Large fluctuations in locational marginal prices
Philosophical Transactions of the Royal Society A , Volume 379 - Issue 2202 p. 20190438
This paper investigates large fluctuations of locational marginal prices (LMPs) in wholesale energy markets caused by volatile renewable generation profiles. Specifically, we study events of the form [Formula: see text] where LMP is the vector of LMPs at the n power grid nodes, and α-, [Formula: see text] are vectors of price thresholds specifying undesirable price occurrences. By exploiting the structure of the supply-demand matching mechanism in power grids, we look at LMPs as deterministic piecewise affine, possibly discontinuous functions of the stochastic input process, modelling uncontrollable renewable generation. We use techniques from large deviations theory to identify the most likely ways for extreme price spikes to happen, and to rank the nodes of the power grid in terms of their likelihood of experiencing a price spike. Our results are derived in the case of Gaussian fluctuations, and are validated numerically on the IEEE 14-bus test case. This article is part of the theme issue 'The mathematics of energy systems'.
|, , , , ,|
|Philosophical Transactions of the Royal Society A|
|Rare events: Asymptotics, Algorithms, Applications|
|Organisation||Centrum Wiskunde & Informatica, Amsterdam (CWI), The Netherlands|
Nesti, T, Moriarty, J, Zocca, A, & Zwart, A.P. (2021). Large fluctuations in locational marginal prices. Philosophical Transactions of the Royal Society A , 379(2202). doi:10.1098/rsta.2019.0438