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Cellular networks have been engineered and optimized to carrying ever-increasing amounts of mobile data, but over the last few years, a new class of applications based on machine-centric communications has begun to emerge. Automated devices…

信息论 · 计算机科学 2015-12-14 Zaher Dawy , Walid Saad , Arunabha Ghosh , Jeffrey G. Andrews , Elias Yaacoub

Artificial intelligence (AI) and machine learning (ML) are increasingly broadly adopted in industry, However, based on well over a dozen case studies, we have learned that deploying industry-strength, production quality ML models in systems…

机器学习 · 计算机科学 2020-06-04 Jan Bosch , Ivica Crnkovic , Helena Holmström Olsson

Nowadays, machine learning (ML) is being used in software systems with multiple application fields, from medicine to software engineering (SE). On the one hand, the popularity of ML in the industry can be seen in the statistics showing its…

软件工程 · 计算机科学 2023-05-09 Anamaria Mojica-Hanke

This paper presents an overview of scientific modeling and discusses the complementary strengths and weaknesses of ML methods for scientific modeling in comparison to process-based models. It also provides an introduction to the current…

机器学习 · 计算机科学 2024-05-03 Anuj Karpatne , Xiaowei Jia , Vipin Kumar

The next industrial revolution, Industry 5.0, will be driven by advanced technologies that foster human-machine collaboration (HMC). It will leverage human creativity, judgment, and dexterity with the machine's strength, precision, and…

系统与控制 · 电气工程与系统科学 2026-02-27 Gaoyang Pang , Wanchun Liu , Chentao Yue , Daniel E. Quevedo , Karl H. Johansson , Branka Vucetic , Yonghui Li

By all measures, wireless networking has seen explosive growth over the past decade. Fourth Generation Long Term Evolution (4G LTE) cellular technology has increased the bandwidth available for smartphones, in essence, delivering broadband…

计算机与社会 · 计算机科学 2021-01-06 Elisa Bertino , Daniel Bliss , Daniel Lopresti , Larry Peterson , Henning Schulzrinne

Machine Learning (ML) techniques have begun to dominate data analytics applications and services. Recommendation systems are a key component of online service providers. The financial industry has adopted ML to harness large volumes of data…

分布式、并行与集群计算 · 计算机科学 2022-03-29 Richard Mortier , Hamed Haddadi , Sandra Servia , Liang Wang

The evolution of communication networks shows a clear shift of focus from just improving the communications aspects to enabling new important services, from Industry 4.0 to automated driving, virtual/augmented reality, Internet of Things…

信号处理 · 电气工程与系统科学 2018-02-05 Sergio Barbarossa , Stefania Sardellitti , Elena Ceci , Mattia Merluzzi

With the advent of Artificial Intelligence (AI)-empowered communications, industry, academia, and standardization organizations are progressing on the definition of mechanisms and procedures to address the increasing complexity of future 5G…

The emerging technology of multi-tenancy network slicing is considered as an essential feature of 5G cellular networks. It provides network slices as a new type of public cloud services, and therewith increases the service flexibility and…

网络与互联网体系结构 · 计算机科学 2021-11-30 Bin Han , Hans D. Schotten

The sixth-generation (6G) wireless communication network is expected to integrate the terrestrial, aerial, and maritime communications into a robust network which would be more reliable, fast, and can support a massive number of devices…

信号处理 · 电气工程与系统科学 2020-10-19 Muhammad Waseem Akhtar , Syed Ali Hassan , Rizwan Ghaffar , Haejoon Jung , Sahil Garg , M. Shamim Hossain

The increasing need for economic, safe, and sustainable smart manufacturing combined with novel technological enablers, has paved the way for Artificial Intelligence (AI) and Big Data in support of smart manufacturing. This implies a…

人工智能 · 计算机科学 2021-04-08 Senthil Kumar Jagatheesaperumal , Mohamed Rahouti , Kashif Ahmad , Ala Al-Fuqaha , Mohsen Guizani

As wireless communication evolves, each generation of networks brings new technologies that change how we connect and interact. Artificial Intelligence (AI) is becoming crucial in shaping the future of sixth-generation (6G) networks. By…

网络与互联网体系结构 · 计算机科学 2026-04-06 Constantina Chatzieleftheriou , Eirini Liotou

The potential for machine learning (ML) systems to amplify social inequities and unfairness is receiving increasing popular and academic attention. A surge of recent work has focused on the development of algorithmic tools to assess and…

人机交互 · 计算机科学 2019-01-09 Kenneth Holstein , Jennifer Wortman Vaughan , Hal Daumé , Miro Dudík , Hanna Wallach

5G promises to shift Industry 4.0 to the next level by allowing flexible production. However, many communication standards are used throughout a production site, which will stay so in the foreseeable future. Furthermore, localization of…

As wearable devices become more ingrained in our daily lives, traditional communication networks primarily designed for human being-oriented applications are facing tremendous challenges. The upcoming 5G wireless system aims to support…

网络与互联网体系结构 · 计算机科学 2018-07-12 Haijian Sun , Zekun Zhang , Rose Qingyang Hu , Yi Qian

Information and communication technologies are permeating all aspects of industrial and manufacturing systems, expediting the generation of large volumes of industrial data. This article surveys the recent literature on data management as…

网络与互联网体系结构 · 计算机科学 2019-08-02 Theofanis P. Raptis , Andrea Passarella , Marco Conti

The emerging vehicular networks are expected to make everyday vehicular operation safer, greener, and more efficient, and pave the path to autonomous driving in the advent of the fifth generation (5G) cellular system. Machine learning, as a…

信息论 · 计算机科学 2018-02-28 Hao Ye , Le Liang , Geoffrey Ye Li , JoonBeom Kim , Lu Lu , May Wu

The advent of the wireless communications systems augurs new cutting-edge technologies, including self-driving vehicles, unmanned aerial systems, autonomous robots, Internet-of-Things, and virtual reality. These technologies require high…

信号处理 · 电气工程与系统科学 2020-09-11 Youness Arjoune , Saleh Faruque