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相关论文: A Privacy-Preserving Framework for Cloud-Based HVA…

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Encrypted control has been extensively studied to ensure the confidentiality of system states and control inputs for networked control systems. This paper presents a computationally efficient encrypted control framework for networked…

量子物理 · 物理学 2025-12-16 Zihao Ren , Daniel Quevedo , Salah Sukkarieh , Guodong Shi

The optimal management of a building's microclimate to satisfy the occupants' needs and objectives in terms of comfort, energy efficiency, and costs is particularly challenging. This complexity arises from the non-linear, time-dependent…

系统与控制 · 电气工程与系统科学 2025-10-20 Javier Penuela , Sahar Moghimian Hoosh , Ilia Kamyshev , Aldo Bischi , Henni Ouerdane

Protecting the parameters, states, and input/output signals of a dynamic controller is essential for securely outsourcing its computation to an untrusted third party. Although a fully homomorphic encryption scheme allows the evaluation of…

系统与控制 · 电气工程与系统科学 2025-03-04 Kaoru Teranishi , Tomonori Sadamoto , Kiminao Kogiso

To reach carbon neutrality in the middle of this century, smart controls for building energy systems are urgently required. Model predictive control (MPC) demonstrates great potential in improving the performance of heating ventilation and…

系统与控制 · 电气工程与系统科学 2024-02-15 Lu Wan , Xiaobing Dai , Torsten Welfonder , Ekaterina Petrova , Pieter Pauwels

Heating, Ventilation, and Air Conditioning (HVAC) is extremely energy-consuming, accounting for 40% of total building energy consumption. Therefore, it is crucial to design some energy-efficient building thermal control policies which can…

系统与控制 · 电气工程与系统科学 2024-12-20 Guanyu Gao , Jie Li , Yonggang Wen

We consider cloud-based control scenarios in which clients with local control tasks outsource their computational or physical duties to a cloud service provider. In order to address privacy concerns in such a control architecture, we first…

最优化与控制 · 数学 2017-05-09 Takashi Tanaka , Mikael Skoglund , Henrik Sandberg , Karl Henrik Johansson

With the simultaneous rise of energy costs and demand for cloud computing, efficient control of data centers becomes crucial. In the data center control problem, one needs to plan at every time step how many servers to switch on or off in…

性能 · 计算机科学 2018-01-25 Paul Weng , Zeqi Qiu , John Costanzo , Xiaoqi Yin , Bruno Sinopoli

The proportion of Energy consumption in the building industry is great, as well as the amount of cooling and heating system. Scholars have been working on energy conservation of Heating, ventilation, and air-conditioning and other systems…

密码学与安全 · 计算机科学 2019-04-10 Jingming Li , Nianping Li , Jinqing Peng , Zhibin Wu , Haijiao Cui

Heat, Ventilation and Air Conditioning (HVAC) systems play a critical role in maintaining a comfortable thermal environment and cost approximately 40% of primary energy usage in the building sector. For smart energy management in buildings,…

机器学习 · 计算机科学 2024-02-22 Dafang Zhao , Zheng Chen , Zhengmao Li , Xiaolei Yuan , Ittetsu Taniguchi

This paper explores the privacy of cloud outsourced Model Predictive Control (MPC) for a linear system with input constraints. In our cloud-based architecture, a client sends her private states to the cloud who performs the MPC computation…

最优化与控制 · 数学 2018-09-20 Andreea B. Alexandru , Manfred Morari , George J. Pappas

We consider the problem of resource allocation and control of multihop networks in which multiple source-destination pairs communicate confidential messages, to be kept confidential from the intermediate nodes. We pose the problem as that…

信息论 · 计算机科学 2015-09-15 Yunus Sarikaya , C. Emre Koksal , Ozgur Ercetin

The inherent thermal storage capacity of buildings brings considerable thermal flexibility to the heating/cooling loads, which are promising demand response resources for power systems. It is widely believed that integrating the thermal…

系统与控制 · 电气工程与系统科学 2025-05-12 Shuai Lu , Zeyin Hou , Wei Gu , Yijun Xu

The power flexibility from smart buildings makes them suitable candidates for providing grid services. The building automation system (BAS) that employs model predictive control (MPC) for grid services relies heavily on sensor data gathered…

系统与控制 · 电气工程与系统科学 2023-10-25 Guanyu Tian , Qun Zhou Sun , Yiyuan Qiao

Sensitive records stored in the cloud such as healthcare records, private conversation and credit card information are targets of hackers and privacy abuse. Current information and record management systems have difficulties achieving…

Commercial buildings account for 17% of U.S. carbon emissions, with roughly half of that from Heating, Ventilation, and Air Conditioning (HVAC). HVAC devices form a complex thermodynamic system, and while Model Predictive Control and…

人工智能 · 计算机科学 2025-02-03 Judah Goldfeder , Victoria Dean , Zixin Jiang , Xuezheng Wang , Bing dong , Hod Lipson , John Sipple

In this paper, we study a problem of controlling cooling facilities and computational equipments for energy-efficient operations of data centers. Although a plethora of approaches have been proposed in previous literatures, there is a lack…

最优化与控制 · 数学 2019-03-19 Masaki Ogura , Jianxiong Wan , Shoji Kasahara

This paper presents an occupancy-predicting control algorithm for heating, ventilation, and air conditioning (HVAC) systems in buildings. It incorporates the building's thermal properties, local weather predictions, and a self-tuning…

系统与控制 · 计算机科学 2014-07-29 Justin R. Dobbs , Brandon M. Hencey

An autonomous adaptive MPC architecture is presented for control of heating, ventilation and air condition (HVAC) systems to maintain indoor temperature while reducing energy use. Although equipment use and occupant changes with time,…

系统与控制 · 电气工程与系统科学 2021-02-09 Tingting Zeng , Prabir Barooah

Benchmarking is an important measure for companies to investigate their performance and to increase efficiency. As companies usually are reluctant to provide their key performance indicators (KPIs) for public benchmarks, privacy-preserving…

密码学与安全 · 计算机科学 2019-03-28 Kilian Becher , Martin Beck , Thorsten Strufe

The roll-out of smart meters in electricity networks introduces risks for consumer privacy due to increased measurement frequency and granularity. Through various Non-Intrusive Load Monitoring techniques, consumer behavior may be inferred…

信息论 · 计算机科学 2017-06-28 Jun-Xing Chin , Tomas Tinoco De Rubira , Gabriela Hug