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Open AccessJournal ArticleDOI

Use of model predictive control and weather forecasts for energy efficient building climate control

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TLDR
In this paper, the authors investigated how ModelPredictive control and weatherpredictions can increase the energy efficiency in Integrated Room Automation (IRA) while respecting occupant comfort.
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This article is published in Energy and Buildings.The article was published on 2012-02-01 and is currently open access. It has received 1070 citations till now. The article focuses on the topics: Model predictive control & HVAC.

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Citations
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Journal ArticleDOI

A transient thermal model for full-size vehicle climate chamber

TL;DR: In this article, a model for full-size vehicle climate chamber was established based on Matlab/Simulink to study the transient thermal performance and to improve the heating/cooling rate.

Resource-aware design of wireless control systems

TL;DR: Control-aware and resource-aware communication policies are provided to provide guarantees about long term control performance and resource utilization by construction and appropriate dynamic algorithms adapting to the varying control system states are examined.
Journal ArticleDOI

Stochastic model predictive control for tracking linear systems

TL;DR: In this paper, a stochastic formulation of the model predictive control for tracking (MPCT) based on the results of the work of Lorenzen et al. is presented.
Journal ArticleDOI

A benchmark for data-based office modeling: challenges related to CO$_2$ dynamics

TL;DR: In this paper, the authors describe a benchmark consisting of a set of synthetic measurements relative to an office environment simulated with the software IDA-ICE, and point out the problem of occupancy estimation using information on CO$_2$ concentration.
Proceedings ArticleDOI

Evaluating demand response in the presence of solar PV: Distribution grid perspective

TL;DR: In this paper, an optimization-based generic model is presented for evaluating demand response in the presence of solar photovoltaic (PV) and flexible loads, and the integrated optimal pricing methodology is obtained from the developed framework, which takes into account operational conditions of the distribution grid and flexible load.
References
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Book

Predictive Control With Constraints

TL;DR: A standard formulation of Predictive Control is presented, with examples of step response and transfer function formulations, and a case study of robust predictive control in the context of MATLAB.
Journal ArticleDOI

Model predictive control: theory and practice—a survey

TL;DR: The flexible constraint handling capabilities of MPC are shown to be a significant advantage in the context of the overall operating objectives of the process industries and the 1-, 2-, and ∞-norm formulations of the performance objective are discussed.
Journal Article

Optimal Filtering

TL;DR: This book helps to fill the void in the market and does that in a superb manner by covering the standard topics such as Kalman filtering, innovations processes, smoothing, and adaptive and nonlinear estimation.
Book

Stochastic programming

Journal ArticleDOI

Meso-gamma scale forecasts using the nonhydrostatic model LM

TL;DR: It is concluded, that orographic filtering is necessary and the effect of such filtering on precipitation forecasts is investigated, and examples of model predictions at the meso-γ scale are given.
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Q1. What have the authors contributed in "Use of model predictive control and weather forecasts for energy efficient building climate control" ?

This paper presents an investigation of how Model Predictive Control ( MPC ) and weather predictions can increase the energy efficiency in Integrated Room Automation ( IRA ) while respecting occupant comfort. In this paper it is reported on the development and analysis of a Stochastic Model Predictive Control ( SMPC ) strategy for building climate control that takes into account hance-constrained control the uncertainty due to the use of weather predictions. As first step the potential of MPC was assessed by means of a large-scale factorial simulation study that considered different types of buildings and HVAC systems at four representative European sites. The findings suggest that SMPC outperforms current control practice.