SASO Proficiency Test Machine - Advanced Pythonic AI Algorithms for Automating and Validating ISO 13528 & ISO 5725-2 at Saudi Standards, Metrology, and Quality Organization - SASO-KSA |
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| Fahad A. AlMuhlaki, Saad A. Bin Qoud, Rayan A. AlYousefi, I. AlFaleh, N. Qahtani, Khaled AlEnizi, AbdulRahman AlMrhom, A. El-Matarawey |
- Abstract:
- In the field of laboratory proficiency testing and method validation, linking to international standards such as ISO 13528, ISO 17043 and ISO 5725-2 is essential for ensuring data accuracy, consistency, and inter-laboratory comparability. However, simple implementation these standards can be led to insufficient error-handling and difficult to scale across large datasets. This study introduces a novel Python-based AI framework automating ISO 13528 and ISO 5725-2 compliance, enhancing data integrity and decision-making confidence. We introduce a robust software framework built on modern Python libraries and machine learning techniques that streamline key statistical computations required by these standards—including outlier detection, repeatability and reproducibility assessment, and performance scoring. The system not only automates routine calculations but also introduces intelligent validation checks that flag anomalies, inconsistencies, or deviations from expected patterns, thereby enhancing data integrity and decision-making confidence. By integrating AI-enhanced analytics with standardized evaluation protocols, this work bridges the gap between traditional statistical methods and modern computational capabilities.
- Download:
- IMEKO-TC6-2025-057.pdf
- DOI:
- 10.21014/tc6-2025.057
- Event details
- IMEKO TC:
- TC6
- Event name:
- TC6 M4Dconf2025
- Title:
2025 IMEKO TC-6 International Conference on Metrology and Digital Transformation
- Place:
- Benevento, ITALY
- Time:
- 03 September 2025 - 05 September 2025