 0.004 | 22.22 |
| Pressure x rot. speed | 1.8 | 32 | 0.06 | 1.9 | 0.0088 | 0.008 | 39.13 |
| Temperature x rot. speed | 1.8 | 24 | 0.08 | 2.53 | 0.0007 | 0.008 | 39.13 |
| Error | 2.8 | 96 | 0.03 | 0.012 | |||
| Total | 22651.7 | 179 | 100.00 |
| Volumetric efficiency | |||||||
|---|---|---|---|---|---|---|---|
| Source | SS | d.f. | mean square | F | prob>F | η2 [%] | Partial η2 [%] |
| Pressure | 158.98 | 4 | 39.744 | 72.48 | 0 | 10.244 | 75.13 |
| Temperature | 61.83 | 3 | 20.608 | 37.58 | 0 | 3.984 | 54.01 |
| Rotational speed | 1065.44 | 8 | 133.18 | 242.86 | 0 | 68.651 | 95.29 |
| Pressure x temperature | 18.86 | 12 | 1.571 | 2.87 | 0.0021 | 1.215 | 26.38 |
| Pressure x rot. speed | 106.03 | 32 | 3.313 | 6.04 | 0 | 6.832 | 66.82 |
| Temperature x rot. speed | 88.19 | 24 | 3.675 | 6.7 | 0 | 5.682 | 62.62 |
| Error | 52.64 | 96 | 0.548 | 3.392 | |||
| Total | 1551.96 | 179 | 100.00 |
| Hydraulic flow | Relative sensitivity[%] | Effect sizeη2 [%] |
| Pressure | 1.88 | 0.034 |
| Temperature | 2.32 | 0.008 |
| Rotational speed | 95.80 | 99.926 |
| Volumetric efficiency | ||
| Pressure | 19.19 | 10.244 |
| Temperature | 26.08 | 3.984 |
| Rotational speed | 54.73 | 68.651 |
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