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Smart grids technologies are enablers of new business models for domestic consumers with local flexibility (generation, loads, storage) and where access to data is a key requirement in the value stream. However, legislation on personal data…

Systems and Control · Electrical Eng. & Systems 2019-11-14 Ricardo J. Bessa , David Rua , Cláudia Abreu , Paulo Machado , José R. Andrade , Rui Pinto , Carla Gonçalves , Marisa Reis

Smart meter data is the foundation for planning and operating the distribution network. Unfortunately, such data are not always available due to privacy regulations. Meanwhile, the collected data may be corrupted due to sensor or…

Machine Learning · Computer Science 2026-02-02 Nan Lin , Yanbo Wang , Jacco Heres , Peter Palensky , Pedro P. Vergara

An approach is described in this work for detecting discomfort moments during electrical water heater daily usage. The approach employs chromatic analyzing sensors signals of electrical water heater systems for producing distinguishable…

Systems and Control · Electrical Eng. & Systems 2021-10-11 Ziyad Almajali

Our machines, products, utilities, and environments have long been monitored by embedded software systems. Our professional, commercial, social and personal lives are also subject to monitoring as they are mediated by software systems. Data…

Computers and Society · Computer Science 2017-01-27 Kenneth Johnson , John V. Tucker , Victoria Wang

Distribution grids across the world are undergoing profound changes due to advances in energy technologies. Electrification of the transportation sector and the integration of Distributed Energy Resources (DERs), such as photo-voltaic…

Systems and Control · Electrical Eng. & Systems 2021-04-02 Athindra Venkatraman , Anupam Thatte , Le Xie

One of the most important goals of the 21st century is to change radically the way our society produces and distributes energy. This broad objective embodies in the smart grid's futuristic vision of a completely decentralized system powered…

Systems and Control · Computer Science 2013-05-20 Nicolas Gensollen , Vincent Gauthier , Michel Marot , Monique Becker

This paper describes the design, implementation, and testing of a wireless sensor and actuator network for monitoring the energy use of electric appliances in a home environment. The network includes energy measurement nodes and a central…

Networking and Internet Architecture · Computer Science 2013-05-07 Edwin Chobot , Daniel Newby , Renee Chandler , Nusaybah Abu-Mulaweh , Chao Chen , Carlos Pomalaza-Raez

Sensor deployments in Smart Homes have long reached commercial relevance for applications such as home automation, home safety or energy consumption awareness and reduction. Nevertheless, due to the heterogeneity of sensor devices and…

Software Engineering · Computer Science 2021-04-19 Martin Strohbach , Luis Adan Saavedra , Pavel Smirnov , Stefaniia Legostaieva

A wide variety of simple sensors, e.g. for temperature, light, or humidity, is finding its way into smart homes. There are special features to consider with regard to the data collected by these sensors: a) the nature of the measured data…

Human-Computer Interaction · Computer Science 2025-12-19 Albrecht Kurze , Karola Köferl , Andy Börner

The smart meter data analysis contributes to better planning and operations for the power system. This study aims to identify the drivers of residential energy consumption patterns from the socioeconomic perspective based on the consumption…

Machine Learning · Computer Science 2021-11-03 Wenjun Tang , Hao Wang , Xian-Long Lee , Hong-Tzer Yang

Several municipalities have recently installed wireless 'smart' water meters that allow functionalities such as demand response, leak alerts, identification of characteristic demand patterns, and detailed consumption analysis. To achieve…

Databases · Computer Science 2020-02-10 Milad Khaki

Smart-meters are a key component of energy transition. The large amount of data collected in near real-time allows grid operators to observe and simulate network states. However, privacy-preserving rules forbid the use of such data for any…

Cryptography and Security · Computer Science 2021-10-08 Jordan Holweger , Lionel Bloch , Christophe Ballif , Nicolas Wyrsch

Currently, gas furnaces are common heating systems in Europe. Due to the efforts for decarbonizing the complete energy sector, heat pumps should continuously replace existing gas furnaces. At the same time, the electrification of the…

Computers and Society · Computer Science 2023-10-05 Daniel R. Bayer , Marco Pruckner

The recent advent of smart meters has led to large micro-level datasets. For the first time, the electricity consumption at individual sites is available on a near real-time basis. Efficient management of energy resources, electric…

Applications · Statistics 2014-09-10 Siddharth Arora , James W. Taylor

Optimization of energy consumption in future intelligent energy networks (or Smart Grids) will be based on grid-integrated near-real-time communications between various grid elements in generation, transmission, distribution and loads. This…

Networking and Internet Architecture · Computer Science 2016-11-18 Zhong Fan , Parag Kulkarni , Sedat Gormus , Costas Efthymiou , Georgios Kalogridis , Mahesh Sooriyabandara , Ziming Zhu , Sangarapillai Lambotharan , Woon Hau Chin

An intriguing open question is whether measurements made on Big Data recording human activities can yield us high-fidelity proxies of socio-economic development and well-being. Can we monitor and predict the socio-economic development of a…

Computers and Society · Computer Science 2017-04-28 Luca Pappalardo , Maarten Vanhoof , Lorenzo Gabrielli , Zbigniew Smoreda , Dino Pedreschi , Fosca Giannotti

A smart meter (SM) periodically measures end-user electricity consumption and reports it to a utility provider (UP). Despite the advantages of SMs, their use leads to serious concerns about consumer privacy. In this paper, SM privacy is…

Information Theory · Computer Science 2016-11-17 Giulio Giaconi , Deniz Gündüz , H. Vincent Poor

The massive amount of data available in operational mobile networks offers an invaluable opportunity for operators to detect and analyze possible anomalies and predict network performance. In particular, application of advanced machine…

Networking and Internet Architecture · Computer Science 2020-12-01 Jessica Moysen , Furqan Ahmed , Mario García-Lozano , Jarno Niemelä

Estimating electricity consumption accurately is essential for the planning and operation of energy systems, as well as for billing processes. Standard Load Profiles (SLP) are widely used to estimate consumption patterns of different user…

Systems and Control · Electrical Eng. & Systems 2025-08-01 Jawana Gabrielski , Ulf Häger

Environmental monitoring is a crucial component of the smart city infrastructure. It enables informed decision making which enhances sustainability, public health and urban planning. However, the large-scale deployments of the smart sensors…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-25 Yichen Liu , Imam Akintomiwa Akinlade , Xiaochong Jiang , Wenting Yang , Shiqi Yang