Analysis and Prevention of Hole-Type Casting Defects in Crankshaft Production

In the production of automotive engine components, the crankshaft is one of the most critical parts because it converts reciprocating motion into rotational motion under high mechanical and thermal loads. Crankshaft castings are commonly made of nodular cast iron due to its excellent strength, wear resistance, fatigue resistance, and impact toughness. However, the casting process for crankshafts is frequently troubled by hole-type defects, which are among the most severe quality problems. This article focuses on four main categories of hole-type defects: shrinkage cavities, gas porosity, slag inclusions, and sand holes. These defects not only increase scrap rates but also significantly affect engine reliability. Throughout my years of working in a foundry that produces crankshafts for automotive engines, I have faced many challenges related to these defects. This paper summarizes my experience and the technical solutions developed to control them, with special emphasis on the importance of understanding the formation mechanisms and implementing comprehensive countermeasures. The phrase sand foundry defects appears frequently in this discussion because many of these defects originate from the interaction between molten iron and sand molds. By combining theoretical analysis with practical production data, I present effective methods to reduce these defects and improve the quality of crankshaft castings.

1. Introduction

The automotive industry has been growing rapidly since the early twenty-first century, and with this growth comes intense competition. To meet market demands, my company developed a new engine series known as CA4GA. During the production of the crankshaft for this engine, we encountered significant problems with hole-type casting defects. In 2011 and 2012, the scrap rate of CA4GA crankshafts due to these defects reached as high as 50-60% in some batches. Table 1 shows the defect distribution for those years.

Year Production Quantity Scrap Quantity Scrap Rate Gas Porosity Shrinkage Slag Inclusions Sand Holes Burning-on Cold Shuts
2011 106565 20567 19.3% 7816 8227 2057 1439 617 411
2012 86565 15755 18.2% 5671 6619 1733 945 551 236

From the table, it is clear that shrinkage cavities and gas porosity are the most dominant defects, followed by slag inclusions and sand holes. The cumulative effect of these defects severely increases production costs and decreases delivery efficiency. Therefore, a systematic study was initiated to understand the root causes and to develop effective countermeasures. The investigation covered several aspects: gating system design, riser design, molten metal chemistry, sand properties, pouring parameters, and the application of new technologies such as filters, heating sleeves, and insulating risers.

The phrase sand foundry defects is central to this work because the sand mold and core are directly involved in the formation of gas holes and sand holes, and they also influence shrinkage and slag defects through mold rigidity and heat transfer. In the following chapters, I discuss each defect type in detail, including the formation mechanisms, influencing factors, and the practical solutions adopted in our foundry.

2. Shrinkage Cavity Defects in Crankshafts

2.1 Types and Formation Mechanism of Shrinkage Cavities

Shrinkage cavities are caused by the volume contraction of molten metal during solidification without sufficient liquid metal to feed the contraction. They are classified into macro-shrinkage and micro-shrinkage (also called dispersed shrinkage or shrinkage porosity). Macro-shrinkage appears as irregular holes with rough internal surfaces, often extending deep into the casting. Micro-shrinkage consists of many small voids distributed between dendritic arms or eutectic cells.

The contraction process can be divided into three stages: liquid shrinkage, solidification shrinkage, and solid-state shrinkage. The first two stages are most relevant for shrinkage cavity formation. For alloys that freeze over a temperature range, the solidification front progresses from the mold wall inward. If the internal liquid cannot be fed by risers or gates, a void forms at the last solidifying regions, which are typically the thermal centers of the casting.

Nodular cast iron has a higher tendency to form shrinkage cavities than gray cast iron. This is because graphite precipitates as spheres, and the graphitization expansion occurs differently. In gray iron, the flake graphite can grow into the interdendritic spaces and compensate for the liquid contraction. In ductile iron, the graphite nodules are surrounded by an austenite shell, and the expansion pressure can push the mold walls outward if the mold rigidity is insufficient, leading to increased cavity volume. The expansion behavior is illustrated in the following comparison:

$$ \varepsilon_{gray} \approx 0.1\% – 0.2\% $$

$$ \varepsilon_{ductile} \approx 0.5\% – 1.5\% $$

where ε represents the pre-shrinkage expansion during eutectic solidification. This large expansion in ductile iron requires either very rigid molds or effective feeding systems to prevent shrinkage defects.

2.2 Root Cause Analysis of Shrinkage Cavities in Our Crankshafts

Our CA4GA crankshaft is produced using a horizontally parted green sand mold with high-pressure squeeze molding. The shrinkage cavities always appeared in the heavy section at the large end of the crankshaft, exactly where the gating system entered the casting. Figure 1 shows a typical shrinkage cavity after machining and under a microscope.

Several factors contributed to these shrinkage defects:

  1. Gating system design: The original gating system had a ratio of sprue area to runner area to ingate area of 1:1.21:1.59, which is far from the recommended open gating system for ductile iron. This caused turbulent flow, pressure loss, and uneven temperature distribution.
  2. Riser design: The riser neck dimensions were too large or too small in some places, and the riser often suffered from premature solidification at the top, known as “capping,” which prevented atmospheric pressure from assisting feeding.
  3. Chemical composition: Silicon content above 2.45% increased the shrinkage tendency. Silicon raises the carbon equivalent and affects the solidification mode. High silicon also decreases the fluidity of the molten metal and increases the liquid shrinkage.
  4. Mold rigidity: Although high-pressure molding gave a surface hardness above 90, the original design did not fully utilize the mold rigidity to counteract the graphitic expansion. With proper gating and riser design, the self-feeding effect of graphitization can be exploited.

2.3 Development of a New Gating System

Based on the principle of simultaneous solidification and the experience from a benchmark foundry that consistently achieved less than 1% scrap, we redesigned the CA4GA gating system. The target ratio was set to:

$$ F_{sprue} : F_{runner} : F_{ingate} = 1 : 1.15 : 1.09 $$

This ratio ensures that the runner is slightly larger than the sprue, and the ingate is smaller than the runner, producing a pressurized but controlled filling. The new system also used a different runner shape to promote faster filling and reduce heat loss. Table 2 summarizes the before and after dimensions.

System Fsprue Frunner Fingate Ratio
Original 1 1.21 1.59 1:1.21:1.59
Improved 1 1.15 1.09 1:1.15:1.09

In addition, the riser neck was optimized. The riser neck must freeze after the riser but before the casting? Actually, for a feeding riser, the neck must remain liquid long enough to feed the casting, but it should solidify before the riser base to allow easy knock-off. We adjusted the cross-section and length of the neck to ensure adequate feeding while avoiding shrinkage in the joint area. The distance between the riser and the casting body was kept greater than 12 mm to prevent local overheating.

2.4 Application of Exothermic Sleeves

Despite the improved gating system, we still observed intermittent shrinkage defects. By inspecting the risers after pouring, we found that some risers had a solid skin on top, preventing the atmospheric pressure from pushing liquid metal into the casting. To solve this capping problem, we introduced exothermic sleeves placed in the riser seat before mold closing. These sleeves react with the molten iron and generate heat, which keeps the top of the riser liquid longer. The reaction is strongly exothermic, maintaining the temperature of the riser metal. This simple and low-cost method improved the riser efficiency significantly.

After the implementation of the new gating system and exothermic sleeves, the percentage of shrinkage scrap dropped from about 42% of total scrap to about 10%, as shown in Figure 2 (data from our monthly reports). The remaining shrinkage defects were then traced to the silicon content of the molten iron.

2.5 Control of Chemical Composition

We performed a controlled experiment with different silicon levels, as shown in Table 3. Two crankshaft variants were tested with 200 pieces each under identical pouring conditions.

Variant Si Range Number of Pieces Pouring Temp (°C) Pouring Time (s) Defects Observed
376 crankshaft 2.0-2.4% 200 1380-1420 13-15 None
376 crankshaft 2.45-2.7% 200 1380-1420 13-15 10% cold shuts
CA4GA crankshaft 2.0-2.4% 200 1380-1420 13-15 None
CA4GA crankshaft 2.45-2.7% 200 1380-1420 13-15 10.5% shrinkage, 20% cold shuts

The results clearly indicate that silicon levels above 2.4% increase the shrinkage tendency and reduce fluidity. Consequently, we set the target final silicon content to 2.2-2.4% for all crankshaft castings. This adjustment completely eliminated shrinkage cavities caused by composition.

2.6 Application of Insulated Riser Sleeves

In 2013, to reduce production costs while maintaining the same quality, we evaluated the use of a new type of insulated riser sleeve that combines an exothermic material and a filter in one unit. This insulating riser keeps the molten metal liquid longer with a smaller riser volume. Table 4 shows the expected annual cost savings.

Description Value
Riser weight before (kg) 4.25
Riser weight after (kg) 1.9
Molten iron saved per piece (kg) 2.35
Cost of ductile iron (RMB/kg) 7.716
Cost saving per piece (RMB) 18.13
New sleeve unit price (RMB) 5.95
Filter and exothermic block replaced (RMB) 2.252
Net saving per piece (RMB) 14.435
Annual production (pieces) 160,000
Total annual saving (10,000 RMB) 231

The trial started with one sleeve per mold containing five crankshafts. After 40 pieces without shrinkage defects, we expanded to full use in 400 pieces. All confirmed no shrinkage. This new technology improved the casting yield from 50% to 61.2% and eliminated the need for separate exothermic blocks and filters. The successful application demonstrates that innovative feeder sleeves can significantly improve both quality and economy.

3. Gas Porosity Defects in Crankshafts

3.1 Classification and Formation Mechanisms

Gas porosity in crankshafts is mostly of the pin-hole type, commonly known as subcutaneous pinholes. They are located 1-3 mm below the casting surface and become visible only after machining. According to their formation mechanisms, gas holes can be divided into two main categories:

  • Precipitated gas holes: Caused by the rejection of dissolved gases (e.g., hydrogen, nitrogen, oxygen) during solidification. This type is more common in thick sections and when the initial gas content is high.
  • Reaction gas holes: Formed by chemical reactions between the molten metal and the mold or between alloying elements in the melt. For ductile iron, the most common reaction is with water vapor in the green sand mold:

$$ Mg + H_2O \rightarrow MgO + 2[H] $$

$$ MgS + H_2O \rightarrow MgO + H_2S $$

The atomic hydrogen generated by these reactions dissolves in the liquid iron and is rejected at the solidification front, forming pinholes. Similar reactions occur with aluminum contamination:

$$ 2Al + 3H_2O \rightarrow Al_2O_3 + 6[H] $$

The formation of reaction gas holes depends on the partial pressure of gases in the mold cavity, the surface tension of the liquid metal, and the presence of inclusions that act as nucleation sites.

3.2 Root Causes for Gas Porosity in Our Production

Through systematic analysis of defective crankshafts, we concluded that the following factors were primarily responsible:

  1. Excessive gas in the base iron: The raw materials (steel scrap, pig iron, returns) were not always clean; they could be rusty, oily, or contain aluminum alloys. Also, the melting furnace and ladles were not completely dry.
  2. High residual magnesium content: The spheroidizing agent addition was too high (1.6-2.0%), resulting in residual magnesium of 0.030-0.060%. The higher the magnesium, the more intense the reaction with moisture in the mold.
  3. Aluminum content in the inoculant: The commonly used ferrosilicon inoculant contained aluminum. We found that when the aluminum content exceeded 1.5%, the pinhole scrap rate reached 55%.
  4. High moisture in green sand: The moisture content was sometimes above 3.0%, leading to high gas evolution.
  5. Poor venting: The original mold did not have enough vent holes or risers at the farthest points, causing gas pressure to build up and force gas into the melt.
  6. Low pouring temperature: At lower temperatures, the gas escape time is shorter, and the oxide film on the melt surface is not easily broken, trapping gas bubbles.

3.3 Countermeasures for Gas Porosity

3.3.1 Improved Mold Venting

We redesigned the pattern plate to add several vent risers and gas needles in the upper mold, especially at the end of the mold where the metal front meets. The improvement allowed the mold cavity gases to escape quickly, reducing the pressure peak. Table 5 lists the venting changes.

Item Before After
Number of vent risers 0 5
Number of gas needles 0 5
Typical location None At casting small end and runner end

This simple change had a significant effect on reducing pinhole formation because the gas pressure no longer forced gas into the solidifying skin.

3.3.2 Reduction of Initial Gas Content

To minimize the gas content of the base iron, we implemented the following rules:

  • All metallic charge materials must be clean, free from rust, oil, and other contaminants. Any aluminum-containing materials are strictly prohibited.
  • Newly lined ladles and treatment ladles must be baked for at least 48 hours with a gas burner, and then flushed twice with hot iron before use.
  • Molten iron should not remain in the induction furnace for more than 12 hours. If it stands longer, it absorbs nitrogen and oxygen from the atmosphere, increasing the gas content by 15-20% as shown in our experiments.

3.3.3 Control of Spheroidizer Addition and Residual Magnesium

By improving the reaction pocket design in the treatment ladle and controlling the pouring time, we reduced the spheroidizer addition from 1.6-2.0% to 1.3-1.5%. This lowered the residual magnesium from 0.030-0.060% to 0.030-0.045% while maintaining acceptable nodularity. Table 6 shows the relationship between sulfur content and typical spheroidizer addition before and after adjustment.

Base iron sulfur (%) Original addition (%) Improved addition (%)
<0.03 1.6-2.0 1.3-1.5
0.03-0.05 1.6-2.0 1.4-1.6
0.05-0.07 1.6-2.0 1.5-1.7
0.07-0.12 1.6-2.0 1.6-1.8

3.3.4 Control of Inoculant Aluminum Content

We conducted a controlled experiment using the same base iron but three different batches of ferrosilicon inoculant with varying aluminum levels. Table 7 shows the results.

Aluminum in inoculant (%) Number of ladles Inoculant per ladle (kg) Spheroidizer per ladle (kg) Iron weight per ladle (kg) Pinhole scrap rate (%)
1.5-1.9 4 3.0 12 730±15 55
1.1-1.5 4 3.0 12 730±15 25
<1.0 4 3.0 12 730±15 5

As a result, we specify that the aluminum content in the inoculant must be below 1.0%. Each incoming batch is tested for aluminum before acceptance.

3.3.5 Control of Green Sand Properties

Green sand moisture and effective coal content are critical parameters. High moisture increases gas evolution; low effective coal content reduces the reducing atmosphere at the mold-metal interface, which normally prevents the oxidation of magnesium and aluminum. Through long-term data analysis, we established the following optimal ranges for our sand system:

$$ moisture: 2.5\% – 2.8\% $$

$$ compactability: 30\% – 33\% $$

$$ effective\_coal: 2.5\% – 2.8\% $$

When the effective coal content drops below 2.5%, batch pinholes are more likely to occur. Above 2.8%, the sand moisture tends to increase, negating the benefits. These parameters are now tightly monitored and adjusted during production.

3.4 Results

After implementing the above measures, the proportion of gas porosity in scrap decreased from 38% to about 5%. The remaining sporadic cases are usually related to process upsets such as sand system fluctuations or excessively long holding times. The measures have proven effective and are now part of the standard operating procedures.

4. Slag Inclusion Defects in Crankshafts

4.1 Formation Mechanism of Slag Inclusions

Slag inclusions, also known as slag holes or slag spots, are holes or cracks filled with non-metallic compounds such as oxides, sulfides, and silicates. They are formed when inclusions from the molten metal become trapped in the casting during solidification. The inclusions can be classified based on their origin:

  • Primary inclusions: Formed during melting and alloying, e.g., oxides from charge materials, dross from nodularization.
  • Secondary inclusions: Formed during solidification as a result of solute segregation and chemical reactions in the residual liquid.
  • Tertiary (secondary oxidation) inclusions: Formed during pouring when the melt surface oxidizes and the oxide film is entrained by turbulent flow.

The density of these oxides is lower than that of liquid iron, so they tend to float upward. However, if the filling is fast or turbulent, they can be trapped inside the casting. The gating system plays a vital role in preventing slag from entering the mold cavity. The runner is designed to act as a slag trap. The slag floatation velocity can be estimated from Stokes’ law:

$$ v_s = \frac{2 r^2 (\rho_{iron} – \rho_{slag}) g}{9 \eta} $$

where \( v_s \) is the terminal rising velocity, \( r \) is the radius of the slag particle, \( \rho_{iron} \) and \( \rho_{slag} \) are the densities of iron and slag, \( g \) is gravity, and \( \eta \) is the dynamic viscosity of the melt. Small slag particles have very low rising velocity, making them difficult to remove. Therefore, filters are essential to trap fine inclusions.

4.2 Root Causes of Slag Inclusions in Our Crankshafts

  • Dirty charge materials: Returns with adhering sand and rusty scrap increase primary inclusions.
  • High content of sulfur and manganese: Sulfur reacts with magnesium to form magnesium sulfide (MgS), and manganese forms manganese sulfide (MnS). These are common slag constituents.
  • High residual magnesium: Excessive magnesium promotes the formation of oxide films.
  • Poor slag removal: After nodularization, the slag was not thoroughly skimmed.
  • Ineffective gating: The original runner did not meet the requirements for slag retention.
  • Inadequate filtration: The filter used was a straight-hole ceramic filter with a large pore size (10 ppi), which allowed many fine inclusions to pass.

4.3 Countermeasures for Slag Inclusions

4.3.1 Improving Metal Cleanliness

All returned castings and risers are shot-blasted before being charged into the furnace to remove adhering sand. The melt is held at 1530°C for 15 minutes to allow non-metallic particles to float. A high-quality slag coagulant is used to remove slag from the furnace and from the ladle before pouring. The treatment ladle is skimmed three times before pouring.

4.3.2 Controlling Alloying Elements

The sulfur content in the base iron should be kept below 0.03%. We switched to a low-sulfur recarburizer to avoid increasing sulfur. Manganese is controlled between 0.3% and 0.5%, and residual magnesium between 0.030% and 0.045%. These actions reduce the formation of sulfides and oxides.

4.3.3 Pouring Process Improvement

The pouring temperature was increased from 1380-1400°C to 1400-1425°C. This higher temperature gives the slag more time to float and coalesce before solidification. The ladle stopper rod and the pouring basin were modified to prevent slag carryover. A prefabricated slag dam was installed in the ladle, which is more resistant to erosion than the manually built one, as shown in the schematic (not reproduced here).

4.3.4 Filtration Technology Improvement

We conducted a trial to compare the effect of different filter types on the slag inclusion defect rate. Four experimental runs with 100 pieces each were performed, as shown in Table 8.

Filter type Pore density (ppi) Number of pieces Pouring temp (°C) Metal flow condition Slag inclusion rate (%)
Straight-hole ceramic 10 100 1400-1420 Slight splash 5
Straight-hole ceramic 20 100 1400-1420 No splash 3
Foam ceramic 10 100 1400-1420 Slight splash 2
Foam ceramic 20 100 1400-1420 No splash 0

The results clearly prove that the foam ceramic filter with 20 ppi gives the best performance. The foam filter has a large internal surface area that absorbs fine inclusions, and the outflow is smooth, avoiding secondary oxidation. The filter placement was also optimized: the filter is located in the runner, just before the ingate, ensuring laminar flow into the cavity. The cross-section area ratio for the gating system with the filter is now:

$$ F_{sprue} : F_{runner} : F_{filter\_front} : F_{filter\_back} : F_{ingate} = 1 : 1.1 : 3.5 : 1.8 : 1.2 $$

This design ensures a balanced filling and optimal filtering efficiency.

4.4 Results

With the combined measures of metal cleanliness, composition control, pouring temperature increase, and the use of 20 ppi foam ceramic filters, the slag inclusion defect rate dropped to zero in 2013. In the first eight months of that year, over 100,000 crankshafts were produced without a single rejection due to slag inclusions.

5. Sand Holes Defects in Crankshafts

5.1 Formation Mechanism of Sand Holes

Sand holes are cavities in the casting that contain loose sand grains or sand clusters. They occur when sand particles are torn from the mold or core surface by the flowing molten metal and become trapped in the casting. The dynamic force of the molten metal stream on the mold surface can be expressed as:

$$ p = \frac{\rho v^2}{2} = \frac{\rho G^2}{2 S^2} $$

where \( p \) is the dynamic pressure of the metal stream, \( \rho \) is the density of the metal, \( v \) is the flow velocity, \( G \) is the volumetric flow rate, and \( S \) is the cross-sectional area of the stream. If this pressure exceeds the surface strength of the mold, sand grains will be eroded. Therefore, the mold must have sufficient strength, and the gating system should minimize turbulence and velocity.

5.2 Root Causes for Sand Holes

Our crankshaft sand holes usually appeared on the casting surface after machining. The main influencing factors were:

  1. Insufficient green sand strength: The wet compressive strength was below 0.18 MPa in some cases due to low effective bentonite content or high dead clay content.
  2. High moisture with low effective coal: This combination reduces surface hardness and increases the tendency of sand erosion.
  3. Core strength problems: For the 376 crankshaft, a shell core is used. If the core strength is low, the molten iron can erode the core surface, causing sand holes.
  4. Pattern and molding quality: A worn pattern surface or too much release agent can leave loose sand in the mold cavity. Also, poor clamping or misalignment during closing can damage the mold and create loose sand.

5.3 Countermeasures for Sand Holes

5.3.1 Optimization of Green Sand Strength

We performed a series of experiments to correlate green sand parameters with the sand hole scrap rate. Table 9 shows a representative set of data.

Test No. Compactability (%) Moisture (%) Wet compressive strength (MPa) Effective bentonite (%) Pieces tested Sand hole pieces
1 35 2.86 0.17 6.9 200 11
2 35 2.88 0.19 7.3 200 4
3 35 2.85 0.21 7.5 200 2
4 35 2.87 0.18 7.0 200 6
5 35 3.0 0.16 6.8 200 16
6 35 2.95 0.15 6.6 200 21

It is evident that higher wet compressive strength, achieved by controlling effective bentonite content, significantly reduces sand holes. The optimal parameters for our system were set as follows:

$$ moisture: 2.8\% – 3.0\% $$

$$ compactability: 32\% – 35\% $$

$$ wet\_compressive\_strength: 0.19 – 0.21 \, MPa $$

$$ effective\_bentonite: 7.5\% – 8.0\% $$

5.3.2 Core Sand Strength Control

For the 376 crankshaft with a shell core, the core sand must have a tensile strength above 3.5 MPa, with a resin content of about 2.0%, and a loss on ignition of less than 2.1%. The core box temperature and cure time were optimized at 290-320°C and 110-120 seconds, respectively. We also discovered that the storage time of the coated sand significantly affected its strength, as shown in Table 10.

Storage time (days) Weather Tensile strength (MPa) Gas evolution (ml) Loss on ignition
1 Rain 3.8 13.37 2.2
2 Sunny 3.7 12.80 2.1
3 Sunny 3.0 14.47 2.4
4 Sunny 2.8 14.72 2.4

Because of this, we limit the storage time of coated sand to no more than two days, and the finished cores to no more than one day.

5.3.3 Molding Process Control

Our high-pressure molding line can produce molds with surface hardness above 90, which is sufficient to resist erosion. However, several measures improved the molding quality:

  • The pattern plates are chromium-plated periodically to maintain a smooth surface and prevent sand sticking.
  • The sprue cutting tools are replaced regularly, and the sprue cups are cleaned of any loose sand before closing.
  • A thin layer of surface hardening agent is sprayed onto the mold cavity surface to increase surface strength and prevent drying of the mold surface.
  • The mold alignment pins and bushings are checked frequently to avoid damage during closing.

5.4 Results

After implementing these controls, the sand hole scrap rate dropped from 5-7% to nearly zero. The new methods, including pattern plating and surface hardening agents, proved to be effective and were adopted into standard operating procedures.

6. Conclusion

In this paper, I have presented a comprehensive analysis and practical solutions for the four major hole-type defects encountered in automotive crankshaft castings. The key findings are:

  1. Shrinkage cavities were solved by redesigning the gating system with appropriate cross-sectional ratios, controlling the silicon content to 2.2-2.4%, and using exothermic and insulating riser sleeves. This improved the casting yield and reduced costs.
  2. Gas porosity (subcutaneous pinholes) was effectively prevented by improving mold venting, reducing the gas content of the base iron, controlling residual magnesium and inoculant aluminum, and optimizing green sand moisture and effective coal content.
  3. Slag inclusions were eliminated by improving metal cleanliness, controlling sulfur and manganese, raising pouring temperature, and adopting 20 ppi foam ceramic filters in an optimized gating system.
  4. Sand holes were minimized by maintaining adequate green sand strength through proper bentonite control, ensuring sufficient core strength, and enhancing molding process quality through pattern plating and surface hardening agents.

The phrase sand foundry defects encompasses the complex interactions between molten metal, sand molds, cores, and the environment. In all cases, the defects were not caused by a single factor but by a combination of process variables. Therefore, the solutions required a holistic approach that included process parameter control, new material applications, and rigorous manufacturing discipline. As a result of these efforts, the overall crankshaft scrap rate decreased from 18.2% in 2012 to below 3% in the first half of 2013. This improvement not only reduced costs but also enhanced the reliability of the final engine. For any foundry facing similar challenges, it is essential to analyze defects from all angles and adapt the solutions to the specific casting process and equipment. Only by continuously studying the sand foundry defects can we achieve the highest quality in cast components.

Finally, I emphasize that the control of casting defects is a continuous improvement process. The data and experiments discussed here serve as a practical guideline for other foundries producing ductile iron crankshafts. By implementing similar systematic measures, it is possible to achieve both high quality and economic efficiency.

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