Quantum Kernel Alignment with Stochastic Gradient Descent
Gian Gentinetta, David Sutter, et al.
QCE 2023
The energetic flexibility of electric energy resources can be exploited when trading on wholesale energy and ancillary service markets. This paper considers the problem of a Balance Responsible Party to maximize its profit from trading on energy markets while simultaneously offering Secondary Frequency Reserves to the System Operator. However, the accurate provision of regulation power can be compromised by power ramp-rate limitations of the resources providing the service. To avoid this shortcoming, we take power ramp-rate constraints into account explicitly when computing optimal adjustable energy trading policies that are robust against uncertain activation of reserves. The approach proposed is applicable in real market settings because it models all the different timescales of the day-ahead, intra-day, and reserve markets. Finally, the effect of different market settings and energy trading policies on the amount of available Secondary Frequency Reserves is investigated.
Gian Gentinetta, David Sutter, et al.
QCE 2023
Panagiotis Kl. Barkoutsos, Giacomo Nannicini, et al.
Quantum
Johannes Weidenfeller, Lucia Cuervo Valor, et al.
arXiv
Christa Zoufal, Stefan Woerner
APS March Meeting 2023