3 citations · 10 across the 17 of their papers we have counts for
17 papers
Using Flexibility Envelopes for the Demand-Side Hierarchical Optimization of District Heating Networks
Audrey Blizard, Colin N. Jones, Stephanie Stockar
The demand-side control of district heating networks is notoriously challenging due to the large number of connected users and the high number of states to be considered. To overco…
Multi-Agent Bayesian Optimization with Coupled Black-Box and Affine Constraints
Wenjie Xu, Yuning Jiang, Bratislav Svetozarevic +1
This paper studies the problem of distributed multi-agent Bayesian optimization with both coupled black-box constraints and known affine constraints. A primal-dual distributed algo…
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…
A Generalized Stopping Criterion for Real-Time MPC with Guaranteed Stability
Kristína Fedorová, Yuning Jiang, Juraj Oravec +2
Most of the real-time implementations of the stabilizing optimal control actions suffer from the necessity to provide high computational effort. This paper presents a cutting-edge…
Data-Driven Robust Control Using Prediction Error Bounds Based on Perturbation Analysis
Baiwei Guo, Yuning Jiang, Colin N. Jones +1
For linear systems, many data-driven control methods rely on the behavioral framework, using historical data of the system to predict the future trajectories. However, measurement…
Bayesian Optimization of Expensive Nested Grey-Box Functions
Wenjie Xu, Yuning Jiang, Bratislav Svetozarevic +1
We consider the problem of optimizing a grey-box objective function, i.e., nested function composed of both black-box and white-box functions. A general formulation for such grey-b…