Control structures for Smart Grid balancing

Juelsgaard, Morten; Totu, Luminita Cristiana; Shafiei, Seyed Ehsan; Wisniewski, Rafael; Stoustrup, Jakob

doi:10.1109/isgteurope.2013.6695321

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“…In the context of smart grids, several decomposition algorithms have been considered, in particular dual decomposition (e.g. [10]).…”

Section: B Decompositionmentioning

confidence: 99%

Cascaded column generation for scalable predictive demand side management

Toersche

Molderink

Hurink

et al. 2014

2014 IEEE International Energy Conference (ENERGYCON)

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We propose a nested Dantzig-Wolfe decomposition, combined with dynamic programming, for the distributed scheduling of a large heterogeneous fleet of residential appliances with nonlinear behavior. A cascaded column generation approach gives a scalable optimization strategy, provided that the problem has a suitable structure. The presented approach extends the TRIANA smart grid framework for predictive demand side management; the main goal of this framework is peak shaving. Simulations validate that the approach is effective, but also show that the performance degrades for smaller group sizes.

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“…In the context of smart grids, several decomposition algorithms have been considered, in particular dual decomposition (e.g. [10]).…”

Section: B Decompositionmentioning

confidence: 99%