A data-driven metamodel-based approach for point force localization

被引:3
|
作者
Aucejo, M. [1 ]
机构
[1] Conservatoire Natl Arts & Metiers, Lab Mecan Struct & Syst Couples, 2 Rue Conte, F-75003 Paris, France
关键词
Force localization; Meta-modeling; Surrogate model; Model-based strategy; Data-driven approach; SOURCE IDENTIFICATION; COMPOSITE STRUCTURES; NEURAL-NETWORK; IMPACT; REGULARIZATION; DECONVOLUTION; LOCATION;
D O I
10.1016/j.ymssp.2022.108881
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper introduces a novel strategy for point force localization in the frequency domain, based on metamodeling techniques and independent of the excitation level. More precisely, the ability of well-established techniques, such as Polynomial Chaos expansion or Universal Kriging, in providing accurate surrogate models for locating a point force through an optimization procedure is evaluated. The proposed methodology is applied in a purely data-driven context. Obtained results highlight the good performance of the proposed strategy for relatively small data sets, as well as its robustness to noise in both training and deployment phases.
引用
收藏
页数:22
相关论文
共 50 条
  • [1] A metamodel-based approach to formalizing UML
    Cheng, BHC
    [J]. 25TH ANNUAL INTERNATIONAL COMPUTER SOFTWARE & APPLICATIONS CONFERENCE, 2001, : 278 - 279
  • [2] Metamodel-based comparison of data models
    Eessaar, Erki
    [J]. ADVANCES AND INNOVATIONS IN SYSTEMS, COMPUTING SCIENCES AND SOFTWARE ENGINEERING, 2007, : 109 - 114
  • [3] An integrated metamodel-based approach to software model refactoring
    Mohammed Misbhauddin
    Mohammad Alshayeb
    [J]. Software & Systems Modeling, 2019, 18 : 2013 - 2050
  • [4] The Use of Metamodel-based Approach for Designing Healthcare Applications
    Ali, Norhayati Mohd
    Admodisastro, Novia
    Wirza, Rahmita O. K.
    Allaudin, Mohammad Alif Mohammad
    Dimon, Mohd Zamrin
    [J]. INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2021, 13 (05): : 178 - 186
  • [5] Heterogeneous business process management: A metamodel-based approach
    Azzini, Antonia
    Ceravolo, Paolo
    Damiani, Ernesto
    Scarabottolo, Nello
    Zavatarelli, Francesco
    Vicari, Claudia
    Savarino, Vincenzo
    [J]. Lecture Notes in Business Information Processing, 2015, 224 : 73 - 86
  • [6] A metamodel-based approach for customizing and assessing agile methods
    Ayed, Hajer
    Vanderose, Benoit
    Habra, Naji
    [J]. 2012 EIGHTH INTERNATIONAL CONFERENCE ON THE QUALITY OF INFORMATION AND COMMUNICATIONS TECHNOLOGY (QUATIC 2012), 2012, : 66 - 74
  • [7] A Metamodel-Based Approach for Automatic User Interface Generation
    Rosado da Cruz, Antonio Miguel
    Faria, Joao Pascoal
    [J]. MODEL DRIVEN ENGINEERING LANGUAGES AND SYSTEMS, PT I, 2010, 6394 : 256 - +
  • [8] An integrated metamodel-based approach to software model refactoring
    Misbhauddin, Mohammed
    Alshayeb, Mohammad
    [J]. SOFTWARE AND SYSTEMS MODELING, 2019, 18 (03): : 2013 - 2050
  • [9] Managing software process measurement:: A metamodel-based approach
    Garcia, F.
    Serrano, M.
    Cruz-Lemus, J.
    Ruiz, F.
    Piattini, M.
    [J]. INFORMATION SCIENCES, 2007, 177 (12) : 2570 - 2586
  • [10] A metamodel-based approach for the dynamic reconfiguration of component-based software
    Ketfi, A
    Belkhatir, N
    [J]. SOFTWARE REUSE: METHODS, TECHNIQUES, AND TOOLS: PROCEEDINGS, 2004, 3107 : 264 - 273