The global manufacturing sector is undergoing a profound transformation driven by Industry 4.0, demanding higher precision, efficiency, and automation. Simultaneously, demographic shifts exacerbate the scarcity of experienced craftspeople, particularly in specialized fields like casting. This technology offers a timely solution, enabling manufacturers to overcome labor dependency, meet escalating quality standards, and maintain competitiveness in a rapidly evolving industrial landscape.
Achieves High-Precision Pouring Estimation: Integrates ladle tilt angle, weight, and internal shape data to accurately estimate molten metal volume in real-time.
Standardizes Manual Pouring Quality: Digitally visualizes and standardizes pouring operations, significantly reducing quality variability across operators.
Provides Real-time Feedback: Continuously monitors pouring, detects anomalies instantly, and enables rapid adjustments to reduce defect risk.
This patent protects a system for accurately estimating molten metal pouring state by integrating ladle tilt angle, weight, and internal shape data. With 13 claims and a history of successfully overcoming examiner challenges, it establishes a robust and stable scope of protection for real-time pouring process control.
This patent focuses on estimating pouring volume. White space exists in advanced process control beyond estimation, such as automated robotic pouring systems or integration with AI for predictive maintenance of casting equipment.
Assuming annual losses from defective products (material and rework costs) in a casting factory are ~$0.5M (AI est.). If this technology reduces the defect rate caused by pouring issues by 20%, direct annual cost savings could be ~$0.5M (AI est.) × 20% = ~$100K (AI est.). Indirect benefits like improved customer trust from higher quality are also expected.
X: Pouring Accuracy
Y: Operational Efficiency