Successive challenge for multi-batch overall pharmaceutical manufacturing control from two-step digital process to OQC strategy by integrated intelligent algorithm

过程(计算) 一致性(知识库) 质量(理念) 计算机科学 工程类 控制(管理) 工艺工程 大数据 算法 数据挖掘 人工智能 哲学 操作系统 认识论
作者
Qianqian Li,Jingqi Zeng,Lijuan Ma,Jinyuan Zhu,Fangyu Zhang,Yunan Wei,Mingshuang Li,Lu Yao,Jing Du,Zhisheng Wu
出处
期刊:Journal of Industrial Information Integration [Elsevier]
卷期号:33: 100454-100454
标识
DOI:10.1016/j.jii.2023.100454
摘要

The overall quality consistency (OQC) evaluation of Chinese meteria medica (CMM) from multi-batch is a paramount issue in digital production process. To solve this problem, an industrial information integrated strategy composed with a two-step digital process control and OQC diagnosis strategy are proposed in the complex system of big honeyed pill. The two-step digital control is successively invested to acquire the critical quality attributes (CQAs) so as to excavate the primary parameters to control the consistency from honey refining procedure to He-Tuo procedure especially through online near infrared (NIR) monitoring with physical and chemical attributes. The OQC diagnosis strategy is proposed to figure out multi-batch of OQC from different perspectives by integrating individual method through data fusion approach. As a result, three out of 30 batches of samples are discovered by the information integrated strategy with the weights of 27.82%, 44.60% and 27.58% for NIR, mid-infrared (MIR) and texture technologies. Moreover, the diagnosed samples are executed by the zebrafish efficacy as an in vivo test, which indicates that the OQC diagnosis strategy is a promising method. Besides, the proposed information integrated strategy provides theoretical and practical cornerstones for guaranteeing the multi-batch overall quality especially for the digital and intelligent of CMM industrialization.
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