Title :
Using Semidefinite Relaxation to Solve the Day-Ahead Hydro Unit Commitment Problem
Author :
Paredes, M. ; Martins, L.S.A. ; Soares, S.
Author_Institution :
Sch. of Electr. & Comput. Eng., Univ. of Campinas, Campinas, Brazil
Abstract :
In this paper, we present a mixed-integer formulation with nonlinear production functions of the day-ahead hydro unit commitment problem for hydro-dominant power systems. The objective is to minimize unit startup and shutdown costs and maximize water use efficiency in the daily operation of multiple hydro plants. Determination of hourly generation dispatches and unit configurations is subject to reservoir dynamics, power balance, as well as target constraints coupling short-term generation with long-term reservoir operation goals. In addition, ac power flow constraints are considered. An equivalent quadratically-constrained quadratic formulation is approximated by successive convex semidefinite programming relaxations in a branch-and-bound algorithm for optimal solutions. Numerical case studies for several system configurations are presented to illustrate the effectiveness of the relaxation algorithm.
Keywords :
convex programming; hydroelectric power stations; integer programming; load flow; mathematical programming; nonlinear functions; power generation dispatch; power generation economics; relaxation; reservoirs; tree searching; AC power flow constraints; branch-and-bound algorithm; day-ahead hydro unit commitment problem; equivalent quadratically-constrained quadratic formulation; generation dispatches; hydro-dominant power systems; hydroplants; mixed-integer formulation; nonlinear production functions; power balance; relaxation algorithm; reservoir dynamics; reservoir operation goals; successive convex semidefinite programming relaxations; water use efficiency; Equations; Power generation; Power system dynamics; Production; Reservoirs; Hydroelectric power generation; power generation dispatch; quadratic programming; relaxation methods; unit commitment;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2014.2359803