化工学报2024，Vol.75Issue(4)：1096-1104,9.DOI:10.11949/0438-1157.20231406
基于人工智能的微分散基础研究
Fundamental research on microdispersion based on artificial intelligence
摘要
Abstract
Microdispersion is an important part of micro chemical engineering technology.The complexity of equipment and processes imposes many limitations on its related research.Under the guidance of traditional thinking,the basic research on microdispersion follows the approach of"design-experiment-modeling",resulting in slow progress.In recent years,artificial intelligence(AI)methods have received increasing attention in chemical engineering due to their powerful recognition and regression capabilities.AI-assisted basic research on microdispersion is conducive to forming a new paradigm for understanding micro chemical engineering processes,promoting the development of micro chemical engineering technology.This article introduces the general idea of AI methods and their applicability to microdispersion investigation,reviews the developments of AI technology in microscopic image recognition,droplet and bubble dispersion size prediction,and microdispersion process control and optimization,and offers insights into the prospective directions of micro chemical engineering based on AI technology.关键词
微流体学/分散/模型/算法/人工智能Key words
microfluidics/dispersion/model/algorithm/artificial intelligence分类
化学化工引用本文复制引用
刘梦绮,王凯,骆广生..基于人工智能的微分散基础研究[J].化工学报,2024,75(4):1096-1104,9.基金项目
国家自然科学基金项目(L2324201,21991104) （L2324201,21991104）
中国科学院学部前沿交叉研判项目(XK2023HXC001) （XK2023HXC001）
清华大学-中国石油化工集团有限公司绿色化工联合研究院资助项目(20212930034) （20212930034）
