Inspection Standard Simulation for Intermediate Defect Detection
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Solution Overview
Problem
In product production lines, setting appropriate inspection standards is challenging due to the trade-off between minimizing 'excessive-looking' and 'overlooking' defects, making it difficult for users to determine if the set standards are optimal, especially for intermediate inspections where quality determination methods are unclear and prone to user preference.
Innovation Solution
An inspection management system that includes an inspection content data acquisition unit, simulation unit, and inspection standard calculation unit to simulate and calculate more appropriate inspection standards based on current standards, providing users with base information to determine the appropriateness of the new standards and facilitating their adoption.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If inspection standards are set stricter to reduce overlooking, then the rate of detecting actual defective products increases, but excessive-looking increases causing deterioration in inspection efficiency
Solution Approach 1:
The system performs simulation inspection before actual inspection to predict the outcomes of different inspection standards. By calculating expected excessive-looking and overlooking rates in advance, users can set appropriate standards without experiencing the trade-off consequences in real production, thus maintaining both high detection accuracy and inspection efficiency.
Solution Approach 2:
The system provides feedback information showing the expected excessive-looking rate and overlooking rate for different inspection standard settings. This feedback loop allows users to adjust standards based on predicted outcomes, enabling them to find the optimal balance between detection accuracy and inspection efficiency without trial-and-error in actual production.
2Productivity
If inspection standards are set loosely to decrease excessive-looking, then inspection efficiency improves, but overlooking increases causing deterioration in work efficiency in subsequent processes
Solution Approach 1:
The system performs simulation inspection before actual inspection to predict the outcomes of different inspection standards. By calculating expected excessive-looking and overlooking rates in advance, users can set appropriate standards without experiencing the trade-off consequences in real production, thus maintaining both high detection accuracy and inspection efficiency.
Solution Approach 2:
The system provides feedback information showing the expected excessive-looking rate and overlooking rate for different inspection standard settings. This feedback loop allows users to adjust standards based on predicted outcomes, enabling them to find the optimal balance between detection accuracy and inspection efficiency without trial-and-error in actual production.
3Measurement precision
If simulation inspection is performed for all possible inspection standards, then the accuracy of predicting excessive-looking and overlooking rates improves, but the complexity of the inspection management system increases
Solution Approach 1:
The system performs simulation inspection for a limited range of inspection standards around the current setting rather than all possible standards. This partial action approach provides sufficiently accurate predictions for standard adjustment while significantly reducing computational complexity and system resource requirements.
Data Source
AI summary
An inspection management system having a plurality of processes and managing final inspection performed to inspect a completed product and one or more intermediate inspections performed to inspect an intermediate product manufactured in the processes earlier than a final process includes: an inspection content data acquisition unit that acquires inspection content data including an inspection standard for each inspection item of the product; an inspection content setting unit that sets inspection content based on the inspection content data acquired by the inspection content data acquisition unit; a simulation unit that simulates inspection in accordance with assumed inspection content; an inspection standard calculation unit that calculates an inspection standard more appropriate than a current inspection standard based on the simulation; and an output unit that outputs base information indicating that at least the inspection standard calculated by the inspection standard calculation unit is more appropriate than the current inspection standard.


