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Open AccessJournal ArticleDOI

A convex approach to a class of non-convex building HVAC control problems: Illustration by two case studies

Ercan Atam, +1 more
- 15 Apr 2015 - 
- Vol. 93, pp 269-281
TLDR
In this article, a convexification approach is presented for a class of non-convex optimal/model predictive control problems more specifically applied to building HVAC control problems.
About
This article is published in Energy and Buildings.The article was published on 2015-04-15 and is currently open access. It has received 28 citations till now. The article focuses on the topics: Optimal control & Adaptive control.

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Citations
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Journal ArticleDOI

Modeling and Optimization of Hybrid Ground Source Heat Pump with District Heating and Cooling

TL;DR: In this paper , the authors presented a hybrid model of a ground source heat pump (GSHP) system that uses analytical and artificial neural network models to accurately represent a GSHP system's long-term behavior.
Journal ArticleDOI

Decentralized thermal modeling of multi-zone buildings for control applications and investigation of submodeling error propagation

TL;DR: In this paper, a set of state-of-the-art decentralized control-oriented thermal modeling/identification approaches (composable zones approach, graph theory-based decentralized identification approach, and determination of weakly-interacting zones approach) for multi-zone buildings is presented.
Journal ArticleDOI

Optimal dispatch of large multi-carrier energy networks considering energy conversion functions

TL;DR: In this paper, two approaches based on a relaxed mixed-integer linear formulation and the other on mathematical optimization with complementarity constraints are compared to solve large multi-carrier dispatch problems efficiently.
Journal ArticleDOI

Short-term modeling of hybrid geothermal systems for Model Predictive Control

TL;DR: In this paper, the authors evaluate the added value of including a short-term dynamic borefield model to the controller and show that using a constant COP results in a bang-bang behavior of the heat pump, while with an accurate prediction of the COP the operation is smoother, saving 0.46, 1.86% and 2.71% for low, average and high electricity-to-gas price ratios respectively.
Journal ArticleDOI

A Methodology for Long-Term Model Predictive Control of Hybrid Geothermal Systems: The Shadow-Cost Formulation

TL;DR: This paper proposes a methodology that includes a shadow-cost in the objective function to take into account the long-term effects that appear in the borefield, and shows that the formulation with the shadow cost is able to optimally use the active regeneration, reducing the overall operational costs at the expenses of an increased computational time.
References
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Book

Convex Optimization

TL;DR: In this article, the focus is on recognizing convex optimization problems and then finding the most appropriate technique for solving them, and a comprehensive introduction to the subject is given. But the focus of this book is not on the optimization problem itself, but on the problem of finding the appropriate technique to solve it.
Book

Dynamic Programming and Optimal Control

TL;DR: The leading and most up-to-date textbook on the far-ranging algorithmic methododogy of Dynamic Programming, which can be used for optimal control, Markovian decision problems, planning and sequential decision making under uncertainty, and discrete/combinatorial optimization.
Proceedings ArticleDOI

YALMIP : a toolbox for modeling and optimization in MATLAB

TL;DR: Free MATLAB toolbox YALMIP is introduced, developed initially to model SDPs and solve these by interfacing eternal solvers by making development of optimization problems in general, and control oriented SDP problems in particular, extremely simple.
Journal ArticleDOI

Computability of global solutions to factorable nonconvex programs: Part I — Convex underestimating problems

TL;DR: For nonlinear programming problems which are factorable, a computable procedure for obtaining tight underestimating convex programs is presented to exclude from consideration regions where the global minimizer cannot exist.
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Q1. What are the contributions in "A convex approach to a class of non-convex building hvac control problems: illustration by two case studies" ?

In this paper, a convexification approach is presented for a class of non-convex optimal/model predictive control problems more specifically applied to building HVAC control problems. The suggested method is especially useful for optimal building HVAC control/design problems which include non-convex bilinear or fractional terms.