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High-performance computing (HPC) centers consume substantial power, incurring environmental and operational costs. This review assesses how artificial intelligence (AI), including machine learning (ML) and optimization, improves the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-03 Pierrick Pochelu , Hyacinthe Cartiaux , Julien Schleich

The recent surge in AI agents that autonomously communicate, collaborate with humans and use diverse tools has unlocked promising opportunities in various real-world settings. However, a vital aspect remains underexplored: how agents handle…

Machine Learning · Computer Science 2025-11-04 Nabeel Seedat , Jiashuo Liu , Mihaela van der Schaar

The emergence of smart cities demands harnessing advanced technologies like the Internet of Things (IoT) and Artificial Intelligence (AI) and promises to unlock cities' potential to become more sustainable, efficient, and ultimately livable…

Machine Learning · Computer Science 2024-02-27 Tiago Dias , Tiago Fonseca , João Vitorino , Andreia Martins , Sofia Malpique , Isabel Praça

Edge Computing enables low-latency processing for real-time applications but introduces challenges in power management due to the distributed nature of edge devices and their limited energy resources. This paper proposes a stochastic…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-07 Fabio Diniz Rossi

The rapid emergence of Large Language Models (LLMs) has catalyzed Agentic artificial intelligence (AI), autonomous systems integrating perception, reasoning, and action into closed-loop pipelines for continuous adaptation. While unlocking…

Systems and Control · Electrical Eng. & Systems 2026-04-10 Xiaojing Chen , Haiqi Yu , Wei Ni , Dusit Niyato , Ruichen Zhang , Xin Wang , Shunqing Zhang , Shugong Xu

To support the needs of ever-growing cloud-based services, the number of servers and network devices in data centers is increasing exponentially, which in turn results in high complexities and difficulties in network optimization. To…

Networking and Internet Architecture · Computer Science 2022-03-02 Bo Li , Ting Wang , Peng Yang , Mingsong Chen , Shui Yu , Mounir Hamdi

The rapid growth of data-intensive applications such as generative AI, scientific simulations, and large-scale analytics is driving modern supercomputers and data centers toward increasingly heterogeneous and tightly integrated…

Data centers handle impressive high figures in terms of energy consumption, and the growing popularity of Cloud applications is intensifying their computational demand. Moreover, the cooling needed to keep the servers within reliable…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-19 Patricia Arroba , José L. Risco-Martín , José M. Moya , José L. Ayala

In particular, large-scale deep learning and artificial intelligence model training uses a lot of computational power and energy, so it poses serious sustainability issues. The fast rise in model complexity has resulted in exponential…

Hardware Architecture · Computer Science 2025-08-20 Yashasvi Makin , Rahul Maliakkal

The transition towards carbon-neutral electricity is one of the biggest game changers in addressing climate change since it addresses the dual challenges of removing carbon emissions from the two largest sectors of emitters: electricity and…

Artificial Intelligence · Computer Science 2022-11-10 Le Xie , Tong Huang , Xiangtian Zheng , Yan Liu , Mengdi Wang , Vijay Vittal , P. R. Kumar , Srinivas Shakkottai , Yi Cui

Artificial Intelligence is increasingly pervasive across domains, with ever more complex models delivering impressive predictive performance. This fast technological advancement however comes at a concerning environmental cost, with…

Computers and Society · Computer Science 2025-09-25 Emilio Cruciani , Roberto Verdecchia

Smart spaces are ubiquitous computing environments that integrate diverse sensing and communication technologies to enhance space functionality, optimize energy utilization, and improve user comfort and well-being. The integration of…

Artificial Intelligence · Computer Science 2026-02-11 Aygün Varol , Naser Hossein Motlagh , Mirka Leino , Sasu Tarkoma , Johanna Virkki

As artificial intelligence (AI) models quickly spread and become more advanced, they are requiring an ever-increasing amount of data and compute capability, leading to a significant energy cost. Training and inference of AI models including…

Emerging Technologies · Computer Science 2026-05-05 Anirudh Shankar , Avhishek Chatterjee , Anjan Chakravorty

Climate change poses one of the most significant challenges to humanity. As a result of these climatic changes, the frequency of weather, climate, and water-related disasters has multiplied fivefold over the past 50 years, resulting in over…

Machine Learning · Computer Science 2023-12-04 Xiaolong Tu , Anik Mallik , Haoxin Wang , Jiang Xie

Recent boom in foundation models and AI computing have raised growing concerns on the power and energy trajectories of large-scale data centers. This paper focuses on the voltage issues caused by volatile and intensity of data center power…

Systems and Control · Electrical Eng. & Systems 2025-07-10 Yize Chen , Baosen Zhang

The rapid advancement of artificial intelligence (AI) technologies presents both unprecedented opportunities and significant challenges for sustainable economic development. While AI offers transformative potential for addressing…

Artificial Intelligence · Computer Science 2026-03-10 Anas ALsobeh , Raneem Alkurdi

Rapid adoption of machine learning (ML) technologies has led to a surge in power consumption across diverse systems, from tiny IoT devices to massive datacenter clusters. Benchmarking the energy efficiency of these systems is crucial for…

Data centres are very fast growing structures with significant contribution to the world's energy consumption. Reducing the energy consumption of data centres is easier when the components that comprise a data centre and their respective…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-04-04 R. Rahmani , I. Moser , M. Seyedmahmoudian

This paper presents a comprehensive review of community-centric power system resilience, emphasizing the integration of community-level resilience considerations and techno-legal governance frameworks with engineering-based resilience…

Systems and Control · Electrical Eng. & Systems 2026-05-11 Masoud H. Nazari , Hamid Varmazyari , Antar Kumar Biswas , Umit Cali , Hollis Belnap , Masood Parvania

Future networks must meet stringent requirements while operating within tight energy and carbon constraints. Current autoscaling mechanisms remain workload-centric and infrastructure-siloed, and are largely unaware of their environmental…