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Bundle Relaxation and Primal Recovery in Unit Commitment Problems. The Brazilian Case
Authors:A. Belloni  A.L. Diniz Souto Lima  M.E. Piñeiro Maceira  C.A. Sagastizábal
Affiliation:(1) IMPA, Graduate School, Brazil;(2) CEPEL – Centro de Pesquisas de Energia Elétrica, C.P. 68007, RJ 21944-970 Rio de Janeiro, Brazil;(3) IMPA – Instituto de Matemática Pura e Aplicada, Estrada Dona Castorina 110, Jardim Botânico, RJ 22460-320, Rio de Janeiro, Brazil
Abstract:We consider the inclusion of commitment of thermal generation units in the optimal management of the Brazilian power system. By means of Lagrangian relaxation we decompose the problem and obtain a nondifferentiable dual function that is separable. We solve the dual problem with a bundle method. Our purpose is twofold: first, bundle methods are the methods of choice in nonsmooth optimization when it comes to solve large-scale problems with high precision. Second, they give good starting points for recovering primal solutions. We use an inexact augmented Lagrangian technique to find a near-optimal primal feasible solution. We assess our approach with numerical results.
Keywords:power system operation  unit commitment  Lagrangian relaxation  bundle methods  augmented Lagrangian  feasible dispatch
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