摘要
大数据、物联网、云计算等新一代信息化数字化技术在中药制造业中的应用正逐步深入,推动中药产业智能化转型升级。现阶段中药提取过程中,提取工艺机制解析难度高,在线检测技术难以突破,生产全过程各阶段数据分散,缺乏数据价值挖掘与利用,严重制约了中药产业的智能化升级。在中药提取过程中应用数据驱动技术,能够加强中药提取过程认知,实现对中药提取过程的精准控制,有效提高中药产品质量。该文分析了中药提取生产过程中的技术瓶颈,总结了中药提取工艺研究与生产控制中常用的数据驱动算法;同时围绕提取过程机制解析、工艺开发与优化、在线检测、过程控制、生产管理5个方面,对数据驱动技术的应用进展进行综述,以期为中药提取工艺优化与智能生产提供参考。
The application of new-generation information technologies such as big data,the internet of things(IoT),and cloud computing in the traditional Chinese medicine(TCM)manufacturing industry is gradually deepening,driving the intelligent transformation and upgrading of the TCM industry.At the current stage,there are challenges in understanding the extraction process and its mechanisms in TCM.Online detection technology faces difficulties in making breakthroughs,and data throughout the entire production process is scattered,lacking valuable mining and utilization,which significantly hinders the intelligent upgrading of the TCM industry.Applying data-driven technologies in the process of TCM extraction can enhance the understanding of the extraction process,achieve precise control,and effectively improve the quality of TCM products.This article analyzed the technological bottlenecks in the production process of TCM extraction,summarized commonly used data-driven algorithms in the research and production control of extraction processes,and reviewed the progress in the application of data-driven technologies in the following five aspects:mechanism analysis of the extraction process,process development and optimization,online detection,process control,and production management.This article is expected to provide references for optimizing the extraction process and intelligent production of TCM.
作者
马欣荣
王鐾璇
赵万顺
丛德刚
孙巍
熊皓舒
章顺楠
MA Xin-rong;WANG Bei-xuan;ZHAO Wan-shun;CONG De-gang;SUN Wei;XIONG Hao-shu;ZHANG Shun-nan(National&Local United Engineering Laboratory for Traditional Chinese Medicine Advanced Manufacturing Technology,Tasly Pharmaceutical Group Co.,Ltd.,Tianjin 300410,China;China Pharmaceutical University,Nanjing 211198,China;National Key Laboratory of Chinese Medicine Modernization,Tianjin 300410,China)
出处
《中国中药杂志》
CAS
CSCD
北大核心
2023年第21期5701-5706,共6页
China Journal of Chinese Materia Medica
基金
天津市工信局基于大数据的中药产品质量管理应用示范项目。
关键词
数据驱动技术
中药提取
工艺开发
在线检测
过程控制
生产管理
data-driven technology
traditional Chinese medicine extraction
process development
online detection
process control
production management
