1. An algorithm for solving the dual problem of hydrothermal scheduling
- Author
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Luh, Peter B., Zhang, Daoyuan, and Tomastik, Robert N.
- Subjects
Hydrothermal electric power systems -- Models ,Business ,Electronics ,Electronics and electrical industries - Abstract
Lagrangian relaxation has been widely used for the hydrothermal scheduling of power systems. The idea is to use Lagrangian multipliers to relax system-wide demand and reserve requirements, and decompose the problem into unit-wise subproblems that are much easier to solve. The multipliers are then updated at the high level, most commonly by using a subgradient method (SGM). Since the high level dual function is non-differentiable with many 'ridges,' SGM may zigzag across ridges resulting in slow convergence. This paper presents an algorithm that utilizes a recently developed 'reduced complexity bundle method' (RCBM) to update the multipliers at the high level. The RCBM is a kind of 'bundle method' that enjoy faster convergence compared to SGM, but has much reduced complexity as compared to a conventional bundle method. Testing results show that RCBM can find better directions, avoid zigzagging behavior, and obtain better dual and feasible solutions as compared to the SGM.
- Published
- 1998