Title :
Dynamics of electricity markets with unknown utility functions: An extremum seeking control approach
Author :
Kai Ma ; Guoqiang Hu ; Spanos, Costas J.
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Abstract :
This paper studies the dynamics of electricity markets with unknown utility functions (i.e, the profit functions of consumers and the cost functions of suppliers). The market clearing procedure is formulated as a social welfare optimization problem, and the dynamics of electricity markets is modeled as primal-dual dynamics based on gradient estimation. The gradients of the unknown utility functions are estimated by adding and multiplying periodic signals at the measurable input and output, respectively. We prove the semi-globally practically asymptotically (SPA) stability of the market dynamics. Numerical results demonstrate the SPA stability and the balance between supply and demand.
Keywords :
asymptotic stability; gradient methods; optimal control; optimisation; power markets; power system control; power system stability; SPA stability; consumer profit function; electricity market dynamics; extremum seeking control approach; gradient estimation; market clearing procedure; periodic signal; primal-dual dynamics; semiglobally practically asymptotically stability; social welfare optimization problem; supplier cost function; unknown utility function; Cost function; Electricity; Electricity supply industry; Production; Stability analysis; Vectors;
Conference_Titel :
Control & Automation (ICCA), 11th IEEE International Conference on
Conference_Location :
Taichung
DOI :
10.1109/ICCA.2014.6870936