Optimization of the extraction process of Sanhuang Qingre Formula by integrating response surface methodology, grey correlation analysis, and machine learning

Key Points

• This optimization approach significantly enhances the extraction yield of Sanhuang Qingre Formula, leading to better herbal product quality.
• Using response surface methodology and machine learning, researchers achieved optimal conditions for maximum extraction efficiency.
• Integration of grey correlation analysis allows for a precise evaluation of various influence factors on the extraction process.
• This multi-method approach may enable herbal companies to produce higher-quality products, enhancing therapeutic benefits.