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A thorough regulation of building energy systems translates in relevant energy savings and in a better comfort for the occupants. Algorithms to predict the thermal state of a building on a certain time horizon with a good confidence are…

机器学习 · 计算机科学 2023-11-01 Alfredo V Clemente , Alessandro Nocente , Massimiliano Ruocco

Quantum heat machines (QHMs) models generally assume a weak coupling to the baths. This supposition is grounded in the separability principle between systems and allows the derivation of the evolution equation for this case. In the weak…

量子物理 · 物理学 2015-08-27 David Gelbwaser-Klimovsky , Alán Aspuru-Guzik

Controlling Heating, Ventilation and Air Conditioning (HVAC) system to maintain occupant's indoor thermal comfort is important to energy-efficient buildings and the development of smart cities. In this paper, we formulate a model predictive…

最优化与控制 · 数学 2020-03-24 Runxin He , Humberto Gonzalez

An aquifer thermal energy storage (ATES) can mitigate CO2 emissions of heating, ventilation, and air conditioning (HVAC) systems for buildings. In application, an ATES keeps large quantities of thermal energy in groundwater-saturated…

系统与控制 · 电气工程与系统科学 2025-09-15 Johannes van Randenborgh , Moritz Schulze Darup

Greenhouse environment is the key to influence crops production. However, it is difficult for classical control methods to give precise environment setpoints, such as temperature, humidity, light intensity and carbon dioxide concentration…

机器学习 · 计算机科学 2019-12-03 Tinghao Zhang , Jingxu Li , Jingfeng Li , Ling Wang , Feng Li , Jie Liu

Heat pumps (HPs) have emerged as a cost-effective and clean technology for sustainable energy systems, but their efficiency in producing hot water remains restricted by conventional threshold-based control methods. Although machine learning…

机器学习 · 计算机科学 2025-06-23 Manal Rahal , Bestoun S. Ahmed , Roger Renstrom , Robert Stener , Albrecht Wurtz

Mathematical modelling and defining useful recommendations for construction and regimes of exploitation for hot water solar installation with thermal stratification is the main purpose of this work. A special experimental solar module for…

计算工程、金融与科学 · 计算机科学 2007-05-23 Stanko Vl. Shtrakov , Anton Stoilov

We propose a grid-like computational model of tubular reactors. The architecture is inspired by the computations performed by solvers of partial differential equations which describe the dynamics of the chemical process inside a tubular…

As the penetration of intermittent energy sources grows substantially, loads will be required to play an increasingly important role in compensating the fast time-scale fluctuations in generated power. Recent numerical modeling of…

统计力学 · 物理学 2012-04-13 Soumya Kundu , Nikolai Sinitsyn , Scott Backhaus , Ian Hiskens

In this paper, we consider a networked control system (NCS) in which an dynamic plant system is connected to a controller via a temporally correlated wireless fading channel. We focus on communication power design at the sensor to minimize…

信息论 · 计算机科学 2016-06-27 Fan Zhang , Vincent K. N. Lau , Ling Shi

Dissipative structures are open dynamical systems that sustain coherent macroscopic organization by continuously exchanging energy and matter with their environment and generating entropy. A recent thermodynamic analysis of the paradigmatic…

混沌动力学 · 物理学 2026-05-15 Álvaro G. López , Inés P. Mariño , Alfonso Delgado-Bonal

This paper addresses the modeling and control of heterogeneous populations of thermostatically controlled loads (TCLs) operated by model predictive control (MPC) schemes at level of each TCL. It is shown that the dynamics of such TCLs…

最优化与控制 · 数学 2019-12-24 Jun Zheng , Gabriel Laparra , Guchuan Zhu , Meng Li

For the application of MPC design in on-line regulation or tracking control problems, several studies have attempted to develop an accurate model, and realize adequate uncertainty description of linear or non-linear plants of the processes.…

最优化与控制 · 数学 2019-04-03 Yuanqiang Zhou , Dewei Li , Yugeng Xi , Zhongxue Gan

We present a careful comparison of two model-free control algorithms, Evolution Strategies (ES) and Proximal Policy Optimization (PPO), with receding horizon model predictive control (MPC) for operating simulated, price responsive water…

系统与控制 · 电气工程与系统科学 2021-11-09 David J. Biagioni , Xiangyu Zhang , Peter Graf , Devon Sigler , Wesley Jones

We present a hybrid industrial cooling system model that embeds analytical solutions within a multi-physics simulation. This model is designed for reinforcement learning (RL) applications and balances simplicity with simulation fidelity and…

This study explores alternative framework configurations for adapting thermal machine learning (ML) models for power converters by combining transfer learning (TL) and federated learning (FL) in a piecewise manner. This approach inherently…

机器学习 · 计算机科学 2025-04-24 Panagiotis Kakosimos , Alireza Nemat Saberi , Luca Peretti

Low-frequency oscillations are an inherent phenomena in transmission networks and renewable energy plants should be configured to damp them. Commonly, a centralised controller is used in PV plants to coordinate PV generators via…

系统与控制 · 电气工程与系统科学 2023-04-14 Njegos Jankovic , Javier Roldan-Perez , Milan Prodanovic , Luis Rouco

The race towards performance increase and computing power has led to chips with heterogeneous and complex designs, integrating an ever-growing number of cores on the same monolithic chip or chiplet silicon die. Higher integration density,…

系统与控制 · 电气工程与系统科学 2024-05-29 Giovanni Bambini , Alessandro Ottaviano , Christian Conficoni , Andrea Tilli , Luca Benini , Andrea Bartolini

This paper presents a novel modular, reconfigurable battery energy storage system. The proposed design is characterized by a tight integration of reconfigurable power switches and DC/DC converters. This characteristic enables isolation of…

系统与控制 · 电气工程与系统科学 2023-01-13 Amir Farakhor , Di Wu , Yebin Wang , Huazhen Fang

Model predictive control (MPC) is a widely used technique for temperature set-point tracking and energy optimization of Heating Ventilation and Air Conditioning (HVAC) systems in buildings. Unfortunately, a nonlinear thermal building model…

系统与控制 · 计算机科学 2019-06-04 Mohammad Ostadijafari , Anamika Dubey
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