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The technology industry promotes artificial intelligence (AI) as a key enabler to solve a vast number of problems, including the environmental crisis. However, when looking at the emissions of datacenters from worldwide service providers,…

Computers and Society · Computer Science 2026-01-13 François Rottenberg , Thomas Feys , Liesbet Van der Perre

A major challenge that is currently faced in the design of applications for the Internet of Things (IoT) concerns with the optimal use of available energy resources given the battery lifetime of the IoT devices. The challenge is derived…

Signal Processing · Electrical Eng. & Systems 2018-07-04 Alexios Lekidis , Panagiotis Katsaros

The Internet of Things (IoT) is seen as a novel technical paradigm aimed at enabling connectivity between billions of interconnected devices all around the world. This IoT is being served in various domains, such as smart healthcare,…

Computers and Society · Computer Science 2021-07-23 Navod Neranjan Thilakarathne , Mohan Krishna Kagita , W. D Madhuka Priyashan

Managing supply and demand in the electricity grid is becoming more challenging due to the increasing penetration of variable renewable energy sources. As significant end-use consumers, and through better grid integration, buildings are…

Systems and Control · Electrical Eng. & Systems 2020-08-14 Anjukan Kathirgamanathan , Mattia De Rosa , Eleni Mangina , Donal P. Finn

Despite the growing emphasis on intelligent buildings as a cornerstone of sustainable urban development, significant energy inefficiencies persist due to suboptimal design, material choices, and user behavior. The applicability of…

Systems and Control · Electrical Eng. & Systems 2025-07-22 Yuhan Dai , Mingtong Chen , Zhengbao Yang

Internet of Things is one of the driving technologies behind the concept of Smart Cities and is capable of playing a significant role in facilitating urban sustainable development. This chapter explores the relationship between three core…

Other Computer Science · Computer Science 2020-08-26 Samiya Khan , Mohammad Moazum Wani , Mansaf Alam

The emergence of sixth-generation (6G) technologies has introduced new challenges and opportunities for machine learning (ML) applications in Internet of Things (IoT) networks, particularly concerning energy efficiency. As model training…

Artificial Intelligence · Computer Science 2026-04-22 Anjie Qiu , Donglin Wang , Sanket Partani , Andreas Weinand , Hans D. Schotten

With the Internet of Things (IoT) fostering seamless device-to-human and device-to-device interactions, the domain of intelligent lighting systems have evolved beyond simple occupancy and daylight sensing towards autonomous monitoring and…

Signal Processing · Electrical Eng. & Systems 2025-03-20 Peace Obioma , Obinna Agbodike , Jenhui Chen , Lei Wang

The decarbonization of buildings requires the phase-out of fossil fuel heating systems. Heat pumps are considered a crucial technology to supply a substantial part of heating energy for buildings. Yet, their introduction is not without…

General Economics · Economics 2023-12-12 Alexander Roth

Achieving decarbonization across energy sectors requires demand-side transformation such as behavioural changes and end-use efficiency improvements to complement supply-side technological shifts. However, changing consumption patterns is…

Physics and Society · Physics 2025-08-07 Parisa Rahdan , Mirko Schäfer , Ana Belén Cristóbal López , Marta Victoria

The demand for computing is continuing to grow exponentially. This growth will translate to exponential growth in computing's energy consumption unless improvements in its energy-efficiency can outpace increases in its demand. Yet, after…

Computers and Society · Computer Science 2022-07-04 Noman Bashir , David Irwin , Prashant Shenoy , Abel Souza

While the environmental impact of digitalization is becoming more and more evident, the climate crisis has become a major issue for society. For instance, data centers alone account for 2.7% of Europe's energy consumption today. A…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-31 Henrik Claßen , Jonas Thierfeldt , Julian Tochman-Szewc , Philipp Wiesner , Odej Kao

Digital transformation in buildings accumulates massive operational data, which calls for smart solutions to utilize these data to improve energy performance. This study has proposed a solution, namely Deep Energy Twin, for integrating deep…

Machine Learning · Computer Science 2023-12-08 Zhongjun Ni , Chi Zhang , Magnus Karlsson , Shaofang Gong

This paper describes the design, implementation, and user evaluation of an IoT project focused on monitoring and management of user comfort and energy usage in office buildings. The objective is to depict an instructive use case and to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-04 Milan Milenkovic

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…

Artificial Intelligence · Computer Science 2025-02-03 Judah Goldfeder , Victoria Dean , Zixin Jiang , Xuezheng Wang , Bing dong , Hod Lipson , John Sipple

To meet the increasing demand for cloud computing services, the scale and number of data centers keeps increasing worldwide. This growth comes at the cost of increased electricity consumption, which directly correlates to CO2 emissions, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-18 Matteo Zanotto , Leonardo Vicentini , Redi Vreto , Francesco Lumpp , Diego Braga , Sandro Fiore

Rapid renovation of Europe's inefficient buildings is required to reduce climate change. However, analyzing and evaluating buildings at scale is challenging because every building is unique. In current practice, the energy performance of…

Computer Vision and Pattern Recognition · Computer Science 2023-06-29 Sebastian Krapf , Kevin Mayer , Martin Fischer

Energy management decreases energy expenditures and consumption while simultaneously increasing energy efficiency, reducing carbon emissions, and enhancing operational performance. Smart grids are a type of sophisticated energy…

The demand for research supporting the development of new policy frameworks for energy saving and conservation has never been more critical. As climate change accelerates and its impacts become increasingly severe, the need for sustainable…

Physics and Society · Physics 2024-08-28 A. Fronzetti Colladon , A. L. Pisello , L. F. Cabeza

An essential facet of achieving climate neutrality by 2045 is the decarbonization of municipal energy systems. To accomplish this, it is necessary to establish implementation concepts that detail the timing, location, and specific measures…

Systems and Control · Electrical Eng. & Systems 2023-11-21 Paul Maximilian Röhrig , Nils Körber , Julius Zocher , Andreas Ulbig
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