Welding Image Segmentation for Multi-Phenomenon Behavior Measurement
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Solution Overview
Problem
Conventional methods for measuring welding phenomena, such as spatter, do not simultaneously account for other behaviors like fumes and molten pool shapes, limiting real-time quality determination and traceability in welding processes.
Innovation Solution
A method involving image processing, image division, and derivation steps using visual sensor images to measure multiple welding behaviors, including spatter, fumes, and molten pool shapes, through the generation of divided images and calculation of indicator values.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If specialized spatter measurement methods are used, then spatter measurement precision is improved, but the ability to measure other welding behaviors simultaneously deteriorates
Solution Approach 1:
The patent applies universality by creating a measurement system that can simultaneously measure multiple welding behaviors (spatter, fumes, molten pool shapes) using a single integrated image processing framework. The system divides the captured welding image into multiple regions of interest and processes them concurrently, allowing one system to perform multiple measurement functions that were previously required separate specialized methods.
2Adaptability or versatility
If multiple welding behaviors are measured simultaneously, then measurement versatility is improved, but the complexity of the measurement system increases
Solution Approach 1:
The patent applies segmentation by dividing the captured welding image into multiple distinct regions of interest (spatter region, fume region, molten pool region) and processing each region separately through dedicated image processing steps. This segmentation approach allows the system to handle multiple measurement tasks in an organized manner, reducing the complexity that would otherwise arise from attempting to measure all behaviors simultaneously in a single undifferentiated process.
3Ease of manufacture
If conventional spatter measurement methods are used, then measurement cost is reduced, but the ability to perform real-time quality determination for multiple behaviors deteriorates
Solution Approach 1:
The patent applies merging by combining multiple measurement capabilities (spatter detection, fume detection, molten pool shape analysis) into a single integrated system that processes one captured image simultaneously. By merging these functions and processing them in parallel from the same image source, the system achieves comprehensive real-time quality determination without requiring multiple separate measurement systems, thereby maintaining cost-effectiveness while improving productivity.
Data Source
AI summary
A method for measuring the behavior of a welding phenomenon includes: an image processing step for carrying out, in accordance with the behavior of a welding phenomenon of interest, image processing with respect to a welding image that has been imaged by a visual sensor; an image division step for using the processed image that has been generated in the image processing step to generate a plurality of divided images for respective constituent elements corresponding to the welding phenomenon; and a derivation step for using at least two divided images among the plurality of divided images to derive the behavior of the welding phenomenon.


