Design and analysis of computer experiments for efficient model-based active thermography in the agro-food sector

被引:0
|
作者
D'huys, K. [1 ]
De Ketelaere, B. [1 ]
Keresztes, J. C. [1 ]
Saeys, W. [1 ]
机构
[1] Katholieke Univ Leuven, Dept Biosyst, Div MeBioS, Kasteelpk Arenberg 30, B-3001 Heverlee, Belgium
关键词
INFRARED THERMOGRAPHY; BRUISES;
D O I
10.21611/qirt.2016.026
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Finite element models simulating the heat transfer in active thermography are studied intensively. Together with improved model accuracy, the related complexity and required computational power are increasing. In the agro-food sector, the material properties of the inspected objects, and thus the input parameters of heat transfer models, are prone to biological variability. In this work, a strategy called 'Design and Analysis of Computer Experiments' was applied to efficiently obtain the heat transfer output for an arbitrary combination of input parameters without running every single simulation. A metamodel was set up, interpolating between the output of a few carefully selected simulations.
引用
收藏
页码:207 / 216
页数:10
相关论文
共 50 条
  • [31] Scenario-Based Model for the Location of Multiple Uncapacitated Facilities: Case Study in an Agro-Food Supply Chain
    Pablo Mendoza-Ortega, Gean
    Soto, Manuel
    Ruiz-Meza, Jose
    Salgado, Rodrigo
    Torregroza, Angelica
    APPLIED COMPUTER SCIENCES IN ENGINEERING, WEA 2021, 2021, 1431 : 386 - 398
  • [32] Flows in Agro-food Networks (FAN): An agent-based model to simulate local agricultural material flows
    Fernandez-Mena, Hugo
    Gaudou, Benoit
    Pellerin, Sylvain
    MacDonald, Graham K.
    Nesme, Thomas
    AGRICULTURAL SYSTEMS, 2020, 180
  • [33] Model-based Design of Efficient LDPC Decoder Architectures
    Delomier, Yann
    Le Gal, Bertrand
    Crenne, Jeremie
    Jego, Christophe
    PROCEEDINGS OF 2018 IEEE 10TH INTERNATIONAL SYMPOSIUM ON TURBO CODES & ITERATIVE INFORMATION PROCESSING (ISTC), 2018,
  • [34] Model-Based Design of Experiments in the Presence of Continuous Measurement Systems
    Galvanin, Federico
    Boschiero, Andrea
    Barolo, Massimiliano
    Bezzo, Fabrizio
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2011, 50 (04) : 2167 - 2175
  • [35] Efficient online model-based design of experiments via parameter subset selection for batch dynamical systems
    Kim, Jung Hun
    Lee, Jong Min
    COMPUTERS & CHEMICAL ENGINEERING, 2019, 121 : 646 - 653
  • [36] Robust model-based design of experiments for guaranteed parameter estimation
    Mukkula, Anwesh Reddy Gottu
    Paulen, Radoslav
    27TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, PT B, 2017, 40B : 1639 - 1644
  • [37] Constrained model-based design of experiments for the identification of approximated models
    Quaglio, Marco
    Fraga, Eric S.
    Galvanin, Federico
    IFAC PAPERSONLINE, 2018, 51 (15): : 515 - 520
  • [38] Safe model-based design of experiments using Gaussian processes
    Petsagkourakis, Panagiotis
    Galvanin, Federico
    COMPUTERS & CHEMICAL ENGINEERING, 2021, 151
  • [39] Model-based design of experiments for parameter precision: State of the art
    Franceschini, Gaia
    Macchietto, Sandro
    CHEMICAL ENGINEERING SCIENCE, 2008, 63 (19) : 4846 - 4872
  • [40] Implementation and Application of Model-Based Design of Experiments in a Flowsheet Simulator
    Asprion, Norbert
    Boettcher, Roger
    Mairhofer, Jonas
    Yliruka, Maria
    Hoeller, Johannes
    Schwientek, Jan
    Vanaret, Charlie
    Bortz, Michael
    JOURNAL OF CHEMICAL AND ENGINEERING DATA, 2020, 65 (03): : 1135 - 1145