论文标题

使用PYOMO对Williams-Otto过程的模拟和最佳控制

Simulation and optimal control of the Williams-Otto process using Pyomo

论文作者

Schmid, Jochen, Teichert, Katrin, Chioua, Moncef, Schindler, Thorsten, Bortz, Michael

论文摘要

我们说明了高级开源软件包PYOMO在快速设置和求解动态模拟和优化问题方面具有的优势。为此,我们以Williams-Otto流程的示例为例。我们展示了如何使用搭配方法和PYOMO提供的IPOPT求解器模拟过程动力学。我们还讨论废物最小化,并将最大化作为两个检查过程优化问题。最后,我们介绍并比较了两种方法对设定点跟踪:一种基于比例综合反馈控制,另一种基于最佳的开环控制。

We illustrate the advantages the high-level open-source software package Pyomo has in rapidly setting up and solving dynamic simulation and optimization problems. In order to do so, we use the example of the Williams-Otto process. We show how to simulate the process dynamics using the collocation method and the IPOPT solver provided by Pyomo. We also discuss waste minimization and yield maximization as two examplary process optimization problems. And finally, we present and compare two approaches to setpoint tracking: one based on proportional-integral feedback control and one based on optimal open-loop control.

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