A joint model-based experimental design approach for the identification of kinetic models in continuous flow laboratory reactors

被引:33
|
作者
Galvanin, Federico [1 ]
Cao, Enhong [1 ]
Al-Rifai, Noor [1 ]
Gavriilidis, Asterios [1 ]
Dua, Vivek [1 ]
机构
[1] UCL, Dept Chem Engn, Torrington Pl, London WC1E 7JE, England
基金
英国工程与自然科学研究理事会;
关键词
Model-based design of experiments; Joint design of experiments; Model discrimination; Parameter estimation; SEQUENTIAL EXPERIMENTAL-DESIGN; PARAMETER-ESTIMATION; RIVAL MODELS; DISCRIMINATION; OXIDATION; METHANOL;
D O I
10.1016/j.compchemeng.2016.05.009
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Continuous flow laboratory reactors are typically used for the development of kinetic models for catalytic reactions. Sequential model-based design of experiments (MBDoE) procedures have been proposed in literature where experiments are optimally designed for discriminating amongst candidate models or for improving the estimation of kinetic parameters. However, the effectiveness of these procedures is strongly affected by the initial model uncertainty, leading to suboptimal design solutions and higher number of experiments to be executed. A joint model-based design of experiments (j-MBDoE) technique, based on multi-objective optimization, is proposed in this paper for the simultaneous solution of the dual problem of discriminating among competitive kinetic models and improving the estimation of the model parameters. The effectiveness of the proposed design methodology is tested and discussed through a simulated case study for the identification of kinetic models of methanol oxidation over silver catalyst. (C) 2016 The Author(s). Published by Elsevier Ltd.
引用
收藏
页码:202 / 215
页数:14
相关论文
共 50 条
  • [21] Kinetic identification and experimental validation of continuous plug flow crystallisation
    Zhao, Yan
    Kamaraju, Vamsi Krishna
    Hou, Guangyang
    Power, Graham
    Donnellan, Philip
    Glennon, Brian
    CHEMICAL ENGINEERING SCIENCE, 2015, 133 : 106 - 115
  • [22] TOWARD A MODEL-BASED EXPERIMENTAL APPROACH TO ASSESSING COLLECTIVE SYSTEMS DESIGN
    Valencia-Romero, Ambrosio
    Grogan, Paul T.
    PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2018, VOL 7, 2018,
  • [23] A model-based methodology for the analysis and design of atomic layer deposition processes-Part I: Mechanistic modelling of continuous flow reactors
    Holmqvist, A.
    Torndahl, T.
    Stenstrom, S.
    CHEMICAL ENGINEERING SCIENCE, 2012, 81 : 260 - 272
  • [24] A model-based approach to robot joint control
    Stronger, D
    Stone, P
    ROBOCUP 2004: ROBOT SOCCER WORLD CUP VIII, 2005, 3276 : 297 - 309
  • [25] Incremental Kinetic Identification based on Experimental data From Steady-state Plug Flow Reactors
    Bhatt, Nirav
    Visvanathan, Srividhya
    12TH INTERNATIONAL SYMPOSIUM ON PROCESS SYSTEMS ENGINEERING (PSE) AND 25TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING (ESCAPE), PT A, 2015, 37 : 593 - 598
  • [26] Kinetic model-based experimental design of the polymerization conditions in suspension copolymerization of styrene/divinylbenzene
    Vivaldo-Lima, E
    Wood, PE
    Hamielec, AE
    Penlidis, A
    JOURNAL OF POLYMER SCIENCE PART A-POLYMER CHEMISTRY, 1998, 36 (12) : 2081 - 2094
  • [27] Model-Based approach IDS design
    Monzer, Mohamad Houssein
    Beydoun, Kamal
    Flaus, Jean-Marie
    2019 6TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT 2019), 2019, : 477 - 482
  • [28] Experimental validation of model-based blade pitch controller design for floating wind turbines: system identification approach
    Hara, N.
    Tsujimoto, S.
    Nihei, Y.
    Iijima, K.
    Konishi, K.
    WIND ENERGY, 2017, 20 (07) : 1187 - 1206
  • [29] Estimation of Methane Yields in Continuous Biogas Reactors Using Kinetic and Mass Flow Models
    Ward, Alastair James
    Feng, Lu
    Moset, Veronica
    Moller, Henrik Bjarne
    CHEMICAL ENGINEERING & TECHNOLOGY, 2018, 41 (04) : 761 - 767
  • [30] Novel Model-Based approach for instrumentation and control of nuclear reactors
    Ouni, Bassem
    Aussagues, Christophe
    Dhouib, Saadia
    Mraidha, Chokri
    ANIMMA 2021 - ADVANCEMENTS IN NUCLEAR INSTRUMENTATION MEASUREMENT METHODS AND THEIR APPLICATIONS, 2021, 253