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Localised data aggregation in many countries including Great Britain (GB) is typically done to a geographical level with polygon boundaries that have a robust and trusted governance system in place. At a minimum this will mean there is…

Digital Twins promise to deliver a step-change in distribution system operations and planning, but there are few real-world examples that explore the challenges of combining imperfect model and measurement data, and then use these as the…

系统与控制 · 电气工程与系统科学 2023-11-21 Matthew Deakin , Marta Vanin , Zhong Fan , Dirk Van Hertem

Due to growing population and technological advances, global electricity consumption, and consequently also CO2 emissions are increasing. The residential sector makes up 25% of global electricity consumption and has great potential to…

机器学习 · 计算机科学 2025-04-15 Vid Hanžel , Blaž Bertalanič , Carolina Fortuna

This paper presents a comprehensive statistical review of data obtained from a wide range of literature on the most widely used electrical appliances in the UK residential load sector. It focuses on individual appliances and begins by…

物理与社会 · 物理学 2015-10-12 G. Tsagarakis , A. J. Collin , A. E. Kiprakis

Publicly available grid datasets with electric steady-state equivalent circuit models are crucial for the development and comparison of a variety of power system simulation tools and algorithms. Such algorithms are essential to analyze and…

系统与控制 · 电气工程与系统科学 2020-10-12 Steffen Meinecke , Leon Thurner , Martin Braun

Understanding electrical energy demand at the consumer level plays an important role in planning the distribution of electrical networks and offering of off-peak tariffs, but observing individual consumption patterns is still expensive. On…

应用统计 · 统计学 2021-06-29 Gabriel Franco , Camila P. E. de Souza , Nancy L. Garcia

The power grid is going through significant changes with the introduction of renewable energy sources and incorporation of smart grid technologies. These rapid advancements necessitate new models and analyses to keep up with the various…

The transition away from carbon-based energy sources poses several challenges for the operation of electricity distribution systems. Increasing shares of distributed energy resources (e.g. renewable energy generators, electric vehicles) and…

机器学习 · 计算机科学 2021-03-15 Francesco Fusco , Bradley Eck , Robert Gormally , Mark Purcell , Seshu Tirupathi

The electrical generation and transmission infrastructures of many countries are under increased pressure. This partially reflects the move towards low carbon economies and the increased reliance on renewable power generation systems. There…

物理与社会 · 物理学 2022-01-12 Corneliu Arsene

Many countries are rolling out smart electricity meters. These measure a home's total power demand. However, research into consumer behaviour suggests that consumers are best able to improve their energy efficiency when provided with…

其他计算机科学 · 计算机科学 2015-04-02 Jack Kelly , William Knottenbelt

Here we present a method to combine half-hourly publicly available electrical generation and interconnector operational data for Great Britain to create a timeseries that approximates its electrical demand. We term the calculated electrical…

计算机与社会 · 计算机科学 2021-09-16 IA Grant Wilson , Shivangi Sharma , Joseph Day , Noah Godfrey

Smart grids (SGs) promise to deliver dramatic improvements compared to traditional power grids thanks primarily to the large amount of data being exchanged and processed within the grid, which enables the grid to be monitored more…

信息论 · 计算机科学 2020-09-04 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor

Reviews of official statistics for UK housing have noted that developments have not kept pace with real-world change, particularly the rapid growth of private renting. This paper examines the potential value of big data in this context. We…

应用统计 · 统计学 2021-02-01 Mark Livingston , Francesca Pannullo , Adrian Bowman , Marian Scott , Nick Bailey

Existing digital distribution network models, like those in the databases of network utilities, are known to contain erroneous or untrustworthy information. This can compromise the effectiveness of physics-based engineering simulations and…

系统与控制 · 电气工程与系统科学 2023-08-02 Frederik Geth , Marta Vanin , Dirk Van Hertem

A number of governments and organizations around the world agree that the first step to address national and international problems such as energy independence, global warming or emergency resilience, is the redesign of electricity…

分布式、并行与集群计算 · 计算机科学 2020-06-05 Marıa Arenas-Martınez , Sergio Herrero-Lopez , Abel Sanchez , John R. Williams , Paul Roth , Paul Hofmann , Alexander Zeier

As we transition to renewable energy sources, addressing their inflexibility during peak demand becomes crucial. It is therefore important to reduce the peak load placed on our energy system. For households, this entails spreading…

多智能体系统 · 计算机科学 2023-11-27 Nathan A. Brooks , Simon T. Powers , James M. Borg

In the last decade, extended efforts have been poured into energy efficiency. Several energy consumption datasets were henceforth published, with each dataset varying in properties, uses and limitations. For instance, building energy…

计算机与社会 · 计算机科学 2020-09-18 Yassine Himeur , Abdullah Alsalemi , Faycal Bensaali , Abbes Amira

Small and Medium Enterprises (SMEs) now generate digital data at an unprecedented rate from online transactions, social media marketing and associated customer interactions, online product or service reviews and feedback, clinical…

计算机与社会 · 计算机科学 2020-03-05 Muhidin Mohamed , Philip Weber

Heat pumps are essential for decarbonizing residential heating but consume substantial electrical energy, impacting operational costs and grid demand. Many systems run inefficiently due to planning flaws, operational faults, or…

计算机与社会 · 计算机科学 2025-03-24 Tobias Brudermueller , Elgar Fleisch , Marina González Vayá , Thorsten Staake

The next-generation energy network, the so-called smart grid (SG), promises a tremendous increase in efficiency, safety and flexibility of managing the electricity grid as compared to the legacy energy network. This is needed today more…

信息论 · 计算机科学 2018-12-05 Giulio Giaconi , Deniz Gunduz , H. Vincent Poor
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