The first half of this thesis addresses the challenge of constructing accurate grey-box building models for control using model identification. Current ...
Dec 3, 2015 · In the wake of rising energy costs, there is a critical need for sustainable energy management of commercial and residential buildings.
This paper aims to provide a clear picture of how BEM performs in solving different research questions on varied scales of building phase and spatial ...
Apr 14, 2022 · This paper presents the design of model-based (MB) and model-free (MF) robust control strategies to achieve desired performance and robustness.
Feb 1, 2023 · This paper extensively evaluates six advanced control algorithms based on quantitative and qualitative key performance indicators.
Table 2 .2. Scalable and Robust Design of Model-Based Control Strategies for Energy Efficient Buildings. Research.
Jul 16, 2024 · Section III introduces the application of MBRL to HVAC control, covering state/action variables, optimization strategies, and a reward function ...
White box or forward modeling approach uses detailed physics based equations to model building components, sub-systems and systems to predict whole buildings ...
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MPC can achieve high control performance by solving a real-time optimization problem at each step that minimizes the energy use and meets reasonable thermal ...
Jul 16, 2024 · This paper presents CLUE, an MBRL system for HVAC control in buildings. CLUE optimizes HVAC operations by integrating a Gaussian Process (GP) model to model ...