Dual ant colony operational modal analysis parameter estimation method

被引:4
|
作者
Sitarz, Piotr [1 ]
Powalka, Bartosz [1 ]
机构
[1] West Pomeranian Univ Technol, Fac Mech Engn, Piastow 19, PL-70310 Szczecin, Poland
关键词
Operational modal analysis; Modal parameters estimation; Ant colony optimisation; Modal analysis identification; Artificial intelligence; STOCHASTIC SUBSPACE IDENTIFICATION; SHAPE NORMALIZATION; ALGORITHM; BRIDGE;
D O I
10.1016/j.ymssp.2017.04.046
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Operational Modal Analysis (OMA) is a common technique used to examine the dynamic properties of a system. Contrary to experimental modal analysis, the input signal is generated in object ambient environment. Operational modal analysis mainly aims at determining the number of pole pairs and at estimating modal parameters. Many methods are used for parameter identification. Some methods operate in time while others in frequency domain. The former use correlation functions, the latter - spectral density functions. However, while some methods require the user to select poles from a stabilisation diagram, others try to automate the selection process. Dual ant colony operational modal analysis parameter estimation method (DAC-OMA) presents a new approach to the problem, avoiding issues involved in the stabilisation diagram. The presented algorithm is fully automated. It uses deterministic methods to define the interval of estimated parameters, thus reducing the problem to optimisation task which is conducted with dedicated software based on ant colony optimisation algorithm. The combination of deterministic methods restricting parameter intervals and artificial intelligence yields very good results, also for closely spaced modes and significantly varied mode shapes within one measurement point. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:231 / 267
页数:37
相关论文
共 50 条
  • [1] PARAMETER ESTIMATION ALGORITHMS IN OPERATIONAL MODAL ANALYSIS: A REVIEW
    Chauhan, Shashank
    6TH IOMAC: INTERNATIONAL OPERATIONAL MODAL ANALYSIS CONFERENCE PROCEEDINGS, 2015, : 357 - 367
  • [2] Subspace Algorithms in Modal Parameter Estimation for Operational Modal Analysis: Perspectives and Practices
    Chauhan, S.
    ROTATING MACHINERY, HYBRID TEST METHODS, VIBRO-ACOUSTICS AND LASER VIBROMETRY, VOL 8, 2016, : 295 - 301
  • [3] Modal Parameter Estimation in Multi-Patch Operational Modal Analysis: Perspectives and Approaches
    Mironovs, D.
    Chauhan, S.
    TOPICS IN MODAL ANALYSIS & TESTING, VOL 10, 2017, : 107 - 126
  • [4] Semi-Automated Operational Modal Analysis Methodology to Optimize Modal Parameter Estimation
    Eleonora M. Tronci
    Maurizio De Angelis
    Raimondo Betti
    Vittorio Altomare
    Journal of Optimization Theory and Applications, 2020, 187 : 842 - 854
  • [5] Semi-Automated Operational Modal Analysis Methodology to Optimize Modal Parameter Estimation
    Tronci, Eleonora M.
    De Angelis, Maurizio
    Betti, Raimondo
    Altomare, Vittorio
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2020, 187 (03) : 842 - 854
  • [6] Weibull Parameter Estimation Algorithm Based on Ant Colony
    Li, Weiguang
    Li, Zhen
    Ye, Cong
    Ye, Jing
    Chen, Gong
    Lin, Zhuohua
    Shang, Wanfeng
    Liu, Quanquan
    Wang, Chunbao
    2018 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENCE AND SAFETY FOR ROBOTICS (ISR), 2018, : 579 - 584
  • [7] Correction to: Semi-automated Operational Modal Analysis Methodology to Optimize Modal Parameter Estimation
    Eleonora M. Tronci
    Maurizio De Angelis
    Raimondo Betti
    Vittorio Altomare
    Journal of Optimization Theory and Applications, 2021, 188 : 603 - 603
  • [8] Modal parameters estimation using ant colony optimisation algorithm
    Sitarz, Piotr
    Powalka, Bartosz
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2016, 76-77 : 531 - 554
  • [9] PolyMAX modal parameter estimation from operational data
    Peeters, Bart
    Vecchio, Antonio
    Van der Auweraer, Herman
    PROCEEDINGS OF ISMA 2004: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS 1-8, 2005, : 1049 - 1063
  • [10] Analysis of Parameter Estimation and Optimization Application of Ant Colony Algorithm in Vehicle Routing Problem
    Xu, Quan-Li
    Cao, Yu-Wei
    Yang, Kun
    MIPPR 2017: PARALLEL PROCESSING OF IMAGES AND OPTIMIZATION TECHNIQUES; AND MEDICAL IMAGING, 2018, 10610