Parameter-dependent Surrogate Model Development for PZT Bimorph Actuators Employed for Micro-air Vehicles

被引:1
|
作者
Bravo, Nikolas [1 ]
Smith, Ralph C. [1 ]
机构
[1] North Carolina State Univ, Dept Math, Raleigh, NC 27695 USA
基金
美国国家科学基金会;
关键词
Uncertainty Quantification; PZT Bimorph; Modeling; Surrogate; Homogenized Energy Model; HOMOGENIZED ENERGY-MODEL; CHARACTERIZING POLARIZATION; STRAINS; DESIGN;
D O I
10.1117/12.2514246
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In the paper, we discuss the use of the homogenized energy model (HEM) to develop a dynamic mode decomposition surrogate model for a PZT bimorph actuator used for micro-air vehicles including Robobee. The HEM quantifies the nonlinear, hysteretic, and rate-dependent behavior inherent to PZT in highly dynamic operating regimes. Due to the computation complexity of the HEM, we must develop a surrogate model. The surrogate model must be parameter-and control-dependent to be able to perform inverse problems or uncertainty quantification in different driving regimes. In the literature, DMD can be adapted to address different control inputs. We will discuss using interpolation over the parameters to adapt the DMD to include parameter dependence. Finally, we will discuss the results and limitations of the new surrogate model.
引用
收藏
页数:15
相关论文
共 7 条
  • [1] MODEL DEVELOPMENT FOR PZT BIMORPH ACTUATION EMPLOYED FOR MICRO-AIR VEHICLES
    Crews, John
    Bravo, Nikolas
    Smith, Ralph
    PROCEEDINGS OF THE ASME CONFERENCE ON SMART MATERIALS, ADAPTIVE STRUCTURES AND INTELLIGENT SYSTEMS, 2016, VOL 2, 2016,
  • [2] Surrogate Model Development and Feedforward Control Implementation for PZT Bimorph Actuators Employed for Robobee
    Bravo, Nikolas
    Smith, Ralph C.
    Crews, John
    BEHAVIOR AND MECHANICS OF MULTIFUNCTIONAL MATERIALS AND COMPOSITES 2017, 2017, 10165
  • [3] Flow sensitive actuators for micro-air vehicles
    Kumar, V.
    Hays, M.
    Fernandez, E.
    Oates, W.
    Alvi, F. S.
    SMART MATERIALS & STRUCTURES, 2011, 20 (10):
  • [4] The development of elastodynamic components for piezoelectrically actuated flapping micro-air vehicles
    Cox, A
    Monopoli, D
    Cveticanin, D
    Goldfarb, M
    Garcia, E
    JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES, 2002, 13 (09) : 611 - 615
  • [5] Liquid-amplified zipping actuators for micro-air vehicles with transmission-free flapping
    Helps, Tim
    Romero, Christian
    Taghavi, Majid
    Conn, Andrew T.
    Rossiter, Jonathan
    SCIENCE ROBOTICS, 2022, 7 (63)
  • [6] DATA-DRIVEN MODEL DEVELOPMENT AND FEEDBACK CONTROL DESIGN FOR PZT BIMORPH ACTUATORS
    Bravo, Nikolas
    Smith, Ralph C.
    Crews, John
    PROCEEDINGS OF THE ASME CONFERENCE ON SMART MATERIALS, ADAPTIVE STRUCTURES AND INTELLIGENT SYSTEMS, 2017, VOL 2, 2017,
  • [7] Aeroelastic Model for Macrofiber Composite Actuators on Micro Air Vehicles
    LaCroix, Bradley W.
    Ifju, Peter G.
    JOURNAL OF AIRCRAFT, 2017, 54 (01): : 199 - 208