In the production of nodular cast iron castings, the complexity of part geometry and the critical requirement for an effective feeding system have historically constrained process engineers to predominantly employ single-layer molding schemes. While functional, these traditional single-layer layouts are often characterized by low yield rates and consequently higher production costs. In today’s fiercely competitive manufacturing landscape, particularly within the automotive supply chain, the optimization of advanced foundry techniques to reduce cost and enhance yield is not merely advantageous but a fundamental condition for sustainable development. This article details the methodology and successful implementation of a double-layer molding process for a specific bracket-type nodular cast iron component. By leveraging a detailed analysis of the product’s structural characteristics, comprehensive simulation, and innovative use of sand cores, we achieved a significant improvement in yield, addressing the core challenges associated with transitioning complex nodular cast iron parts to a double-layer configuration.

The inherent challenges in producing nodular cast iron components stem from its solidification behavior. The expansion associated with graphite nodulization must be carefully managed within a rigid mold to prevent shrinkage defects, necessitating well-designed feeding systems (risers). For parts with complex, three-dimensional geometries, arranging multiple cavities and their requisite risers in a single plane often leads to inefficient use of the flask volume, directly impacting yield. The yield, a key economic indicator, is defined as:
$$ \text{Yield} (\%) = \frac{\text{Total Casting Weight}}{\text{Total Mold Weight}} \times 100 $$
Where “Total Mold Weight” includes the weight of all castings, the gating system, and the feeding risers. The pursuit of higher yield for nodular cast iron parts therefore requires innovative approaches to mold layout.
Product Introduction and Technical Challenges
The subject component is a structural bracket made from EN-GJS-450-10 (equivalent to QT450-10) nodular cast iron. The primary production conditions and product specifications are summarized below.
| Parameter | Specification |
|---|---|
| Molding Line | New ACE-5 Horizontal Flaskless Molding Line |
| Flask Dimensions | 900 mm (L) × 800 mm (W) × 250/230 mm (Cope/Drag Height) |
| Pouring System | Automatic Teapot Ladle Pourer |
| Property | Requirement | Value / Description |
|---|---|---|
| Material Grade | EN-GJS-450-10 | Nodular Cast Iron |
| Dimensions | – | 243 mm × 118 mm × 50 mm |
| Single Casting Weight | – | 2.3 kg |
| Tensile Strength (Rm) | ≥ 450 MPa | To be verified |
| Yield Strength (Rp0.2) | ≥ 310 MPa | To be verified |
| Hardness (HBW) | 160 – 210 | To be verified |
| Nodularity | ≥ 80% | To be verified |
| Elongation (A) | ≥ 10% | To be verified |
| Internal Defects (ASTM E446) | ≤ Level 2 | To be verified |
Initial Process Analysis and Pain Points
A preliminary solidification simulation was conducted on a single casting to identify critical regions. The modulus (V/A ratio) and thermal analysis revealed multiple dispersed hot spots, indicating a high risk of shrinkage porosity. The feeding requirement was analyzed using the Chvorinov’s rule and the necessary feed metal volume. The minimum riser neck modulus $M_n$ must satisfy the condition to remain liquid longer than the casting section it feeds:
$$ M_n \geq 1.2 \times M_c $$
where $M_c$ is the modulus of the casting hot spot. Analysis indicated at least two risers were necessary to feed the isolated thermal centers, as shown in the simulation results (hot spots and predicted shrinkage).
Based on this, an initial single-layer layout was designed for 8 castings per mold. With a total casting weight of $2.3 \times 8 = 18.4$ kg and an estimated total mold weight of 65 kg (including gating and risers), the calculated yield was:
$$ \text{Yield}_{\text{initial}} = \frac{18.4}{65} \times 100 \approx 28.3\% $$
This traditional approach presented two major pain points:
- Mold Integrity: The complex geometry on one face of the casting posed a significant challenge for green sand molding. Thin sand projections were prone to low strength, leading to potential erosion by molten metal, resulting in sand inclusions and casting fins (flash).
- Economic Efficiency: A yield below 30% was economically unfavorable. It represented high specific production costs and low productivity per molding cycle, putting the project at a competitive disadvantage.
Design of the Double-Layer Process and Simulation Validation
Concept of the Double-Layer Layout
A re-evaluation of the component geometry identified its potential for a stacked arrangement. The part is relatively flat, with one side being geometrically simple and the opposite side highly complex. The innovative solution involved stacking two castings atop one another, with their complex faces facing each other. The space between these complex faces is created by a single, shared sand core. This core, weighing approximately 2.5 kg, performs the dual function of forming the intricate features of both castings simultaneously and acting as a physical separator.
This core-based double-layer strategy fundamentally solves the initial problems:
- The sand core, typically made from resin-bonded sand with superior strength and dimensional stability compared to green sand molds, perfectly replicates the complex geometry without the risk of erosion or collapse.
- It allows for a dramatic increase in mold cavity density. The new layout accommodates 16 castings per mold (8 double-layer stacks).
The weight calculation for the new scheme is:
- Total Casting Weight: $W_c = 2.3 \times 16 = 36.8$ kg
- Total Core Weight: $W_{core} = 2.5 \times 8 = 20.0$ kg
- Estimated Total Mold Weight (with optimized gating/risers): $W_{mold} \approx 100$ kg
The projected yield becomes:
$$ \text{Yield}_{\text{double-layer}} = \frac{36.8}{100} \times 100 = 36.8\% $$
| Parameter | Single-Layer (Initial) | Double-Layer (Proposed) | Improvement |
|---|---|---|---|
| Cavities per Mold | 8 | 16 | +100% |
| Estimated Yield | 28.3% | 36.8% | +8.5 percentage points |
| Productivity per Cycle | 1X | 2X | +100% |
| Molding Challenge for Complex Face | Green Sand (High Risk) | Sand Core (Controlled) | Significantly Improved |
Comprehensive Simulation Validation
To validate the feasibility of the double-layer design with the integrated sand core, a full mold simulation was performed. The analysis encompassed filling, solidification, and defect prediction. Key aspects verified included:
1. Filling Pattern: The gating system was designed to ensure balanced filling across both layers, minimizing turbulence and air entrapment. The filling velocity $v_f$ was maintained below a critical threshold to prevent core wash.
2. Thermal Management: The presence of the sand core, which acts as an insulator, significantly affects the thermal gradient. The solidification time $t_s$ for different sections was analyzed using the modified Chvorinov’s equation accounting for the core:
$$ t_s = k \left( \frac{V}{A_{eff}} \right)^n $$
where $A_{eff}$ is the effective cooling area, adjusted for the insulating effect of the core. Simulations confirmed directional solidification towards the risers.
3. Feeding and Shrinkage Prediction: The Niyama criterion $N_y$ was employed to evaluate the risk of shrinkage porosity in the final stages of solidification:
$$ N_y = \frac{G}{\sqrt{\dot{T}}} $$
where $G$ is the temperature gradient and $\dot{T}$ is the cooling rate. Areas with $N_y$ values below a critical threshold (e.g., ~1 °C1/2·min1/2/mm for nodular cast iron) are prone to shrinkage. The simulation results for the double-layer layout showed all critical areas were above this threshold, fed effectively by the designed riser system.
| Analysis Module | Key Metric | Result & Observation | Judgment |
|---|---|---|---|
| Filling Analysis | Maximum Flow Velocity, Temperature Distribution | Balanced fill front, no excessive temperature drop in gates. | OK |
| Solidification Analysis | Liquid Fraction Over Time, Thermal Gradients | Directional solidification pattern established from castings to risers. | OK |
| Shrinkage Prediction | Niyama Criterion, Porosity Probability | No areas predicted with high shrinkage porosity risk. Risers function as intended. | OK |
The simulation conclusively demonstrated that the double-layer process for this nodular cast iron component was technically viable, with no simulated defects. This allowed for proceeding to tooling manufacture and trial production.
Production Trial and Results Validation
The validated process was put into production. Samples from multiple batches were subjected to rigorous testing to verify that the mechanical properties and internal quality met specifications.
| Property | Standard Requirement (EN-GJS-450-10) | Average Measured Value | Judgment |
|---|---|---|---|
| Tensile Strength (Rm) | ≥ 450 MPa | 527 MPa | OK |
| Yield Strength (Rp0.2) | ≥ 310 MPa | 334 MPa | OK |
| Hardness (HBW) | 160 – 210 | 171 | OK |
| Nodularity | ≥ 80% | 94% | OK |
| Elongation (A) | ≥ 10% | 14% | OK |
Internal Quality Inspection: Radiographic (X-ray) inspection was performed according to ASTM E446. The internal soundness of the castings was excellent, with no shrinkage cavities or porosity exceeding the permissible Level 2. This confirmed the effectiveness of the feeding system in the double-layer setup. The absence of sand defects also validated the core’s integrity during pouring.
Conclusion
This study successfully demonstrates that the double-layer molding process, often considered challenging for nodular cast iron due to feeding complexities, is not only feasible but highly advantageous for certain part geometries. The key innovation lies in utilizing a strategically designed sand core to simultaneously form the complex features of two stacked castings and to enable the dense packing of cavities within the flask.
For the specific bracket component:
- The yield increased from approximately 28.3% to 36.8%, representing a significant reduction in liquid metal cost per kilogram of saleable casting.
- Productivity per molding cycle doubled, from 8 to 16 castings.
- The switch from green sand molding to a core for the complex features eliminated potential sand-related defects, improving quality consistency.
- All mechanical and quality specifications for the nodular cast iron material were met or exceeded.
The economic impact can be quantified. The reduction in cost per piece $ \Delta C $ is driven by the increased yield and productivity:
$$ \Delta C \propto \left( \frac{1}{\text{Yield}_{\text{new}}} – \frac{1}{\text{Yield}_{\text{old}}} \right) \times \text{Metal Cost} + \frac{\text{Fixed Cost per Mold}}{\text{Cavities}_{\text{new}}} $$
The double-layer process directly optimizes both terms in this relationship.
This methodology provides a replicable framework for process engineers. The sequence of 1) detailed geometric analysis, 2) conceptual design of a shared core element, 3) rigorous simulation validation of filling and solidification, and 4) controlled production trials is critical for success. It expands the toolkit for manufacturing complex nodular cast iron components, offering a powerful strategy to achieve superior economic efficiency without compromising on the renowned properties of nodular cast iron. This approach is pivotal for foundries aiming to strengthen their competitiveness in cost-sensitive markets like automotive component supply.
