RAMON Intelligent Steel Scrap Grading System
Authors: RAMON
Conclusion
An intelligent steel scrap grading system that integrates machine vision, intelligent sensors, deep learning, and automatic control technologies to enable automated and precise grading of steel scrap in the steelmaking process.
System Functions
- Steel scrap size recognition
- Steel scrap thickness recognition
- Steel scrap rating evaluation
- Judge whether low quality steel scrap is mixed or not
- Judge whether sealing element is involved or not
System Advantages
- Adopts a double simulation dynamic threshold, significantly improving the accuracy of rating results
- Can calculate the proportion of different types of steel scrap based on the area of color-blocks, enhancing the correctness of steel scrap ranking
- The surface characteristics of steel scrap are enhanced by color highlights in the image, providing more visualized characteristics for manual assisted rating
- Enables quick positioning and recognition of dangerous articles, thereby improving the working efficiency of steel scrap rating
- Utilizes an advanced deep-learning algorithm, allowing for intelligent 24-hour operation, real-time image shooting, and rating evaluation
System Architecture
The system consists of cameras positioned above trucks for image recognition and acquisition. The captured images are processed through a server connected to computer monitors for control and data processing. The system employs double simulation dynamic threshold classification to accurately identify and classify various types of steel scrap based on visual characteristics.
Abstract
The RAMON Intelligent Steel Scrap Grading System is designed to enhance the efficiency and accuracy of steel scrap classification in the steelmaking process. By integrating advanced technologies such as machine vision, intelligent sensors, deep learning, and automatic control, this system enables automated and precise grading of steel scrap. The system utilizes machine vision and deep learning algorithms to automatically identify and categorize different types of steel scrap. Equipped with advanced sensors that provide real-time data, ensuring accurate and consistent grading. The system reduces manual labor and human error, leading to a more streamlined and efficient steelmaking process. Accurate scrap grading contributes to better control over the composition of the steel, resulting in higher quality end products.