Application of an offline identification algorithm for adjusting parameters of a modular manoeuvring mathematical model

被引：11
|
作者：
Sutulo, Serge [1 ]
Soares, C. Guedes [1 ]
机构：
[1] Univ Tecn Lisboa, Ctr Marine Technol & Engn CENTEC, Inst Super Tecn, Ave Rovisco Pais, P-1049001 Lisbon, Portugal
来源：
OCEAN ENGINEERING | 2023年 / 279卷
关键词：
Ship manoeuvrability; Modular mathematical model; System identification; Genetic algorithm; White noise; Hausdorff ' s metric; NEURAL-NETWORK; SHIP; MOTION; COEFFICIENTS;
D O I：
10.1016/j.oceaneng.2023.114328
中图分类号：
U6 [水路运输]; P75 [海洋工程];
学科分类号：
0814 ; 081505 ; 0824 ; 082401 ;
摘要：
The paper describes the continuation of studies carried out earlier in the application of system identification to the estimation of parameters of ship manoeuvring mathematical models. A new version of a versatile identifi-cation algorithm based on various metrics and global optimization schemes is described. The algorithm is tested on artificial training data obtained with an entirely different ship mathematical model. The presented results confirm sufficient effectiveness and robustness of the algorithm which is now considered as sufficiently matured for application to real-world experimental data. At the same time, the study demonstrates the importance of using sufficiently complete and detailed mathematical structures and of establishing appropriate and sufficiently large intervals for the model parameters' variations.
引用
收藏
页数：18
相关论文
共 50 条
  • [21] Application of an improved model for the identification of material parameters
    Frederiksen, PS
    MECHANICS OF COMPOSITE MATERIALS AND STRUCTURES, 1997, 4 (04): : 297 - 316
  • [22] An application of a Hybrid Algorithm to Identification of Parameters of Semi-Empirical Model Describing a Real Process
    Brzozowski, Krzysztof
    Warwas, Kornel
    2009 IEEE INTERNATIONAL WORKSHOP ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS, 2009, : 473 - 477
  • [23] A RECURSIVE ALGORITHM FOR SIMULTANEOUS IDENTIFICATION OF MODEL ORDER AND PARAMETERS
    NIU, S
    XIAO, DY
    FISHER, DG
    IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1990, 38 (05): : 884 - 886
  • [24] CIJAYA algorithm for parameters identification of photovoltaic module model
    Jian X.
    Weng Z.
    Wang R.
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2021, 42 (11): : 19 - 26
  • [25] FIREFLY ALGORITHM IMPROVEMENT WITH APPLICATION TO INDUCTION MACHINE PARAMETERS IDENTIFICATION
    Dif, Naas
    Boudissa, Elghalia
    Bounekhla, Mhamed
    Dif, Ismail
    REVUE ROUMAINE DES SCIENCES TECHNIQUES-SERIE ELECTROTECHNIQUE ET ENERGETIQUE, 2020, 65 (1-2): : 35 - 40
  • [26] Use of hybrid algorithm for estimation of generating unit mathematical model parameters
    Majka, Lukasz
    Paszek, Stefan
    PRZEGLAD ELEKTROTECHNICZNY, 2010, 86 (08): : 70 - 76
  • [27] Parameters identification in view of dynamics measuring devices and mathematical model errors
    Leonov, V.A.
    Markin, D.N.
    Markin, N.N.
    Pribory i Sistemy Upravleniya, 2001, (08): : 15 - 18
  • [28] The identification of parameters of the electrohydraulic complex with cavitation oscillations based on a mathematical model
    Zagirnyak, Mykhaylo
    Kovalchuk, Viktoriya
    Korenkova, Tetyana
    PRZEGLAD ELEKTROTECHNICZNY, 2023, 99 (06): : 158 - 161
  • [29] SHIP MANOEUVRING MODEL PARAMETER IDENTIFICATION USING INTELLIGENT MACHINE LEARNING METHOD AND THE BEETLE ANTENNAE SEARCH ALGORITHM
    Chen, Changyuan
    Ruiz, Manases Tello
    Lataire, Evert
    Delefortrie, Guillaume
    Mansuy, Marc
    Mei, Tianlong
    Vantorre, Marc
    PROCEEDINGS OF THE ASME 38TH INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING, 2019, VOL 7B, 2019,
  • [30] PARAMETRIC IDENTIFICATION OF INDUCTION MOTOR MATHEMATICAL MODEL WITH THE USE OF GENETIC ALGORITHM
    Rutczynska-Wdowiak, K.
    Zawarczynski, L.
    ENGINEERING MECHANICS 2018 PROCEEDINGS, VOL 24, 2018, : 729 - 732
12345