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The explosive growth of artificial intelligence has created gigawatt-scale data centers that fundamentally challenge power system operation, exhibiting power fluctuations exceeding 500 MW within seconds and millisecond-scale variations of…

系统与控制 · 电气工程与系统科学 2025-06-24 Ali Peivandizadeh

Learning implicit representations has been a widely used solution for surface reconstruction from 3D point clouds. The latest methods infer a distance or occupancy field by overfitting a neural network on a single point cloud. However,…

计算机视觉与模式识别 · 计算机科学 2023-08-28 Chao Chen , Yu-Shen Liu , Zhizhong Han

Coordinating large populations of grid-edge devices requires learning methods that remain fully decentralised in deployment while still respecting three-phase AC distribution-network physics. This paper proposes gradient-based multi-agent…

机器学习 · 计算机科学 2026-04-28 Yihong Zhou , Hongtai Zeng , Thomas Morstyn

Evolving smart grids require flexible and adaptive control methods. A harmonized hybrid cyber-physical framework, which considers both physical and cyber layers and ensures adaptability, is one of the critical challenges to enable…

机器学习 · 计算机科学 2025-12-01 Muhammad Siddique , Sohaib Zafar

Graphics processing units (GPUs) excel at parallel processing, but remain largely unexplored in ultra-low-power edge devices (TinyAI) due to their power and area limitations, as well as the lack of suitable programming frameworks. To…

The expansion of artificial intelligence (AI) applications has driven substantial investment in computational infrastructure, especially by cloud computing providers. Quantifying the energy footprint of this infrastructure requires models…

硬件体系结构 · 计算机科学 2025-03-25 Imran Latif , Alex C. Newkirk , Matthew R. Carbone , Arslan Munir , Yuewei Lin , Jonathan Koomey , Xi Yu , Zhiuha Dong

Power grid data are going big with the deployment of various sensors. The big data in power grids creates huge opportunities for applying artificial intelligence technologies to improve resilience and reliability. This paper introduces…

系统与控制 · 电气工程与系统科学 2022-02-04 Shutang You , Yilu Liu , Hongyu Li , Shengyuan Liu , Kaiqi Sun , Yinfeng Zhao , Huangqing Xiao , Jiaojiao Dong , Yu Su , Weikang Wang , Yi Cui

AI data centers experience rapid fluctuations in power demand due to the heterogeneity of computational tasks that they have to support. For example, the power profile of inference and training of large language models (LLMs) is quite…

机器学习 · 计算机科学 2026-05-07 Mohammad AlShaikh Saleh , Sanjay Chawla , Sertac Bayhan , Haitham Abu-Rub , Ali Ghrayeb

We study a scheduling problem arising in demand response management in smart grid. Consumers send in power requests with a flexible feasible time interval during which their requests can be served. The grid controller, upon receiving power…

数据结构与算法 · 计算机科学 2017-08-07 Fu-Hong Liu , Hsiang-Hsuan Liu , Prudence W. H. Wong

Controlled Environment Agriculture (CEA) demands precise, adaptive climate management across distributed infrastructure. This paper presents IOGRUCloud, a scalable three-tier IoT platform that integrates AI-driven control with edge…

系统与控制 · 电气工程与系统科学 2026-04-10 Andrii Vakhnovskyi

This paper presents a comprehensive survey of AI-driven mini-grid solutions aimed at enhancing sustainable energy access. It emphasises the potential of mini-grids, which can operate independently or in conjunction with national power…

It is known that demand and supply power balancing is an essential method to operate power delivery system and prevent blackouts caused by power shortage. In this paper, we focus on the implementation of demand response strategy to save…

系统与控制 · 计算机科学 2015-06-16 Kei Sakaguchi , Van Ky Nguyen , Yu Tao , Gia Khanh Tran , Kiyomichi Araki

Smart grid technology has been recognized as a promising solution for the next-generation energy efficient electric power systems to mitigate energy crisis. Smart grid provides highly consistent and reliable services, efficient energy…

系统与控制 · 电气工程与系统科学 2021-11-23 Saurav Biswas

Modern data centers (DCs) hosting artificial intelligence (AI)-dedicated devices operate at high power densities with rapidly varying workloads, making minute-level adaptation essential for safe and energy-efficient operation. However,…

机器学习 · 计算机科学 2026-02-26 Minghao Li , Ruihang Wang , Rui Tan , Yonggang Wen

In the dynamic landscape of Industry 4.0, achieving efficiency, precision, and adaptability is essential to optimize manufacturing operations. Industries suffer due to supply chain disruptions caused by anomalies, which are being detected…

The rapid growth of AI supercomputing is creating unprecedented power demands, with next-generation GPU datacenters requiring hundreds of megawatts and producing fast, large swings in consumption. To address the resulting challenges for…

分布式、并行与集群计算 · 计算机科学 2025-09-23 Wesley Brewer , Matthias Maiterth , Damien Fay

Grid space partitioning is a technique to speed up queries to graphics databases. We present a parallel grid construction algorithm which can efficiently construct a structured grid on GPU hardware. Our approach is substantially faster than…

图形学 · 计算机科学 2024-03-19 Vasco Costa , João M. Pereira , Joaquim Jorge

The rapid adoption of AI and convenience offered by cloud services have resulted in the growing demands for GPUs in the cloud. Generally, GPUs are physically attached to host servers as PCIe devices. However, the fixed assembly combination…

分布式、并行与集群计算 · 计算机科学 2023-10-10 Bowen He , Xiao Zheng , Yuan Chen , Weinan Li , Yajin Zhou , Xin Long , Pengcheng Zhang , Xiaowei Lu , Linquan Jiang , Qiang Liu , Dennis Cai , Xiantao Zhang

Grid-connected inverter control is challenging to implement due to the difficulty of obtaining and maintaining an accurate grid model. Direct Data-Driven Predictive Control provides a model-free alternative to traditional model-based…

系统与控制 · 电气工程与系统科学 2025-07-04 Sebastian Graf , Keith Moffat , Anurag Mohapatra , Alessandro Chiuso , Florian Dörfler

Integrating electric vehicles (EVs) into the power grid can revolutionize energy management strategies, offering both challenges and opportunities for creating a more sustainable and resilient grid. In this context, model predictive control…

系统与控制 · 电气工程与系统科学 2024-05-21 Cesar Diaz-Londono , Stavros Orfanoudakis , Pedro P. Vergara , Peter Palensky , Fredy Ruiz , Giambattista Gruosso