5 papers · 1 filter
On the Concept of an Optimal Portfolio of Uncertain Flexible Loads
Julie Rousseau, Philipp Heer, Kristina Orehounig +1
Flexible loads can enhance power system stability by providing reserves, but their limited energy capacity and uncertain availability distinguish them from conventional generators.…
Prosumer Synchronisation Risk: Impacts of Time-Varying Tariffs on Distribution Network Expansion
Dillon Zadoks, Alfredo Oneto, Carlo Tajoli +4
The rapid deployment of distributed energy resources, including heat pumps, electric vehicles, photovoltaics, and battery storage, is reshaping the operation of low-voltage network…
SIMBa: System Identification Methods leveraging Backpropagation
Loris Di Natale, Muhammad Zakwan, Philipp Heer +2
This manuscript details and extends the SIMBa toolbox (System Identification Methods leveraging Backpropagation) presented in previous work, which uses well-established Machine Lea…
Stable Linear Subspace Identification: A Machine Learning Approach
Loris Di Natale, Muhammad Zakwan, Bratislav Svetozarevic +3
Machine Learning (ML) and linear System Identification (SI) have been historically developed independently. In this paper, we leverage well-established ML tools - especially the au…
Data-driven adaptive building thermal controller tuning with constraints: A primal-dual contextual Bayesian optimization approach
Wenjie Xu, Bratislav Svetozarevic, Loris Di Natale +2
We study the problem of tuning the parameters of a room temperature controller to minimize its energy consumption, subject to the constraint that the daily cumulative thermal disco…