PAROC-An integrated framework and software platform for the optimisation and advanced model-based control of process systems

被引:98
|
作者
Pistikopoulos, Efstratios N. [1 ,2 ]
Diangelakis, Nikolaos A. [1 ]
Oberdieck, Richard [1 ]
Papathanasiou, Maria M. [1 ]
Nascu, Ioana [1 ]
Sun, Muxin [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Chem Engn, London SW7 2AZ, England
[2] Texas A&M Univ, Artie McFerrin Dept Chem Engn, College Stn, TX USA
基金
英国工程与自然科学研究理事会;
关键词
Multi-parametric programming; Design and control; Scheduling and; Control; Software platform; DESIGN; NMPC;
D O I
10.1016/j.ces.2015.02.030
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
In this paper we present the main foundations and features of an integrated framework and software platform that enables the use of model-based tools in design, operational optimisation and advanced control studies. A step-wise procedure is outlined involving (i) the development of a high-fidelity dynamic model, and its validation and model analysis, (ii) a model approximation step, including system identification, model reduction and global sensitivity analysis, (iii) a receding horizon modelling step for model-predictive control (MPC) and reactive scheduling, (iv) a suite of multi-parametric programming techniques for optimisation under uncertainty, explicit/multi-parametric MPC and state-estimation and (v) an 'in-silico' validation step for the derived optimisation, control and/or scheduling strategies to be analysed within the original high-fidelity model. The proposed software platform, PAROC, is also introduced and demonstrated in three different classes of process systems engineering applications; a combined heat and power energy system, a distillation column and a periodic purification process for biopharmaceuticals. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:115 / 138
页数:24
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