TY - JOUR
T1 - Model predictive control with fatigue-damage minimization through the dissipativity property of hysteresis operators
AU - Barradas Berglind, Jose de Jesus
AU - Wisniewski, Rafal
AU - Jayawardhana, Bayu
PY - 2020
Y1 - 2020
N2 - In this paper, we propose an approximation method for the well-known fatigue-damage estimation of rainflow counting (RFC) using the dissipativity property of hysteresis operators that can be embedded in model predictive control (MPC) frameworks. Firstly, we revisit results that establish the equivalence between RFC to an energy dissipation property of an infinite-dimensional operator of the Preisach hysteresis model. Subsequently, we approximate the Preisach model using a finite-dimensional differential Duhem hysteresis model and propose an extended MPC scheme that takes into account the dissipated energy of Duhem hysteresis model as a damage proxy in the optimization problem formulation. Lastly, we present an example of control design for damage minimization in the shaft of a wind turbine where we illustrate the proposed strategy.
AB - In this paper, we propose an approximation method for the well-known fatigue-damage estimation of rainflow counting (RFC) using the dissipativity property of hysteresis operators that can be embedded in model predictive control (MPC) frameworks. Firstly, we revisit results that establish the equivalence between RFC to an energy dissipation property of an infinite-dimensional operator of the Preisach hysteresis model. Subsequently, we approximate the Preisach model using a finite-dimensional differential Duhem hysteresis model and propose an extended MPC scheme that takes into account the dissipated energy of Duhem hysteresis model as a damage proxy in the optimization problem formulation. Lastly, we present an example of control design for damage minimization in the shaft of a wind turbine where we illustrate the proposed strategy.
KW - Hysteresis
KW - Predictive control
KW - Wind energy
UR - http://www.scopus.com/inward/record.url?scp=85076523111&partnerID=8YFLogxK
U2 - 10.1016/j.ejcon.2019.11.004
DO - 10.1016/j.ejcon.2019.11.004
M3 - Journal article
SN - 0947-3580
VL - 54
SP - 140
EP - 151
JO - European Journal of Control
JF - European Journal of Control
ER -