In traditional industrial scenarios, the handling and palletizing of refractory bricks have long relied on manual operation. Intense labor intensity, unstable operational efficiency and inconsistent stacking accuracy have become core bottlenecks restricting production capacity and product quality.
To achieve intelligent upgrading, a leading refractory material enterprise sought automated transformation solutions. However, irregular brick surfaces, mixed production of multiple brick types, as well as complex on-site lighting and reflective interference, impose extremely strict requirements on the recognition stability and positioning accuracy of vision systems.
01Project Challenges
Before automation deployment, the enterprise’s refractory brick palletizing process faced three major technical pain points:
Diversified Brick Types & Random Poses
Multiple specifications including long bricks, inclined trapezoidal bricks and flat trapezoidal bricks are mixed in trays with random placement poses. Traditional 2D vision technology cannot stably capture and solve their 3D poses, resulting in poor adaptability for mixed-model production.
Severe Metal Reflection Interference
The steel feeding tray produces strong specular reflection, easily causing image overexposure, missing key workpiece features and further leading to recognition omission and failure.
Strict Cycle Time & Precision Requirements
The production line requires continuous and efficient operation. The vision system must complete high-precision positioning within seconds and maintain long-term stable output. Any recognition fluctuation will directly affect production line efficiency and stacking quality.
02Core Solution
Targeting complex on-site working conditions, Transfer Technology launched a professional vision-guided robotic solution based on the Epic Eye Laser L 3D industrial camera, realizing stable and efficient intelligent depalletizing through the deep integration of high-precision structured light imaging and self-developed AI algorithms.
High-Precision 3D Reconstruction, Anti-Reflection Suppression
Equipped with high-precision structured light 3D imaging technology, the system rapidly acquires complete point cloud data of refractory bricks. Optimized optical imaging and algorithm processing effectively suppress strong reflection interference from metal trays, ensuring complete and reliable workpiece feature information under complex industrial lighting conditions.
AI Deep Learning Algorithm for High-Reliability Recognition Based on the deep learning template matching algorithm, the system completes intensive training for multi-type brick feature libraries. It can adaptively segment and identify accurate contours and surface poses of different refractory bricks, thoroughly solving the problems of missing and false recognition of traditional vision algorithms in complex scenarios.
Hardware-Software Synergy for Cycle Time Optimization
The project adopts a mature eye-to-hand (fixed camera) mounting scheme. The system captures images during robot movement to realize parallel processing of vision calculation and robotic action. The single image acquisition and pose calculation cycle is controlled within 4 seconds, without occupying the overall production tact, achieving optimal operational efficiency.
03Project Value & Customer Benefits
Ultra-Stable Precision & Reliability
The system achieves unified recognition and gripping accuracy of ±2 mm for all three types of refractory bricks, fully meeting high-standard palletizing process requirements and realizing consistent stacking quality.
Continuous & Efficient Production
The AI algorithm effectively resists on-site reflective and light interference, maintaining a long-term stable recognition rate of 99.9%. Ultra-fast vision response ensures smooth and continuous operation of the automated production line.
Powerful Production Flexibility
A single vision system supports seamless switching and recognition of multiple brick specifications. It delivers strong flexible production capacity, reserving sufficient expansion space for the enterprise’s subsequent product line iteration and upgrading.
Stable performance, precise positioning and simple integration are the most intuitive evaluations from the customer. The solution not only replaces repetitive manual labor, but also realizes standardized and traceable production data, laying a solid foundation for the customer’s digital management and refined quality control.
The successful deployment of the refractory brick intelligent depalletizing project is a typical epitome of traditional manufacturing upgrading. As industrial transformation accelerates, high-precision 3D vision systems are evolving from optional auxiliary equipment to indispensable core intelligent manufacturing equipment.
Transfer Technology always focuses on solving practical industrial pain points with solid underlying technology. We will continue to deepen the integrated application of 3D vision perception and industrial process technology, empowering more traditional manufacturing enterprises to achieve stable, efficient and intelligent production upgrading with reliable "industrial eyes and brains".
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