Numerical Simulation and Experimental Study of the Extrusion Process in Additive Manufacturing for High-Viscosity and High-Solid-Content Multi-Component Energetic Materials
Abstract
1. Introduction
2. Fundamental Theories and Constitutive Models
2.1. Computational Governing Equations
- (1)
- Mass Continuity Equation
- (2)
- Momentum Equation
- (3)
- Energy Equation
2.2. Material Constitutive Model
- (1)
- Comparison of Classic Rheological Models
- (2)
- Optimization and Application of the HBP Model
- (3)
- Adaptation of Model Parameters
3. Simulation Calculation and Result Analysis
3.1. Establishment of Simulation Model
- (1)
- Three-dimensional model establishment
- (2)
- Mesh generation
- (3)
- Boundary condition setting
- (a)
- Smooth region boundary conditions
- (b)
- Rotating Screw Motion Setup
- (4)
- PBX Explosive Material Parameter Configuration
3.2. Analysis of Simulation Results
3.2.1. Conical Screws
- (1)
- Analysis of pressure field
- ①
- At 1.5 mm screw clearance, the maximum pressure in the barrel reaches 68.9 MPa;
- ②
- When conical screw clearance increases to 2 mm, the maximum pressure in the barrel rapidly decreases to 4.10 MPa;
- ③
- As clearance further increases to 2.5 mm and 3 mm, the maximum pressures drop to 3.61 MPa and 3.39 MPa, respectively.
- ①
- In the front section, pressure progressively increases due to progressively smaller screw channel volume and an increasingly larger material compression ratio, consequently elevating pressure.
- ②
- Upon reaching the metering zone, barrel pressure peaks but ceases to rise because screw channel depth remains constant.
- (2)
- Shear rate field analysis
- ①
- At 1.5 mm conical screw clearance, maximum shear rate = 2602 s−1;
- ②
- At 2.0 mm conical screw clearance, maximum shear rate = 3161 s−1;
- ③
- At 2.5 mm conical screw clearance, maximum shear rate = 3754 s−1;
- ④
- At 3.0 mm conical screw clearance, maximum shear rate = 4016 s−1.
3.2.2. Cylindrical Screw
- (1)
- Analysis of pressure field
- ①
- At 1.5 mm clearance, peak pressure = 63.02 MPa;
- ②
- At 2.0 mm clearance, peak pressure rapidly decreases to 5.27 MPa;
- ③
- At 2.5 mm clearance, peak pressure = 3.23 MPa;
- ④
- At 3.0 mm clearance, peak pressure merely reaches 2.36 MPa.
- (2)
- Shear rate field analysis
- ①
- At 1.5 mm clearance, maximum shear rate = 937.3 s−1;
- ②
- At 2.0 mm clearance, maximum shear rate = 1184 s−1;
- ③
- At 2.5 mm clearance, maximum shear rate = 1824 s−1;
- ④
- At 3.0 mm clearance, maximum shear rate = 2164 s−1.
3.2.3. Analysis of Simulation Result
3.2.4. Pressure–Shear Rate Synergy Analysis and Experimental Correlation
- (1)
- Definition of Safe Processing Thresholds for Energetic Materials
- (2)
- Pressure–Shear Rate Synergy Analysis Under Different Screw Clearances
- (3)
- Indirect Validation Correlation between Simulation and Experiment
- (4)
- Comparison of Extrusion Stability between Simulation and Experiment
- (5)
- Analysis Conclusion
4. Experimental Design and Result Analysis
4.1. Dual-Head Printing Equipment and System Design
- (1)
- Structural framework of additive manufacturing equipment for energetic materials
- (2)
- Three-axis motion platform design
- (3)
- Molding system design
- (4)
- Design of Two-Level Cross-Sectional Screw Extrusion System
4.2. Double-Nozzle Printing Experiment
- (1)
- Study on the optimal parameters for material kneading
- (a)
- Experimental System Configuration
- (b)
- Experimental object and research content
- (c)
- Study on the optimal parameters for material kneading
- (2)
- Study on the optimal speed matching of the vertical–horizontal two-stage screws.
- (a)
- Conveying principle of the two-stage screws.
- (b)
- Key significance of speed matching
- (c)
- Experimental design and determination of optimal parameters
- (d)
- Analysis of printed filament dimensions and path optimization
5. Conclusions
- Screw Structure Optimization: By comparing the pressure fields and shear rate fields of tapered and cylindrical screws, the cylindrical screw with a 3 mm clearance was determined as the optimal solution. Its minimum value of maximum pressure (2.36 MPa) is significantly lower than that of the tapered screw (3.39 MPa), with the pressure fluctuation amplitude reduced by 30%. At a 1.5 mm clearance, its maximum shear rate (937.3 s−1) is only 36% of that of the tapered screw (2602 s−1), which is more compliant with the safety threshold requirements of energetic materials. Additionally, the constant clearance design avoids the intensified backflow of the tapered screw caused by diameter variation, thereby improving the stability of material conveying.
- Process Parameter Optimization: The optimal kneading and extrusion parameters were clarified. When the Z-shaped stirring paddle operates at a kneading speed of 25 rpm for 3 h, the solid content of the slurry is close to 70%, with a maximum deviation of only 0.6% and optimal uniformity (RSD = 0.89%). During extrusion, a 1.55 mm nozzle diameter combined with a horizontal screw (feeding) speed of 5 rpm and a vertical screw (extrusion) speed of 7 rpm in the “starved feeding” mode enables continuous and stable filament formation of the slurry. This controls the system pressure fluctuation within ±0.3 MPa.
- Equipment and Molding Verification: A dual-nozzle, horizontal–vertical two-stage screw extrusion equipment was designed, integrating explosion-proof, precise temperature control, and a three-dimensional motion platform. Successful molding of complex-shaped PBX charges (e.g., hollow circular structures and internal five-pointed star structures) was achieved, verifying the equipment’s advantages in safety control, precision control, and adaptability to complex structures. This lays a theoretical and technical foundation for the engineering application of additive manufacturing for energetic materials.
6. Discussion
- Verification of Model Applicability: The Herschel–Bulkley–Papanastasiou (HBP) model can effectively describe the non-Newtonian fluid characteristics (yield stress, shear-thinning) of energetic slurries. Its parameters (e.g., τy = 250 Pa; m = 5.0 s) were obtained by fitting the rheological experimental data, which are highly consistent with the simulation and experimental results. The conclusion predicted by the Bingham model that “shear-thinning dominates the flow” was also verified by experiments, confirming the applicability of both models in the extrusion simulation of high-solid-content energetic materials.
- Analysis of Key Influence Mechanisms: When the horizontal screw speed is greater than or equal to the vertical screw speed, material accumulation is likely to cause flow channel blockage and a sudden increase in extrusion pressure. However, the matching relationship of “horizontal speed slightly lower than vertical speed” can avoid this problem, essentially balancing the material conveying rate and extrusion rate. The higher pressure increase slope of the high-solid-content slurry stems from enhanced energy dissipation caused by increased collision and friction between particles, providing a theoretical basis for the adaptive adjustment of subsequent process parameters.
- Research Limitations: The simulation did not couple the microscopic thermal decomposition reactions of energetic materials, which may cause it to underestimate the flow resistance at high temperatures. In situ measurement technology was not used in the experiments to obtain the local velocity distribution inside the nozzle, limiting the verification of particle movement details. Additionally, slurry residue still exists during layer-switching printing, requiring further extrusion rate and path switching timing optimization.
- Future Research Directions: Subsequent studies can develop in situ flow field measurement technology for energetic materials to accurately capture the microscopic characteristics of material conveying and extrusion. A “flow heat transfer reaction” multi-field coupled simulation model should be established to improve safety prediction accuracy. Furthermore, optimizing equipment structure and process parameters to expand the composite molding capability of multi-component energetic materials will promote the industrial implementation of the technology.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Zero Shear Viscosity (η0/Pa.s) | Infinite Shear Viscosity (η∞/Pa.s) | Stress Relaxation Time (λ/s) | Non-Newtonian Index (n) | Melt Density (/g/cm3) | Yield Stress (τy) | Yield Stress Relaxation Coefficient (m) |
|---|---|---|---|---|---|---|
| 46249 | 1.507 | 0.0607 | 0.59784 | 1.54 | 250 | 5.0 |
| Boundary Type | Key Parameter | Value | Unit |
|---|---|---|---|
| Inlet | Volumetric Flow Rate | 100 | mm3/s |
| Outlet | Normal Force (fn) | 0.2 | N |
| Outlet | Exit Pressure (Converted Value) | 0.106 | MPa |
| Outlet | Tangential Force (fs) | 0 | N |
| Inner Wall of Flow Channel (at the minor diameter of the screw) | Rotational Speed | 30 | rpm |
| Inner Wall of Flow Channel (at the minor diameter of the screw) | Motion Mode | No-slip | - |
| Outer Wall of Flow Channel (inner surface of the barrel) | Normal Velocity (vn) | 0 | mm/s |
| Outer Wall of Flow Channel (inner surface of the barrel) | Tangential Velocity (vs) | 0 | mm/s |
| Serial No. | Screw Type | Screw Clearance (mm) | Characteristic Cross-Section | Average Pressure (MPa) | Pressure Standard Deviation (MPa) | Pressure Coefficient of Variation CV (%) | Pressure Range Rp (MPa) | Pressure Relative Fluctuation Degree δP (%) |
|---|---|---|---|---|---|---|---|---|
| 1 | Tapered | 1.5 | S0 | 65.23 | 4.89 | 7.50 | 18.62 | 8.92 |
| 2 | Tapered | 1.5 | S5 | 58.76 | 3.72 | 6.33 | 14.25 | 8.92 |
| 3 | Tapered | 1.5 | Sout | 52.31 | 2.98 | 5.70 | 11.36 | 8.92 |
| 4 | Tapered | 2.0 | S0 | 3.98 | 0.21 | 5.28 | 0.87 | 6.45 |
| 5 | Tapered | 2.0 | S5 | 3.56 | 0.17 | 4.78 | 0.72 | 6.45 |
| 6 | Tapered | 2.0 | Sout | 3.12 | 0.13 | 4.17 | 0.59 | 6.45 |
| 7 | Tapered | 2.5 | S0 | 3.52 | 0.15 | 4.26 | 0.68 | 5.18 |
| 8 | Tapered | 2.5 | S5 | 3.21 | 0.12 | 3.74 | 0.55 | 5.18 |
| 9 | Tapered | 2.5 | Sout | 2.89 | 0.10 | 3.46 | 0.48 | 5.18 |
| 10 | Tapered | 3.0 | S0 | 3.31 | 0.11 | 3.32 | 0.52 | 4.36 |
| 11 | Tapered | 3.0 | S5 | 3.05 | 0.09 | 2.95 | 0.45 | 4.36 |
| 12 | Tapered | 3.0 | Sout | 2.78 | 0.08 | 2.88 | 0.41 | 4.36 |
| 13 | Cylindrical | 1.5 | S0 | 60.15 | 3.12 | 5.19 | 12.87 | 6.75 |
| 14 | Cylindrical | 1.5 | S5 | 54.82 | 2.45 | 4.47 | 10.33 | 6.75 |
| 15 | Cylindrical | 1.5 | Sout | 49.68 | 1.89 | 3.80 | 8.46 | 6.75 |
| 16 | Cylindrical | 2.0 | S0 | 5.03 | 0.18 | 3.58 | 0.76 | 4.22 |
| 17 | Cylindrical | 2.0 | S5 | 4.56 | 0.14 | 3.07 | 0.62 | 4.22 |
| 18 | Cylindrical | 2.0 | Sout | 4.12 | 0.11 | 2.67 | 0.51 | 4.22 |
| 19 | Cylindrical | 2.5 | S0 | 3.15 | 0.09 | 2.86 | 0.43 | 3.18 |
| 20 | Cylindrical | 2.5 | S5 | 2.92 | 0.07 | 2.40 | 0.37 | 3.18 |
| 21 | Cylindrical | 2.5 | Sout | 2.68 | 0.06 | 2.24 | 0.32 | 3.18 |
| 22 | Cylindrical | 3.0 | S0 | 2.28 | 0.05 | 2.19 | 0.29 | 2.53 |
| 23 | Cylindrical | 3.0 | S5 | 2.15 | 0.04 | 1.86 | 0.25 | 2.53 |
| 24 | Cylindrical | 3.0 | Sout | 2.02 | 0.03 | 1.48 | 0.21 | 2.53 |
| Screw Type | Screw Clearance (mm) | Maximum Pressure Pmax (MPa) | Maximum Shear Rate γmax (s−1) | Pressure Safety Evaluation (≤5 MPa) | Shear Rate Safety Evaluation (≤3000 s−1) | Comprehensive Safety Adaptability |
|---|---|---|---|---|---|---|
| Conical screw | 1.5 | 68.9 | 2602 | no | yes | Unsafe |
| Conical screw | 2.0 | 4.10 | 3161 | yes | no | Unsafe |
| Conical screw | 2.5 | 3.61 | 3754 | yes | no | Unsafe |
| Conical screw | 3.0 | 3.39 | 4016 | yes | no | Unsafe |
| Cylindrical screw | 1.5 | 63.02 | 937.3 | no | yes | Unsafe |
| Cylindrical screw | 2.0 | 5.27 | 1184 | no | yes | Critically Safe |
| Cylindrical screw | 2.5 | 3.23 | 1824 | yes | yes | Safe |
| Cylindrical screw | 3.0 | 2.36 | 2164 | yes | yes | Optimally Safe |
| Serial No. | Rotate Speed/rpm | Time/h | Solid Content at Point 1/% | Solid Content at Point 2/% | Solid Content at Point 3/% | Mean Solid Content (μ, %) | Standard Deviation (S, %) | Relative Standard Deviation (RSD, %) |
|---|---|---|---|---|---|---|---|---|
| 1 | 15 | 1 | 62.4 | 77.5 | 64.2 | 68.03 | 8.25 | 12.13 |
| 2 | 15 | 2 | 64.7 | 75.1 | 67.3 | 69.03 | 5.05 | 7.32 |
| 3 | 15 | 3 | 67.5 | 72.2 | 68.8 | 69.50 | 2.36 | 3.40 |
| 4 | 20 | 1 | 65.2 | 73.9 | 63.7 | 67.60 | 5.20 | 7.69 |
| 5 | 20 | 2 | 65.8 | 71.5 | 65.9 | 67.73 | 3.08 | 4.55 |
| 6 | 20 | 3 | 68.3 | 70.4 | 68.6 | 69.10 | 1.10 | 1.59 |
| 7 | 25 | 1 | 66.3 | 72.4 | 65.3 | 68.00 | 3.61 | 5.31 |
| 8 | 25 | 2 | 68.5 | 71.3 | 69.1 | 69.63 | 1.40 | 2.01 |
| 9 | 25 | 3 | 69.4 | 70.6 | 69.7 | 69.90 | 0.62 | 0.89 |
| Serial No. | Spray Head Diameter/mm | Lateral Rotational Speed/rpm | Longitudinal Rotational Speed/rpm | Continuity | Phenomenal Description |
|---|---|---|---|---|---|
| 1 | 1 | 5 | 4.5 | 1 h | Over-saturation; sticky material at the nozzle; high pressure |
| 2 | 1 | 5 | 5 | 1.5 h | Pressure is unstable and the discharge is fluctuating |
| 3 | 1 | 5 | 5.5 | >3 h | Stable filament extrusion; stable extrusion pressure |
| 4 | 1 | 7 | 6 | 0.5 h | Over-saturation; sticky material at the nozzle; high pressure |
| 5 | 1 | 7 | 7 | 1 h | Pressure is unstable and the discharge is fluctuating |
| 6 | 1 | 7 | 8 | >3 h | Stable filament extrusion; stable extrusion pressure |
| 7 | 1.55 | 10 | 8 | 1 h | Over-saturation; sticky material at the nozzle; high pressure |
| 8 | 1.55 | 10 | 10 | 2 h | Pressure is unstable and the discharge is fluctuating |
| 9 | 1.55 | 10 | 12 | >3 h | Stable filament extrusion; stable extrusion pressure |
| 10 | 1.55 | 14 | 12 | 1 h | Over-saturation; sticky material at the nozzle; high pressure |
| 11 | 1.55 | 14 | 14 | 2 h | Pressure is unstable and the discharge is fluctuating |
| 12 | 1.55 | 14 | 16 | >3 h | Stable filament extrusion; stable extrusion pressure |
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Zhang, D.; Ji, S.; Zhao, J.; Du, J.; Dai, H.; Sun, S.; Guo, K. Numerical Simulation and Experimental Study of the Extrusion Process in Additive Manufacturing for High-Viscosity and High-Solid-Content Multi-Component Energetic Materials. Micromachines 2026, 17, 172. https://doi.org/10.3390/mi17020172
Zhang D, Ji S, Zhao J, Du J, Dai H, Sun S, Guo K. Numerical Simulation and Experimental Study of the Extrusion Process in Additive Manufacturing for High-Viscosity and High-Solid-Content Multi-Component Energetic Materials. Micromachines. 2026; 17(2):172. https://doi.org/10.3390/mi17020172
Chicago/Turabian StyleZhang, Dashun, Shijun Ji, Ji Zhao, Juan Du, Handa Dai, Suhui Sun, and Ke Guo. 2026. "Numerical Simulation and Experimental Study of the Extrusion Process in Additive Manufacturing for High-Viscosity and High-Solid-Content Multi-Component Energetic Materials" Micromachines 17, no. 2: 172. https://doi.org/10.3390/mi17020172
APA StyleZhang, D., Ji, S., Zhao, J., Du, J., Dai, H., Sun, S., & Guo, K. (2026). Numerical Simulation and Experimental Study of the Extrusion Process in Additive Manufacturing for High-Viscosity and High-Solid-Content Multi-Component Energetic Materials. Micromachines, 17(2), 172. https://doi.org/10.3390/mi17020172
