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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

In this paper, ENTROPY platform, an IT ecosystem for supporting energy efficiency in buildings through behavioural change of the occupants is provided. The ENTROPY platform targets at providing a set of mechanisms for accelerating the…

Buildings across the world contribute significantly to the overall energy consumption and are thus stakeholders in grid operations. Towards the development of a smart grid, utilities and governments across the world are encouraging smart…

Other Computer Science · Computer Science 2014-09-04 Nipun Batra , Amarjeet Singh , Pushpendra Singh , Haimonti Dutta , Venkatesh Sarangan , Mani Srivastava

We propose in this paper to study the energy-, thermal- and performance-aware resource management in heterogeneous datacenters. Witnessing the continuous development of heterogeneity in datacenters, we are confronted with their different…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-14 Hongyang Sun , Patricia Stolf , Jean-Marc Pierson , Georges Da Costa

With the increasing popularity of Internet-based services and applications, power efficiency is becoming a major concern for data center operators, as high electricity consumption not only increases greenhouse gas emissions, but also…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-19 Dmytro Dyachuk , Michele Mazzucco

Reliable prediction of system status is a highly demanded functionality of smart energy systems, which can enable users or human operators to react quickly to potential future system changes. By adopting the multi-timescale nexting method,…

Systems and Control · Computer Science 2016-07-19 Johannes Feldmaier , Dominik Meyer , Hao Shen , Klaus Diepold

In this paper, we develop an agent-based model which integrates four important elements, i.e. organisational energy management policies/regulations, energy management technologies, electric appliances and equipment, and human behaviour,…

Artificial Intelligence · Computer Science 2016-07-22 Tao Zhang , Peer-Olaf Siebers , Uwe Aickelin

This study proposes a scalable Digital Twin framework for energy optimization in data centers.The framework integrates IoT-based data acquisition, cloud computing, and machine learning techniques to enable real-time monitoring, forecasting,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-08 Raphael Hendrigo de Souza Gonçalves , Wendel Marcos dos Santos

High-Performance Computing (HPC) systems are among the most energy-intensive scientific facilities, with electric power consumption reaching and often exceeding 20 megawatts per installation. Unlike other major scientific infrastructures…

Home energy management systems can be used to monitor and optimize consumption and local production from renewable energy. To assess solutions before their deployment, researchers and designers of those systems demand for energy consumption…

Other Computer Science · Computer Science 2014-05-23 Andrea Monacchi , Dominik Egarter , Wilfried Elmenreich , Salvatore D'Alessandro , Andrea M. Tonello

The application of big data is one of the significant features of integrated smart energy. Applying it to the file management of integrated smart energy projects is of great significance for improving the efficiency of project management…

Systems and Control · Electrical Eng. & Systems 2025-08-08 Jinzhou Xu , Yadan Zhang , Paola Tapia

The current trend towards more renewable and sustainable energy generation leads to an increased interest in new energy management systems and the concept of a smart grid. One important aspect of this is local energy trading, which is an…

Systems and Control · Electrical Eng. & Systems 2022-10-28 Jens Hönen , Johann L. Hurink , Bert Zwart

The energy consumption of computer and communication systems does not scale linearly with the workload. A system uses a significant amount of energy even when idle or lightly loaded. A widely reported solution to resource management in…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-01-13 Ashkan Paya , Dan C. Marinescu

Carbon footprint reduction can be achieved through various methods, including the adoption of renewable energy sources. The installation of such sources, like photovoltaic panels, while environmentally beneficial, is cost-prohibitive for…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-26 Abdulrezzak Zekiye , Ouns Bouachir , Öznur Özkasap , Moayad Aloqaily

In this work, a new energy-efficiency performance metric is proposed for MIMO (multiple input multiple output) point-to-point systems. In contrast with related works on energy-efficiency, this metric translates the effects of using finite…

Networking and Internet Architecture · Computer Science 2018-04-09 Vineeth S. Varma , Samson Lasaulce , Merouane Debbah , Salah Eddine Elayoubi

In this work, we develop an optimal water heater control method for a smart home environment. It is important to notice that unlike battery storage systems, energy flow in a water heater control system is not reversible. In order to…

Systems and Control · Computer Science 2016-11-18 Christoph Passenberg , Dominik Meyer , Johannes Feldmaier , Hao Shen

Energy management of buildings is of vital importance for the urban low-carbon transition. This paper proposes a sustainable energy cooperation framework for the building community by communication-efficient peer-to-peer transaction.…

Systems and Control · Electrical Eng. & Systems 2021-06-22 Cheng Lyu , Youwei Jia , Zhao Xu

The energy efficiency optimization of the power generation system and the energy efficiency optimization of the energy consumption system are unified into the same optimization problem, and a simple method to achieve energy efficiency…

Optimization and Control · Mathematics 2024-04-30 Fulai Yao

Smartphones, laptops, and data centers are CMOS-based technologies that ushered our world into the information age of the 21st century. Despite their advantages for scalable computing, their implementations come with surprisingly large…

Statistical Mechanics · Physics 2026-02-13 Christian Z. Pratt , Kyle J. Ray , James P. Crutchfield

The energy consumption of private households amounts to approximately 30% of the total global energy consumption, causing a large share of the CO2 emissions through energy production. An intelligent demand response via load shifting…

Multiagent Systems · Computer Science 2022-12-13 Alona Zharova , Laura Löschmann