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In this paper, an energy conservation measure that optimizes the planning of heating and cooling systems for tertiary sector buildings is proposed. It consists of a model-based predictive control approach that employs a grey-box model built…

系统与控制 · 电气工程与系统科学 2019-10-04 Phillipe R. Sampaio , Raphael Salvazet , Pierre Mandel , Gwénaëlle Becker , Damien Chenu

Improving energy efficiency by monitoring system behavior and predicting future energy scenarios in light of increased penetration of renewable energy sources are becoming increasingly important, especially for energy systems that…

系统与控制 · 电气工程与系统科学 2025-03-12 Haozhen Cheng , Jan Stock , André Xhonneux , Hüseyin K. Çakmak , Veit Hagenmeyer

Buildings energy efficiency is a widely researched topic, which is rapidly gaining popularity due to rising environmental concerns and the need for energy independence. In Northern Europe heating energy alone accounts for up to 70 percent…

应用统计 · 统计学 2024-02-06 Lina Morkunaite , Justas Kardoka , Darius Pupeikis , Paris Fokaides , Vangelis Angelakis

Classical heating of residential areas is very energy-intensive, so alternatives are needed, including renewable energies and advanced heating technologies. Thus, the present paper introduces a new methodology for comprehensive variant…

系统与控制 · 电气工程与系统科学 2025-03-12 Haozhen Cheng , Verena Buccoliero , Alexander Kocher , Veit Hagenmeyer , Hüseyin K. Çakmak

This paper explores the benefits of incorporating natural ventilation (NV) simulation into a generative process of designing residential buildings to improve energy efficiency and indoor thermal comfort. Our proposed workflow uses the Wave…

计算工程、金融与科学 · 计算机科学 2023-12-12 Jihoon Chung , Nastaran Shahmansouri , Rhys Goldstein , James Stoddart , John Locke

The inter-temporal consumption flexibility of commercial buildings can be harnessed to improve the energy efficiency of buildings, or to provide ancillary service to the power grid. To do so, a predictive model of the building's thermal…

系统与控制 · 计算机科学 2016-03-23 Qie Hu , Frauke Oldewurtel , Maximilian Balandat , Evangelos Vrettos , Datong Zhou , Claire J. Tomlin

Building energy modeling plays a vital role in optimizing the operation of building energy systems by providing accurate predictions of the building's real-world conditions. In this context, various techniques have been explored, ranging…

系统与控制 · 电气工程与系统科学 2025-04-24 Leandro Von Krannichfeldt , Kristina Orehounig , Olga Fink

Almost climate neutral buildings are one of the core goals in terms of sustainability. Beside the support of the necessary design decisions for an integrated, interoperable, ecological and economical operation of building energy systems,…

系统与控制 · 电气工程与系统科学 2019-10-17 Armin Wolf

Cost-effective decarbonisation of the built environment is a stepping stone to achieving net-zero carbon emissions since buildings are globally responsible for more than a quarter of global energy-related CO$_2$ emissions. Improving energy…

系统与控制 · 电气工程与系统科学 2024-10-17 P. Falugi , E. O'Dwyer , M. A. Zagorowska , E. C. Kerrigan , Y. Nie , G. Strbac , N. Shah

The model-based control of building heating systems for energy saving encounters severe physical, mathematical and calibration difficulties in the numerous attempts that has been published until now. This topic is addressed here via a new…

系统与控制 · 计算机科学 2017-09-08 Hassane Abouaïssa , Ola Alhaj Hasan , Cédric Join , Michel Fliess , Didier Defer

Buildings account for a substantial portion of global energy consumption. Reducing buildings' energy usage primarily involves obtaining data from building systems and environment, which are instrumental in assessing and optimizing the…

人工智能 · 计算机科学 2024-04-19 Miracle Aniakor , Vinicius V. Cogo , Pedro M. Ferreira

Performance-influence models can help stakeholders understand how and where configuration options and their interactions influence the performance of a system. With this understanding, stakeholders can debug performance behavior and make…

软件工程 · 计算机科学 2021-01-15 Miguel Velez , Pooyan Jamshidi , Norbert Siegmund , Sven Apel , Christian Kästner

Accurate building energy models are crucial for analyzing sector-coupled energy systems, where buildings interact with electrified heating, energy storage, and advanced control across various scenarios. High-fidelity (HiFi) white-box models…

系统与控制 · 电气工程与系统科学 2026-03-25 Haozhen Cheng , Hüseyin K. Çakmak , Veit Hagenmeyer

The past decade has seen the advent of numerous building energy efficiency visualization and simulation systems; however, most of them rely on theoretical thermal models to suggest building structural design for new constructions and…

图形学 · 计算机科学 2018-11-14 Felix Hamza-Lup , Marcel Maghiar

Model predictive control of residential air conditioning could reduce energy costs and greenhouse gas emissions while maintaining or improving occupants' thermal comfort. However, most approaches to predictive air conditioning control…

系统与控制 · 电气工程与系统科学 2024-09-17 Elias N. Pergantis , Parveen Dhillon , Levi D. Reyes Premer , Alex H. Lee , Davide Ziviani , Kevin J. Kircher

Active building energy management holds potential to reduce global energy-related emissions and support flexible operations of future low-carbon systems. This requires to integrate diverse objectives and engage multiple stakeholders.…

系统与控制 · 电气工程与系统科学 2023-10-25 Hanmin Cai , Philipp Heer

Modeling buildings' heat dynamics is a complex process which depends on various factors including weather, building thermal capacity, insulation preservation, and residents' behavior. Gray-box models offer a causal inference of those…

机器学习 · 计算机科学 2019-02-20 Nilavra Pathak , James Foulds , Nirmalya Roy , Nilanjan Banerjee , Ryan Robucci

In office spaces, the ratio of energy consumption of air conditioning and lighting for maintaining the environment comfort is about 70%. On the other hand, many people claim being dissatisfied with the temperature of the air conditioning.…

信号处理 · 电气工程与系统科学 2020-03-11 Guillaume Lopez , Takuya Aoki , Kizito Nkurikiyeyezu , Anna Yokokubo

Within the framework of building energy assessment, this article proposes to use a derivative based sensitivity analysis of heat transfer models in a building envelope. Two, global and local, estimators are obtained at low computational…

计算工程、金融与科学 · 计算机科学 2021-11-18 Ainagul Jumabekova , Julien Berger , Aurélie Foucquier

The gray-box modeling approach, which uses a semi-physical thermal network model, has been widely used in building prediction applications, such as model predictive control (MPC). However, unmeasured disturbances, such as occupants,…

系统与控制 · 电气工程与系统科学 2025-12-08 Sang woo Ham , Donghun Kim
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