Title :
A comparative study of an exponential adaptive perturb and observe algorithm and ripple correlation control for real-time optimization
Author :
Buyukdegirmenci, Veysel T. ; Bazzi, Ali M. ; Krein, Philip T.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
This paper proposes an exponential adaptive perturb and observe algorithm (EAPO) for real-time optimization of dynamic systems. Other adaptive methods are reviewed, and the mathematical formulation of the proposed EAPO is presented. Convergence and stability are discussed. Design requirements for applying EAPO are also addressed in an example for impedance matching. The proposed EAPO is compared to two prior realtime optimization techniques: conventional perturb and observe algorithm (P&O), and ripple correlation control (RCC). The method is shown to track the optimum with lower amplitude oscillations than P&O in the context of maximum power point tracking (MPPT) of a photovoltaic array. It is also compared to RCC in several applications including MPPT, impedance matching, and loss minimization of a separately-excited dc machine. Simulations and experiments show that the proposed EAPO achieves maximum power transfer with less than 4% error. Over all, the steady-state error and tracking response of the proposed EAPO are shown to be similar to RCC.
Keywords :
adaptive control; asymptotic stability; load regulation; maximum power point trackers; observers; optimisation; perturbation techniques; photovoltaic power systems; dynamic system; exponential adaptive perturb algorithm; impedance matching; loss minimization; maximum power point tracking; observe algorithm; photovoltaic array; real time optimization; ripple correlation control; separately excited dc machine; steady state error; system convergence; system stability; tracking response; Convergence; Correlation; Cost function; Heuristic algorithms; Impedance matching; Oscillators; Steady-state; Adaptive perturb and abserve; real-time optimization; ripple correlation control;
Conference_Titel :
Control and Modeling for Power Electronics (COMPEL), 2010 IEEE 12th Workshop on
Conference_Location :
Boulder, CO
Print_ISBN :
978-1-4244-7462-2
Electronic_ISBN :
978-1-4244-7461-5
DOI :
10.1109/COMPEL.2010.5562432