Intelligent analysis of laboratory equipment testing data based on BERT

Abstract Review of laboratory test data is a management focus for compliance laboratories. Using BERT-based intelligent analysis to analyze the laboratory instrument test data can assist laboratory testing personnel to quickly and accurately obtain the target data. This paper, with high-performance liquid chromatography (HPLC) as an example, applies big data technology and machine learning algorithm to the intelligent analysis and application of instrument test data by reading the output files in combination with the historical data of laboratory management system and business system, to realize the automatic acquisition of instrument test data, which reduces the laboratory labor cost, improves the laboratory test efficiency, optimizes the laboratory test management, and improves the quality control level.

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Publication Details

Journal
Chemical Product and Process Modeling
Published
2025-03-29
DOI
https://doi.org/10.1515/cppm-2024-0123
Primary Topic
Time Series Analysis and Forecasting
Type
article
Field-Weighted Citation Impact
0.00
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Intelligent analysis of laboratory equipment testing data based on BERT

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Intelligent analysis of laboratory equipment testing data based on BERT

Limin Du, Dan Liu, Xinsheng Gong, Xian-Hui Ge, Jinshun Zhou, Yanbin Zhang, Yang Su
article en

Abstract

Abstract Review of laboratory test data is a management focus for compliance laboratories. Using BERT-based intelligent analysis to analyze the laboratory instrument test data can assist laboratory testing personnel to quickly and accurately obtain the target data. This paper, with high-performance liquid chromatography (HPLC) as an example, applies big data technology and machine learning algorithm to the intelligent analysis and application of instrument test data by reading the output files in combination with the historical data of laboratory management system and business system, to realize the automatic acquisition of instrument test data, which reduces the laboratory labor cost, improves the laboratory test efficiency, optimizes the laboratory test management, and improves the quality control level.

Chemical Product and Process Modeling
Shanghai Customs College (CN)
Openalex Percentile: Top 93%
Time Series Analysis and Forecasting
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