通过强化学习实现连续色谱分离过程的综合双适应控制
Foteini Michalopoulou1, Maria M Papathanasiou1
1Sargent Centre for Process Systems Engineering, Imperial College London, London SW72AZ, United Kingdom; Department of Chemical Engineering, Imperial College London, London SW72AZ, United Kingdom.
一个新的强化学习 (RL) 控制框架使持续色谱的自适应性操作成为可能. 这种智能系统提高了产品的纯度,产量和回收,即使有工艺变化.
科学领域:
- 化学工程是化学工程的重要组成部分.
- 过程控制 过程控制
- 人工智能的人工智能
背景情况:
- 连续色谱过程表现出复杂的非线性动态和相互依赖.
- 由于周期性操作和可变相互作用,实时控制具有挑战性.
- 随着工艺变化的增加,需要适应性控制策略来实现持续的性能.
研究的目的:
- 开发一种强化学习 (RL) 控制框架,用于连续色谱系统的自适应性操作.
- 为了实现可靠的控制,在动态和不确定的操作条件下保持性能.
- 提高关键性能指标,如产品纯度,产量和运营效率.
主要方法:
- 一个强化学习 (RL) 控制器被开发并使用机械模拟环境进行训练.
- RL代理学会了根据观察到的系统状态来协调多个过程输入.
- 实施了依赖阶段的奖励配方,以平衡纯度,产量和效率.
主要成果:
- 尽管有料变化,流速干扰和测量噪音,RL控制器成功保持了目标纯度.
- 循环稳定状态 (CSS) 在10个过程周期内实现.
- 与名义运行相比,工艺产量从86%提高到91%,产品回收增加了79%.
结论:
- 强化学习为复杂的多变量色谱系统提供了强大而适应性的控制解决方案.
- 开发的RL框架促进了智能和自适应的过程运行.
- 这种方法为提高连续色谱过程的性能和效率提供了一条途径.
更多相关视频
08:35Interactive and Visualized Online Experimentation System for Engineering Education and Research
Published on: November 24, 2021
05:47Simulation of a Scaled Assembly Process with Collaboration of a Robotic Arm and Monitoring through a Vision System for Quality Control
Published on: August 29, 2025
相关概念视频
Optimizing Chromatographic Separations
Band broadening refers to spreading solute bands as they travel through the column. This broadening can impact resolution. Plate height (H) represents the length required for one theoretical plate. A lower plate height corresponds to...
Ion-Exchange Chromatography
High-Performance Liquid Chromatography: Elution Process
High-Performance Liquid Chromatography: Introduction
In HPLC, two phases play a critical role in the separation process:
High-Performance Liquid Chromatography: Instrumentation
Chromatography: Introduction
The phase in which the compounds linger or on which the compounds adsorb is called the stationary phase, whereas the mobile phase is the solvent that carries the solutes to be analyzed. In traditional column chromatography, the mixture flows through the stationary phase, and the compounds partition between the stationary and mobile phases...
