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Increasing energy efficiency in buildings can reduce costs and emissions substantially. Historically, this has been treated as a local, or single-agent, optimization problem. However, many buildings utilize the same types of thermal…

Multiagent Systems · Computer Science 2018-03-12 Hussain Kazmi , Johan Suykens , Johan Driesen

Human behavioral patterns and consumption paradigms have emerged as pivotal determinants in environmental degradation and climate change, with quotidian decisions pertaining to transportation, energy utilization, and resource consumption…

Information Retrieval · Computer Science 2024-11-13 Xin Zhou , Lei Zhang , Honglei Zhang , Yixin Zhang , Xiaoxiong Zhang , Jie Zhang , Zhiqi Shen

Smart metering is an essential feature of smart grids, allowing residential customers to monitor and reduce electricity costs. Devices called smart meters allows residential customers to monitor and reduce electricity costs, promoting…

Cryptography and Security · Computer Science 2019-02-15 Leandro Ventura Silva , Rodolfo Marinho , Jose Luis Vivas , Andrey Brito

HVAC systems account for a significant portion of building energy use. Nighttime setback scheduling is an energy conservation measure where cooling and heating setpoints are increased and decreased respectively during unoccupied periods…

Systems and Control · Electrical Eng. & Systems 2022-08-12 Kingsley Nweye , Zoltan Nagy

Smart energy management based on the Internet of Things (IoT) aims to achieve optimal energy utilization through real-time energy monitoring and analyses of power consumption patterns in IoT networks (e.g., residential homes and offices)…

Systems and Control · Electrical Eng. & Systems 2023-12-01 Guang-Li Huang , Adnan Anwar , Seng W. Loke , Arkady Zaslavsky , Jinho Choi

Energy efficiency is a crucial factor in the well-being of our planet. In parallel, Machine Learning (ML) plays an instrumental role in automating our lives and creating convenient workflows for enhancing behavior. So, analyzing energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-03 Abdullah Alsalemi , Ayman Al-Kababji , Yassine Himeur , Faycal Bensaali , Abbes Amira

Different factors such as thermal comfort, humidity, air quality, and noise have significant combined effects on the acceptability and quality of the activities performed by the building occupants who spend most of their times indoors.…

As part of global climate action, digital technologies are seen as a key enabler of energy efficiency savings. A popular application domain for this work is smart homes. There is a risk, however, that these efficiency gains result in…

Human-Computer Interaction · Computer Science 2025-06-18 Christina Bremer , Harshit Gujral , Michelle Lin , Lily Hinkers , Christoph Becker , Vlad C. Coroamă

This article addresses the residential energy cost optimization problem in smart grid. To date, most of the previous research only consider a partial aspect of the cost optimization problem. As a result, they fail to analyze scenarios when…

Systems and Control · Computer Science 2015-05-06 Muhammad Raisul Alam , Marc St-Hilaire , Thomas Kunz

We present a detailed review of various Home Energy Management Schemes (HEM,s). HEM,s will increase savings, reduce peak demand and Pto Average Ratio (PAR). Among various applications of smart grid technologies, home energy management is…

Networking and Internet Architecture · Computer Science 2013-06-06 I. Khan , A. Mahmood , N. Javaid , S. Razzaq , R. D. Khan , M. Ilahi

With the increasing integration of smart meters in electrical grids worldwide, detecting energy theft has become a critical and ongoing challenge. Artificial intelligence (AI)-based models have demonstrated strong performance in identifying…

Machine Learning · Computer Science 2025-07-08 Caylum Collier , Krishnendu Guha

Achieving a successful energetic transition through a smarter and greener electricity grid is a major goal for the 21st century. It is assumed that such smart grids will be characterized by bidirectional electricity flows coupled with the…

Multiagent Systems · Computer Science 2017-05-18 Nicolas Gensollen , Vincent Gauthier , Monique Becker , Michel Marot

Smart homes are further development of intelligent buildings and home automation, where context awareness and autonomous behaviour are added. They are based on a combination of the Internet and emerging technologies like wireless sensor…

Networking and Internet Architecture · Computer Science 2019-04-03 Per Lynggaard

The smart meter (SM) privacy problem is addressed together with the cost of energy for the user. It is assumed that a storage device, e.g., an electrical battery, is available to the user, which can be utilized both to achieve privacy and…

Information Theory · Computer Science 2017-08-11 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

Most electricity systems worldwide are deploying advanced metering infrastructures to collect relevant operational data. In particular, smart meters allow tracking electricity load consumption at a very disaggregated level and at high…

Machine Learning · Statistics 2020-03-09 Andrés M. Alonso , F. Javier Nogales , Carlos Ruiz

Home automation for many years had faced challenges that limit its spreading around the world. These challenges caused by the high cost of Own such a home, inflexibility system (cannot be monitored outside the home) and issues to achieve…

Cryptography and Security · Computer Science 2023-09-01 Nesreen Mufid

Energy disaggregation techniques, which use smart meter data to infer appliance energy usage, can provide consumers and energy companies valuable insights into energy management. However, these techniques also present privacy risks, such as…

Cryptography and Security · Computer Science 2023-11-09 Yashothara Shanmugarasa , M. A. P. Chamikara , Hye-young Paik , Salil S. Kanhere , Liming Zhu

Electricity usage is a major portion of utility bills and the best place to start lowering them. An effective home energy management approach is introduced to decrease customers' electricity bills by determining the optimal appliance…

Systems and Control · Electrical Eng. & Systems 2019-11-28 Mohammad Rasoul Narimani

This paper describes a step-by-step procedure that converts a physical model of a building into a Markov Process that characterizes energy consumption of this and other similar buildings. Relative to existing thermo-physics-based building…

Systems and Control · Computer Science 2019-02-20 Roman Pop , Ali Hassan , Kenneth Bruninx , Michael Chertkov , Yury Dvorkin

A smart home energy dataset that records miscellaneous energy consumption data is publicly offered. The proposed energy activity dataset (EAD) has a high data type diversity in contrast to existing load monitoring datasets. In EAD, a simple…

Signal Processing · Electrical Eng. & Systems 2022-10-26 Chen Li