Search Results for author: Joseph Warrington

Found 3 papers, 1 papers with code

Robust MPC with data-driven demand forecasting for frequency regulation with heat pumps

no code implementations15 Sep 2020 Felix Bünning, Joseph Warrington, Philipp Heer, Roy S. Smith, John Lygeros

By combining a control scheme based on Robust Model Predictive Control, with affine policies, and heating demand forecasting based on Artificial Neural Networks with online correction methods, we offer frequency regulation reserves and maintain user comfort with a system comprising a heat pump and buffer storage.

Model Predictive Control

Learning solutions to hybrid control problems using Benders cuts

no code implementations L4DC 2020 Sandeep Menta, Joseph Warrington, John Lygeros, Manfred Morari

Hybrid control problems are complicated by the need to make a suitable sequence of discrete decisions related to future modes of operation of the system.

Model Predictive Control

Two-stage stochastic approximation for dynamic rebalancing of shared mobility systems

1 code implementation3 Oct 2018 Joseph Warrington, Dominik Ruchti

Mobility systems featuring shared vehicles are often unable to serve all potential customers, as the distribution of demand does not coincide with the positions of vehicles at any given time.

Optimization and Control

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