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Fog computing is a promising computing paradigm for time-sensitive Internet of Things (IoT) applications. It helps to process data close to the users, in order to deliver faster processing outcomes than the Cloud; it also helps to reduce…

分布式、并行与集群计算 · 计算机科学 2022-12-02 Ranesh Kumar Naha , Saurabh Garg , Sudheer Kumar Battula , Muhammad Bilal Amin , Dimitrios Georgakopoulos

Over the past decades, engineering systems have developed as networks of systems that deliver multiple services across multiple domains. This work aims to develop an optimization program for a dynamic, hetero-functional graph theory-based…

系统与控制 · 电气工程与系统科学 2021-04-02 Wester C. H. Schoonenberg , Amro M. Farid

This work develops a novel power control framework for energy-efficient power control in wireless networks. The proposed method is a new branch-and-bound procedure based on problem-specific bounds for energy-efficiency maximization that…

信息论 · 计算机科学 2020-07-13 Bho Matthiesen , Alessio Zappone , Karl-L. Besser , Eduard A. Jorswieck , Merouane Debbah

This paper studies the joint user association and resource allocation in heterogeneous networks (HetNets) from a novel perspective, motivated by and generalizing the idea of fractional frequency reuse. By treating the multi-cell multi-user…

网络与互联网体系结构 · 计算机科学 2015-11-04 Quan Kuang , Wolfgang Utschick , Andreas Dotzler

Computational chemistry has become an important tool to predict and understand molecular properties and reactions. Even though recent years have seen a significant growth in new algorithms and computational methods that speed up quantum…

化学物理 · 物理学 2023-07-26 Albert Thie , Maximilian F. S. J. Menger , Shirin Faraji

This work presents a machine learning approach to optimize the energy efficiency (EE) in a multi-cell wireless network. This optimization problem is non-convex and its global optimum is difficult to find. In the literature, either simple…

信号处理 · 电气工程与系统科学 2023-12-18 Bile Peng , Karl-Ludwig Besser , Ramprasad Raghunath , Eduard A. Jorswieck

Graphics Processing Units (GPUs) have revolutionized the computing landscape over the past decade. However, the growing energy demands of data centres and computing facilities equipped with GPUs come with significant capital and…

分布式、并行与集群计算 · 计算机科学 2022-11-15 Richard Schoonhoven , Bram Veenboer , Ben van Werkhoven , Kees Joost Batenburg

The characterization of the global maximum of energy efficiency (EE) problems in wireless networks is a challenging problem due to the non-convex nature of investigated problems in interference channels. The aim of this work is to develop a…

最优化与控制 · 数学 2017-04-26 Alessio Zappone , Emil Björnson , Luca Sanguinetti , Eduard Jorswieck

An important step in the task of neural network design, such as hyper-parameter optimization (HPO) or neural architecture search (NAS), is the evaluation of a candidate model's performance. Given fixed computational resources, one can…

机器学习 · 计算机科学 2021-03-09 Shengcao Cao , Xiaofang Wang , Kris Kitani

Current approaches to scheduling workloads on heterogeneous systems with specialized accelerators often rely on manual partitioning, offloading tasks with specific compute patterns to accelerators. This method requires extensive…

分布式、并行与集群计算 · 计算机科学 2025-02-12 Zhenyu Bai , Dan Wu , Pranav Dangi , Dhananjaya Wijerathne , Venkata Pavan Kumar Miriyala , Tulika Mitra

Finding optimal configurations for Stream Processing Systems (SPS) is a challenging problem due to the large number of parameters that can influence their performance and the lack of analytical models to anticipate the effect of a change.…

分布式、并行与集群计算 · 计算机科学 2016-06-22 Pooyan Jamshidi , Giuliano Casale

We consider a half-duplex wireless relay network with hybrid-automatic retransmission request (HARQ) and Rayleigh fading channels. In this paper, we analyze the outage probability of the multi-relay delay-limited HARQ system with…

信息论 · 计算机科学 2012-02-14 Behrouz Maham , Aydin Behnad , Merouane Debbah

The most important way to achieve higher performance in computer systems is through heterogeneous computing, i.e., by adopting hardware platforms containing more than one type of processor, such as CPUs, GPUs, and FPGAs. Several types of…

软件工程 · 计算机科学 2020-05-19 Hugo Andrade , Ivica Crnkovic , Jan Bosch

The heterogeneous cloud radio access network (H-CRAN) is a promising paradigm which incorporates the cloud computing into heterogeneous networks (HetNets), thereby taking full advantage of cloud radio access networks (C-RANs) and HetNets.…

网络与互联网体系结构 · 计算机科学 2016-02-18 Mugen Peng , Yuling Yu , Hongyu Xiang , H. Vincent Poor

In the context of heterogeneous multi-robot teams deployed for executing multiple tasks, this paper develops an energy-aware framework for allocating tasks to robots in an online fashion. With a primary focus on long-duration autonomy…

Power consumption is the major cost factor in data centers. It can be reduced by dynamically right-sizing the data center according to the currently arriving jobs. If there is a long period with low load, servers can be powered down to save…

数据结构与算法 · 计算机科学 2021-08-02 Susanne Albers , Jens Quedenfeld

We consider energy minimization for data-intensive applications run on large number of servers, for given performance guarantees. We consider a system, where each incoming application is sent to a set of servers, and is considered to be…

分布式、并行与集群计算 · 计算机科学 2021-08-19 Ajay Badita , Rooji Jinan , Balajee Vamanan , Parimal Parag

Robustly estimating energy consumption in High-Performance Computing (HPC) is essential for assessing the energy footprint of modern workloads, particularly in fields such as Artificial Intelligence (AI) research, development, and…

分布式、并行与集群计算 · 计算机科学 2024-09-10 Luis G. León-Vega , Niccolò Tosato , Stefano Cozzini

Network lifetime and energy consumption of data transmission have been primary Quality of Service (QoS) obligations in Wireless Sensor Networks (WSNs). The environment of a WSN is often organized into clusters to mitigate the management…

网络与互联网体系结构 · 计算机科学 2021-10-27 Husam Suleiman , Mohammad Hamdan

The environmental impact of Artificial Intelligence (AI) is emerging as a significant global concern, particularly regarding model training. In this paper, we introduce GREEN (Guided Recommendations of Energy-Efficient Networks), a novel,…

人工智能 · 计算机科学 2025-05-06 Filippo Betello , Antonio Purificato , Vittoria Vineis , Gabriele Tolomei , Fabrizio Silvestri