arrow
返回

A generalized cutting-set approach for nonlinear robust optimization in process systems engineering

delete2021-02-11
delete6
PRE
AI
N
Natalie M. Isenberg
P
Paul Akula
J
John Eslick
D
Debangsu Bhattacharyya
D
David C. Miller
C
Chrysanthos E. Gounaris *
DOI:10.1002/aic.17175delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
We propose a novel computational framework for the robust optimization of highly nonlinear, non-convex models that possess uncertainty in their parameter data. The proposed method is a generalization of the robust cutting-set algorithm that can handle models containing irremovable equality constraints, as is often the case with models in the process systems engineering domain. Additionally, we accommodate general forms of decision rules to facilitate recourse in second-stage (control) variables. In particular, we compare and contrast the use of various types of decision rules, including quadratic ones, which we show in certain examples to be able to decrease the overall price of robustness. Our proposed approach is demonstrated on three process flow sheet models, including a relatively complex model for amine-based CO2 capture. We thus verify that the generalization of the robust cutting-set algorithm allows for the facile identification of robust feasible designs for process systems of practical relevance.
Keyword:
CO2 capture
cutting‐ set algorithm
process systems engineering
robust optimization
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

AIChE Journal 封面图
AIChE Journal
IF:
4
论文数:
1.1W
被引数:
2.9W

机构

C
Carnegie Mellon University
学者数:
1.4W
论文数: 1.4W
被引数: 2.7W
U
united states department of energy (doe)
学者数:
11.3W
论文数: 9.6W
被引数: 246
W
West Virginia University
学者数:
1.4W
论文数: 1.1W
被引数: 1.2W
学者 查看更多机构
引用论文

引用论文

An adjustable robust optimization approach to scheduling of continuous industrial processes providing interruptible load
err2016-03-01
err103
errOAAI
errZhang, Qi; Morari, Michael F.; Grossmann, Ignacio E.; Sundaramoorthy, Arul; Pinto, Jose M.
err分享
err收藏
err分享
err收藏
Five thousand years of atmospheric Ni, Zn, As, and Cd deposition recorded in bogs from NW Iberia: prehistoric and historic anthropogenic contributions
err2013-01-01
err0
PREAI
errXabier Pontevedra-Pombal; Tim M. Mighall; Juan C. Nóvoa-Muñoz; Eva Peiteado-Varela; José Rodríguez-Racedo; Eduardo García-Rodeja; Antonio Martínez-Cortizas
err分享
err收藏
Potential Simultaneous Inhibitors of Angiotensin-Converting Enzyme 2 and Transmembrane Protease, Serine 2
err2020-12-17
err0
errOAAI
errChing-Yuan Wu; Yu-Shih Lin; Yao-Hsu Yang; Li-Hsin Shu; Yu-Ching Cheng; Hung Te Liu
err分享
err收藏
Robust optimal control with adjustable uncertainty sets具有可调不确定性集的鲁棒最优控制
err2017-01-01
err90
errOAAI
errZhang, Xiaojing; Kamgarpour, Maryam; Georghiou, Angelos; Goulart, Paul; Lygeros, John
err分享
err收藏
学者 查看更多内容