Title :
An efficient primal-dual approach to chance-constrained economic dispatch
Author :
Martinez, Gina ; Yu Zhang ; Giannakis, Georgios
Author_Institution :
Dept. of Biol. & Environ. Eng., Cornell Univ., Ithaca, NY, USA
Abstract :
To effectively enhance the integration of distributed and renewable energy sources in future smart microgrids, economical energy management accounting for the principal challenge of the variable and non-dispatchable renewables is indispensable and of significant importance. Day-ahead economic generation dispatch with demand-side management for a micro-grid in islanded mode is considered in this paper. With the goal of limiting the risk of the loss-of-load probability, a joint chance constrained optimization problem is formulated for the optimal multi-period energy scheduling with multiple wind farms. Bypassing the intractable spatio-temporal joint distribution of the wind power generation, a primal-dual approach is used to obtain a suboptimal solution efficiently. The method is based on first-order optimality conditions and successive approximation of the probabilistic constraint by generation of p-efficient points. Numerical results are reported to corroborate the merits of this approach.
Keywords :
distributed power generation; optimisation; power generation dispatch; power generation economics; power generation scheduling; probability; wind power; day-ahead economic generation dispatch; demand-side management; distributed energy sources; economical energy management; first-order optimality conditions; future smart microgrids; islanded mode; joint chance constrained optimization problem; loss-of-load probability; nondispatchable renewables; optimal multiperiod energy scheduling; primal-dual approach; probabilistic constraint; renewable energy sources; spatio-temporal joint distribution; successive approximation; wind farms; wind power generation; Approximation methods; Economics; Joints; Microgrids; Optimization; Wind farms; Wind power generation; Microgrids; chance constraints; economic dispatch; primal-dual approach; renewable energy;
Conference_Titel :
North American Power Symposium (NAPS), 2014
Conference_Location :
Pullman, WA
DOI :
10.1109/NAPS.2014.6965379