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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 this paper, a distributed Model Predictive Control strategy is developed for a multi zone building plant with disturbances. The control objective is to maintain each zones temperature at a specified level with the minimum cost of the…

系统与控制 · 计算机科学 2019-02-28 Roja Eini , Sherif Abdelwahed

This paper presents a data-driven modeling approach for developing control-oriented thermal models of buildings. These models are developed with the objective of reducing energy consumption costs while controlling the indoor temperature of…

信号处理 · 电气工程与系统科学 2022-03-30 Gargya Gokhale , Bert Claessens , Chris Develder

Appropriate greenhouse temperature should be maintained to ensure crop production while minimizing energy consumption. Even though weather forecasts could provide a certain amount of information to improve control performance, it is not…

系统与控制 · 电气工程与系统科学 2020-01-03 Wei-Han Chen , Fengqi You

Obtaining a rigorous and reliable method for linking computer simulations of polymer blends and composites at different length scales of interest is a highly desirable goal in soft matter physics. In this paper a multiscale modeling…

软凝聚态物质 · 物理学 2015-05-19 J. McCarty , M. G. Guenza

We present a data-driven modeling and control framework for physics-based building emulators. Our approach consists of: (a) Offline training of differentiable surrogate models that accelerate model evaluations, provide cost-effective…

系统与控制 · 电气工程与系统科学 2024-04-03 Saman Mostafavi , Chihyeon Song , Aayushman Sharma , Raman Goyal , Alejandro Brito

State-space representation is essential in the theory of dynamic systems. This paper introduces a methodology for obtaining state-space representation from the thermal models of elementary components of a building by the conjunction of two…

系统与控制 · 电气工程与系统科学 2022-03-15 Christian Ghiaus , Naveed Ahmad

Thermal spray coating is a critical process in many industries, involving the application of coatings to surfaces to enhance their functionality. This paper proposes a framework for modelling and predicting critical target variables in…

应用统计 · 统计学 2024-04-29 Wolfgang Rannetbauer , Simon Hubmer , Carina Hambrock , Ronny Ramlau

Developing high power density electronics requires effective and highly reliable cooling techniques with low thermal resistance and high heat removal capacity. Loop heat pipes (LHPs) are one kind of two-phase heat transfer device which can…

流体动力学 · 物理学 2025-09-03 Xu Huang , Geert Buckinx , Maria Rosaria Vetrano , Martine Baelmans

Research towards energy optimization in buildings heavily relies on building-related data such as measured indoor climate factors. While data collection is a labor- and cost-intensive task, simulations are a cheap alternative to generate…

Additive manufacturing (AM) techniques hold promise but face significant challenges in process planning and optimization. The large temporal and spatial variations in temperature that can occur in layer-wise AM lead to thermal excursions,…

系统与控制 · 电气工程与系统科学 2025-01-22 Mikhail Khrenov , William Frieden Templeton , Sneha Prabha Narra

Predictions of physical phenomena in buildings are carried out by using physical models formulated as a mathematical problem and solved by means of numerical methods, aiming at evaluating, for instance, the building thermal or hygrothermal…

计算工程、金融与科学 · 计算机科学 2020-02-20 Julien Berger , Suelen Gasparin , Denys Dutykh , Nathan Mendes

We present computer simulations of a simple bead-spring model for polymer melts with intramolecular barriers. By systematically tuning the strength of the barriers, we investigate their role on the glass transition. Dynamic observables are…

软凝聚态物质 · 物理学 2015-05-14 Marco Bernabei , Angel J. Moreno , Juan Colmenero

We extended our simulation tool Ntccrt for probabilistic ntcc (pntcc) models. In addition, we developed a verification tool for pntcc models. Using this tool we can prove properties such as the system will go to a successful state with…

计算机科学中的逻辑 · 计算机科学 2018-10-15 Mauricio Toro

Improving the energy-efficiency of heating, ventilation, and air-conditioning (HVAC) systems has the potential to realize large economic and societal benefits. This paper concerns the system identification of a hybrid system model of a…

最优化与控制 · 数学 2012-04-23 Anil Aswani , Neal Master , Jay Taneja , Andrew Krioukov , David Culler , Claire Tomlin

Accurate building energy simulation is essential for developing advanced control strategies that enable demand flexibility and grid responsiveness. The Smart Buildings Control Suite (sbsim) offers a lightweight, scalable, and…

系统与控制 · 电气工程与系统科学 2026-05-29 Sang woo Ham , Donghun Kim , Michael Rossetti , John Sipple

We need computationally efficient and accurate building thermal dynamics models for use in grid-edge applications. This work evaluates two grey-box approaches for modeling building thermal dynamics: RC-network models and structured…

系统与控制 · 电气工程与系统科学 2025-08-13 Ninad Gaikwad , Kunal Shankar , Anamika Dubey , Alan Love , Olvar Bergland

This paper introduces a novel method for optimizing HVAC systems in buildings by integrating a high-fidelity physics-based simulation model with machine learning and measured data. The method enables a real-time building advisory system…

系统与控制 · 电气工程与系统科学 2025-05-22 Gulai Shen , Gurpreet Singh , Ali Mehmani

The purpose of our research deals with the description of a methodology for the definition of specific weather sequences and their influence on the energy needs of HVAC system. We'll apply the method on the tropical Reunion Island. The…

计算工程、金融与科学 · 计算机科学 2012-12-27 Laetitia Adelard , François Garde , Florence Pignolet-Tardan , Harry Boyer , Jean Claude Gatina

We propose an analytical framework to design actively tunable narrowband thermal emitters at infrared frequencies. We exemplify the proposed design rules using phase-change materials (PCM), considering dielectric-to-dielectric PCMs (e.g.…