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End-Edge-Cloud Collaborative Computing for Deep Learning: A ...
Therefore, this paper: 1) analyzes the collaborative elements within the end-edge-cloud computing system for deep learning, and proposes collaborative training, inference, and updating methods and mechanisms for deep learning models under the …
An edge-cloud collaborative computing platform for building …
2021年7月2日 · In this paper, we present an edge-cloud collaborative computing platform, named Sophon Edge, that facilitates building AIoT applications. The platform further addresses the following challenges faced by developers in practice: Heterogeneity.
Edge-Cloud Polarization and Collaboration: A Comprehensive Survey …
2021年11月11日 · In this survey, we conduct a systematic review for both cloud and edge AI. Specifically, we are the first to set up the collaborative learning mechanism for cloud and edge modeling with a thorough review of the architectures that enable such mechanism.
Nebula: An Edge-Cloud Collaborative Learning Framework for Dynamic Edge ...
2024年8月12日 · We design Nebula, an edge-cloud collaborative learning framework, for agile model adaptation to dynamic edge environments. From cloud to edge, we efficiently derive personalized edge models regarding local data distributions and available on-device resources.
An Edge-Cloud Collaboration Framework for Generative AI …
2024年1月3日 · In this paper, we propose a brand-new bottom-up BAIM architecture with synergetic big cloud model and small edge models, and design a distributed training framework and a task-oriented deployment scheme for efficient provision of native GenAI services.
Edge-cloud collaboration for low-latency, low-carbon, and cost ...
2024年12月1日 · Simulation results demonstrate that the proposed edge-cloud collaborative system can reduce the average response delay of delay-sensitive workloads by 33.42 times compared to the traditional cloud system.
Collaborative AI for Edge-Cloud Computing and Applications
2023年6月30日 · There is an emerging trend to train and deploy collaborative artificial intelligence (AI) model with the edge–cloud paradigm, which integrates the edges’ cognition to develop far superior intelligence through goal-driven strategic interactions among …
Nebula: An Edge-Cloud Collaborative Learning Framework for Dynamic Edge ...
In this work, we propose Nebula, an edge-cloud collaborative learning framework to enable rapid model adaptation for changing edge environments. To achieve this, we first propose a new block-level model decomposition scheme to decompose …
Edge-cloud Collaboration: Enhancing Computational Efficiency
2024年9月10日 · Cloud-edge collaborative computing inherits the advantages of cloud computing and edge computing to simultaneously achieve high-precision, low-consumption, fast response, and low-latency application scenario requirements.
Study on Edge-Cloud Collaborative Production Scheduling Based on ...
2020年2月10日 · Therefore, this paper proposes a production system scheduling framework under the edge-cloud collaborative paradigm based on the dynamic fluctuation of orders under these background, and builds an edge-cloud collaborative scheduling model, which guarantees real-time distributed scheduling at the edge.
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