Welding Data Integration for Defect Prediction and Quality Feedback
Find Innovative SolutionsGenerate Solutions
Solution Overview
Problem
Welding execution records from welding machines are not effectively integrated with defect judgment data from radiographic tests, limiting the use of findings for analysis, prediction, and machine learning applications in welding processes.
Innovation Solution
A welding data processing device and method that registers welding conditions and execution records in a database, along with defect judgment data from radiographic tests, enabling integrated processing and analysis of both datasets.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Loss of information
If welding execution records are stored separately from defect judgment data, then data management is simple, but findings from both datasets cannot be effectively used for analysis and machine learning
Solution Approach 1:
The patent merges previously separate welding execution records and defect judgment data into a single integrated database system. The welding data management device consolidates both datasets with unified access interfaces, enabling simultaneous retrieval and correlated analysis of welding parameters and defect outcomes without requiring separate management systems.
Solution Approach 2:
The integrated database serves multiple functions: storing welding execution records, storing defect judgment data, enabling correlated queries between the two datasets, supporting various analysis methods (statistical analysis, machine learning), and providing unified data access. This multi-functional system replaces what would otherwise require separate specialized systems.
2Adaptability or versatility
If welding data and inspection data are managed in separate systems, then each system remains simple, but correlated analysis between welding conditions and defect outcomes is limited
Solution Approach 1:
The patent merges previously separate welding execution records and defect judgment data into a single integrated database system. The welding data management device consolidates both datasets with unified access interfaces, enabling simultaneous retrieval and correlated analysis of welding parameters and defect outcomes without requiring separate management systems.
Solution Approach 2:
The integrated database enables feedback loops where defect outcomes feed back into welding process optimization. By correlating defect judgment data with welding execution records, the system provides feedback information that can be used to adjust welding parameters, improve processes, and prevent future defects through data-driven decision making.
3Reliability
If only welding execution records are stored without defect judgment data, then storage requirements are lower, but predictive analysis and quality improvement are hindered
Solution Approach 1:
The patent merges previously separate welding execution records and defect judgment data into a single integrated database system. The welding data management device consolidates both datasets with unified access interfaces, enabling simultaneous retrieval and correlated analysis of welding parameters and defect outcomes without requiring separate management systems.
Solution Approach 2:
The system performs preliminary data integration and organization, storing both welding execution records and defect judgment data in a structured format ready for analysis. This preliminary preparation of integrated data enables future predictive analysis and quality improvement initiatives without requiring additional data collection or processing steps at that time.
Data Source
AI summary
Provided is a welding data processing device that enables effective use of findings derived from a welding execution record and a result of judgment of whether there is a weld defect. A welding data processing device includes a welding process registration module which registers, for each weld point, a welding condition and a welding execution record in a welding process performed under the welding condition in a welding process database, an inspection process registration module which registers, for each weld point, defect judgment data indicating a result of judgment of whether a weld defect exists at the weld point based on image data of the weld point acquired in a radiographic test process in an inspection process database, and an information processing module which performs predetermined processing based on information registered in the welding process database and the inspection process database.