In this paper, we propose a cloud-edge collaboration architecture for deep learning-based detection tasks in railway IoT. Within this system model, we introduce a distributed inference mode that partitions tasks into two parts, offloading task processing to the edge side. Then we jointly optimize ...
In terms of application collaboration, the end, edge, and cloud work together to achieve the distribution of business data and request scheduling. The interaction between the end and the cloud strengthens the centralized management of devices and pre...
The main advantages of the OneNET edge computing platform are derived from its positioning as serving the “Edge.” It provides users with a comprehensive IoT architecture in the form of “cloud-edge collaboration.” To equip this platform with more efficient and flexible edge computing capabilities...
提出DECC(Delay-aware Edge-Cloud Collaboration)模型,将 DNN 动态划分为两到三个部分,并分布在边缘和云端,随着推理请求率的变化实现最低的延迟。该方案采用分层评估模型 (LEM) 和总时延预测模型 (DPM) 选择不同请求速率下 DNN 的最优分区点。 提出了层评估模型 (LEM) 和延迟预测模型 (DPM)。LEM 用于评估目标...
Cloud-edge collaboration in UAV networks represents an advanced intelligent system architecture designed to enable seamless interaction and coordination between UAVs, cloud servers, and edge computing resources during their operations [1,2]. In this system, cloud servers provide powerful data storage and...
Cloud-Edge Collaboration Cloud-Edge collaboration can be implemented between Edge Computing Machine and CVM to enable businesses to make the best of the strengths of center-edge computing collaboration. As businesses evolve, cloud capabilities can be extended to the edge more easily. ...
Cloud-edge collaboration based computer vision inference mechanismTANG BohengCHAI XingangTelecommunications Science
peak traffic and low traffic quality, Alibaba Cloud CDN began to seek breakthrough changes, focusing on edge computing, edge security and other aspects to build a global security acceleration platform base , further develop edge infrastructure, and fully enter the era of cloud-edge collaboration. ...
WFO creates a water flow-like data link between nodes to enable data offloading, using multiple nodes in collaboration to offload data for a single node. Experimental results show that compared with typical methods, such as fair-queue and first-come-first-served, WFO can significantly reduce the...
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