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Cloud platforms are increasing their emphasis on sustainability and reducing their operational carbon footprint. A common approach for reducing carbon emissions is to exploit the temporal flexibility inherent to many cloud workloads by…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-23 Walid A. Hanafy , Qianlin Liang , Noman Bashir , David Irwin , Prashant Shenoy

The carbon-capturing process with the aid of CO2 removal technology (CDRT) has been recognised as an alternative and a prominent approach to deep decarbonisation. However, the main hindrance is the enormous energy demand and the economic…

Systems and Control · Electrical Eng. & Systems 2023-01-20 Tobi Michael Alabi , Nathan P. Lawrence , Lin Lu , Zaiyue Yang , R. Bhushan Gopaluni

Reconfigurable Intelligent Surfaces (RIS) are pivotal for next-generation smart radio environments, yet their practical deployment is severely bottlenecked by the intractable computational overhead of Channel State Information (CSI)…

Artificial Intelligence · Computer Science 2026-04-08 Hieu Le , Oguz Bedir , Mostafa Ibrahim , Jian Tao , Sabit Ekin

The use of High Performance Computing (HPC) in commercial and consumer IT applications is becoming popular. They need the ability to gain rapid and scalable access to high-end computing capabilities. Cloud computing promises to deliver such…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-09-08 Saurabh Kumar Garg , Chee Shin Yeo , Arun Anandasivam , Rajkumar Buyya

Federated Learning (FL) methods adopt efficient communication technologies to distribute machine learning tasks across edge devices, reducing the overhead in terms of data storage and computational complexity compared to centralized…

Signal Processing · Electrical Eng. & Systems 2024-05-27 Luca Barbieri , Stefano Savazzi , Sanaz Kianoush , Monica Nicoli , Luigi Serio

The amount of CO$_2$ emitted per kilowatt-hour on an electricity grid varies by time of day and substantially varies by location due to the types of generation. Networked collections of warehouse scale computers, sometimes called Hyperscale…

Service Function Chaining (SFC) requires efficient placement of Virtual Network Functions (VNFs) to satisfy diverse service requirements while maintaining high resource utilization in Data Centers (DCs). Conventional static resource…

Networking and Internet Architecture · Computer Science 2026-01-29 Parisa Fard Moshiri , Poonam Lohan , Burak Kantarci , Emil Janulewicz

The growing deployment of large language models (LLMs) makes per-request routing essential for balancing response quality and computational cost across heterogeneous model pools. Current routing methods rarely consider sustainable energy…

Artificial Intelligence · Computer Science 2026-05-13 Disha Sheshanarayana , Rajat Subhra Pal , Manjira Sinha , Tirthankar Dasgupta

The prevalence of the Internet of things (IoT) and smart meters devices in smart grids is providing key support for measuring and analyzing the power consumption patterns. This approach enables end-user to play the role of prosumers in the…

Networking and Internet Architecture · Computer Science 2022-11-08 Farhad Rezazadeh , Nikolaos Bartzoudis

It is estimated that about 40%-50% of total electricity consumption in commercial buildings can be attributed to Heating, Ventilation, and Air Conditioning (HVAC) systems. Minimizing the energy cost while considering the thermal comfort of…

Machine Learning · Computer Science 2021-10-27 Vinay Hanumaiah , Sahika Genc

Cooperative Adaptive Cruise Control (CACC) represents a quintessential control strategy for orchestrating vehicular platoon movement within Connected and Automated Vehicle (CAV) systems, significantly enhancing traffic efficiency and…

Robotics · Computer Science 2024-05-14 Jiaqi Liu , Ziran Wang , Peng Hang , Jian Sun

In recent years, Large Language Models (LLM) such as ChatGPT, CoPilot, and Gemini have been widely adopted in different areas. As the use of LLMs continues to grow, many efforts have focused on reducing the massive training overheads of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-30 Hayden Moore , Sirui Qi , Ninad Hogade , Dejan Milojicic , Cullen Bash , Sudeep Pasricha

At present, a major concern regarding data centers is their extremely high energy consumption and carbon dioxide emissions. However, because of the over-provisioning of resources, the utilization of existing data centers is, in fact,…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-03 Xibo Jin , Fa Zhang , Athanasios V. Vasilakos , Zhiyong Liu

Reducing our reliance on carbon-intensive energy sources is vital for reducing the carbon footprint of the electric grid. Although the grid is seeing increasing deployments of clean, renewable sources of energy, a significant portion of the…

Systems and Control · Electrical Eng. & Systems 2020-05-26 Rishikesh Jha , Stephen Lee , Srinivasan Iyengar , Mohammad H. Hajiesmaili , David Irwin , Prashant Shenoy

Offline multi-agent reinforcement learning (MARL) is an exciting direction of research that uses static datasets to find optimal control policies for multi-agent systems. Though the field is by definition data-driven, efforts have thus far…

Machine Learning · Computer Science 2024-09-19 Claude Formanek , Louise Beyers , Callum Rhys Tilbury , Jonathan P. Shock , Arnu Pretorius

The widespread adoption of electric vehicles (EVs) poses several challenges to power distribution networks and smart grid infrastructure due to the possibility of significantly increasing electricity demands, especially during peak hours.…

Artificial Intelligence · Computer Science 2024-04-22 Amin Shojaeighadikolaei , Zsolt Talata , Morteza Hashemi

The steady growth of artificial intelligence (AI) has accelerated in the recent years, facilitated by the development of sophisticated models such as large language models and foundation models. Ensuring robust and reliable power…

Artificial Intelligence · Computer Science 2025-10-14 Andrea Marinoni , Sai Shivareddy , Pietro Lio' , Weisi Lin , Erik Cambria , Clare Grey

Many complex real-world problems, such as climate change mitigation, are intertwined with human social factors. Climate change mitigation, a social dilemma made difficult by the inherent complexities of human behavior, has an impact at a…

Multiagent Systems · Computer Science 2020-02-13 Kyle Tilbury , Jesse Hoey

The AI datacenters are currently being deployed on a large scale to support the training and deployment of power-intensive large-language models (LLMs). Extensive amount of computation and cooling required in datacenters increase concerns…

Systems and Control · Electrical Eng. & Systems 2026-01-14 Nardos Belay Abera , Yize Chen

Next-generation wireless systems, already widely deployed, are expected to become even more prevalent in the future, representing challenges in both environmental and economic terms. This paper focuses on improving the energy efficiency of…

Networking and Internet Architecture · Computer Science 2024-10-21 Matteo Bordin , Andrea Lacava , Michele Polese , Sai Satish , Manoj AnanthaSwamy Nittoor , Rajarajan Sivaraj , Francesca Cuomo , Tommaso Melodia