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相关论文: An Edge-Cloud based Reference Architecture to supp…

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Computing at the edge is increasingly important as Internet of Things (IoT) devices at the edge generate massive amounts of data and pose challenges in transporting all that data to the Cloud where they can be analyzed. On the other hand,…

分布式、并行与集群计算 · 计算机科学 2024-05-28 Christian Makaya , Keith Grueneberg , Bongjun Ko , David Wood , Nirmit Desai , Xiping Wang

Industry is moving towards advanced Cyber-Physical Systems (CPS), with trends in smartness, automation, connectivity and collaboration. We examine the drivers and requirements for the use of edge computing in critical industrial…

分布式、并行与集群计算 · 计算机科学 2022-01-04 Martin Törngren , Haydn Thompson , Erik Herzog , Rafia Inam , James Gross , György Dán

Secure and efficient communication to establish a seamless nexus between the five levels of a typical automation pyramid is paramount to Industry 4.0. Specifically, vertical and horizontal integration of these levels is an overarching…

密码学与安全 · 计算机科学 2024-10-04 Sandeep Gupta

By amalgamating recent communication and control technologies, computing and data analytics techniques, and modular manufacturing, Industry~4.0 promotes integrating cyber-physical worlds through cyber-physical systems (CPS) and digital twin…

信息论 · 计算机科学 2021-08-11 Shah Zeb , Aamir Mahmood , Syed Ali Hassan , MD. Jalil Piran , Mikael Gidlund , Mohsen Guizani

The term Industry 4.0, which refers to the fourth industrial revolution, aims at the digitalization of industries, including all kinds of production assets. With the help of these, so-called industrial cyber-physical systems, which form the…

网络与互联网体系结构 · 计算机科学 2020-11-17 Michael Gundall , Calvin Glas , Hans D. Schotten

Distributed digital infrastructures for computation and analytics are now evolving towards an interconnected ecosystem allowing complex applications to be executed from IoT Edge devices to the HPC Cloud (aka the Computing Continuum, the…

分布式、并行与集群计算 · 计算机科学 2021-09-06 Daniel Rosendo , Alexandru Costan , Gabriel Antoniu , Patrick Valduriez

Digital twins are transforming the way we monitor, analyze, and control physical systems, but designing architectures that balance real-time responsiveness with heavy computational demands remains a challenge. Cloud-based solutions often…

分布式、并行与集群计算 · 计算机科学 2026-01-16 E. Iraola , M. García-Lorenzo , F. Lordan-Gomis , F. Rossi , E. Prieto-Araujo , R. M. Badia

Along with the rapid developments in communication technologies and the surge in the use of mobile devices, a brand-new computation paradigm, Edge Computing, is surging in popularity. Meanwhile, Artificial Intelligence (AI) applications are…

网络与互联网体系结构 · 计算机科学 2020-05-20 Shuiguang Deng , Hailiang Zhao , Weijia Fang , Jianwei Yin , Schahram Dustdar , Albert Y. Zomaya

Edge computing enables data processing and storage closer to where the data are created. Given the largely distributed compute environment and the significantly dispersed data distribution, there are increasing demands of data sharing and…

分布式、并行与集群计算 · 计算机科学 2023-06-05 Zheng Li , Diego Seco , José Fuentes-Sepúlveda

With the proliferation of AI-enabled software systems in smart manufacturing, the role of such systems moves away from a reactive to a proactive role that provides context-specific support to manufacturing operators. In the frame of the EU…

软件工程 · 计算机科学 2022-01-24 Philipp Haindl , Georg Buchgeher , Maqbool Khan , Bernhard Moser

The rapid evolution of Artificial Intelligence (AI) and Machine Learning (ML) has significantly heightened computational demands, particularly for inference-serving workloads. While traditional cloud-based deployments offer scalability,…

分布式、并行与集群计算 · 计算机科学 2025-09-17 Foteini Stathopoulou , Aggelos Ferikoglou , Manolis Katsaragakis , Dimosthenis Masouros , Sotirios Xydis , Dimitrios Soudris

Since the introduction of Industry 4.0, digital twin technology has significantly evolved, laying the groundwork for a transition toward Industry 5.0 principles centered on human-centricity, sustainability, and resilience. Through digital…

The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge…

机器学习 · 计算机科学 2025-08-01 Ghazal Sobhani , Md. Monzurul Amin Ifath , Tushar Sharma , Israat Haque

With the proliferation of the Internet of Things (IoT) and the wide penetration of wireless networks, the surging demand for data communications and computing calls for the emerging edge computing paradigm. By moving the services and…

网络与互联网体系结构 · 计算机科学 2021-08-19 Quyuan Luo , Shihong Hu , Changle Li , Guanghui Li , Weisong Shi

As the convergence of cloud computing and advanced networking continues to reshape modern software development, edge-cloud-native paradigms have become essential for enabling scalable, resilient, and agile digital services that depend on…

分布式、并行与集群计算 · 计算机科学 2026-03-05 Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Juahn Kwon , Mohsen Amini Salehi

Edge computing is promoted to meet increasing performance needs of data-driven services using computational and storage resources close to the end devices, at the edge of the current network. To achieve higher performance in this new…

分布式、并行与集群计算 · 计算机科学 2018-04-20 Klervie Toczé , Simin Nadjm-Tehrani

The design and operation of systems are conventionally viewed as a sequential decision-making process that is informed by data from physical experiments and simulations. However, the integration of these high-dimensional and heterogeneous…

应用统计 · 统计学 2025-03-04 Anton van Beek , Vispi Karkaria , Wei Chen

In the way towards Industry 4.0, the complexity of the industrial systems increases due to the presence of multiple agents, Cyber-Physical Systems, distributed sensing, and big data introducing unknown dynamics that affect the production…

信号处理 · 电气工程与系统科学 2020-07-09 Jairo Viola , YangQuan Chen

Over the past few years, The idea of edge computing has seen substantial expansion in both academic and industrial circles. This computing approach has garnered attention due to its integrating role in advancing various state-of-the-art…

网络与互联网体系结构 · 计算机科学 2024-02-21 Balqees Talal Hasan , Ali Kadhum Idrees

In more and more application areas, we are witnessing the emergence of complex workflows that combine computing, analytics and learning. They often require a hybrid execution infrastructure with IoT devices interconnected to cloud/HPC…

分布式、并行与集群计算 · 计算机科学 2021-08-10 Daniel Rosendo , Alexandru Costan , Gabriel Antoniu , Matthieu Simonin , Jean-Christophe Lombardo , Alexis Joly , Patrick Valduriez