Nonlinear Model Reduction by Moment-Matching for a Point Absorber Wave Energy Conversion System

被引:4
|
作者
Papini, Guglielmo [1 ]
Piuma, Francisco Javier Dores Dores [2 ]
Faedo, Nicolas [1 ]
Ringwood, John, V [3 ]
Mattiazzo, Giuliana [1 ]
机构
[1] Politecn Torino, Marine Offshore Renewable Energy Lab, Dept Mech & Aerosp Engn, I-10128 Turin, Italy
[2] Univ Nacl Quilmes, Dept Ciencia & Tecnol, B1876BXD, Buenos Aires, DF, Argentina
[3] Maynooth Univ, Ctr Ocean Energy Res, Maynooth W23 F2K8, Kildare, Ireland
基金
欧盟地平线“2020”;
关键词
model reduction; moment-matching; wave energy converters; optimal control; CONVERTERS;
D O I
10.3390/jmse10050656
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
This paper presents a data-driven model reduction by moment-matching approach to construct control-oriented models for a point absorber device. The methodology chosen and developed generates models which are input-to-state linear, with any nonlinear behaviour confined to the output map. Such a map is the result of a data-driven approximation procedure, where the so-called moment of the point absorber system is estimated via a least-squares procedure. The resulting control-oriented model can inherently preserve steady-state properties of the target WEC system for a user-defined class of input signals of interest, with the computation only dependent upon a suitably defined set of input-output data.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Nonlinear model reduction for wave energy systems: a moment-matching-based approach
    Faedo, Nicolas
    Dores Piuma, Francisco Javier
    Giorgi, Giuseppe
    Ringwood, John V.
    [J]. NONLINEAR DYNAMICS, 2020, 102 (03) : 1215 - 1237
  • [2] Nonlinear model reduction for wave energy systems: a moment-matching-based approach
    Nicolás Faedo
    Francisco Javier Dores Piuma
    Giuseppe Giorgi
    John V. Ringwood
    [J]. Nonlinear Dynamics, 2020, 102 : 1215 - 1237
  • [3] Nonlinear Modeling and Verification of a Heaving Point Absorber for Wave Energy Conversion
    Guo, Bingyong
    Patton, Ron
    Jin, Siya
    Gilbert, James
    Parsons, Dan
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2018, 9 (01) : 453 - 461
  • [4] Finite-order hydrodynamic model determination for wave energy applications using moment-matching
    Faedo, Nicolas
    Pena-Sanchez, Yerai
    Ringwood, John V.
    [J]. OCEAN ENGINEERING, 2018, 163 : 251 - 263
  • [5] Model Order Reduction via Moment-Matching: A State of the Art Review
    Danish Rafiq
    Mohammad Abid Bazaz
    [J]. Archives of Computational Methods in Engineering, 2022, 29 : 1463 - 1483
  • [6] Model Order Reduction via Moment-Matching: A State of the Art Review
    Rafiq, Danish
    Bazaz, Mohammad Abid
    [J]. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, 2022, 29 (03) : 1463 - 1483
  • [7] A piecewise-linear moment-matching approach to parameterized model-order reduction for highly nonlinear systems
    Bond, Bradley N.
    Daniel, Luca
    [J]. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2007, 26 (12) : 2116 - 2129
  • [8] Nonlinear Model Predictive Control of a Point Absorber Wave Energy Converter
    Richter, Markus
    Magana, Mario E.
    Sawodny, Oliver
    Brekken, Ted K. A.
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2013, 4 (01) : 118 - 126
  • [9] Model reduction by moment matching for nonlinear systems
    Astolfi, Alessandro
    [J]. 47TH IEEE CONFERENCE ON DECISION AND CONTROL, 2008 (CDC 2008), 2008, : 4873 - 4878
  • [10] Development and Testing of a Point Absorber Wave Energy Conversion
    Foster, Jacob
    Ghorbani, Reza
    Garambois, Pierre
    [J]. OMAE2011: PROCEEDINGS OF THE ASME 30TH INTERNATIONAL CONFERENCE ON OCEAN, OFFSHORE AND ARCTIC ENGINEERING, VOL 5: OCEAN SPACE UTILIZATION ; OCEAN RENEWABLE ENERGY, 2011, : 537 - +