Resource Pre-caching Strategy of Digital Twin System Based on Hierarchical MEC Architecture

Dan Liu, Yun Shen, Peng Ding, Ning Liu, HengRui Zhou
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Abstract

The digital twin system requires the smooth loading and rendering of massive 3D data, and requires certain storage, computing and communication resources. Unlike the traditional video transmission system, the digital twin system needs 3D models to be rendered into high-definition video streams and then transmitted to the client. Moreover, the perspective of the client changes, and it will need to transmit new rendered video streams. Moreover, the system is sensitive to the delay requirements and needs to consume a lot of communication resources. The transmission delay based on the cloud data center cannot be required, which will cause a series of problems of twin devices. MEC can lower cloud resources to the edge of the network. However, the cache resources and computing resources on MEC are limited. Based on the hierarchical MEC network architecture, aiming at the problem of limited cache resources on the edge MEC, this paper designs a pre-cache strategy for the resources of the digital twin system model to improve the utilization of the cache resources of the MEC server and reduce the response delay of the digital twin system perspective change resource request.
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基于分层MEC体系结构的数字孪生系统资源预缓存策略
数字孪生系统需要对海量三维数据进行流畅加载和渲染,并且需要一定的存储、计算和通信资源。与传统的视频传输系统不同,数字孪生系统需要将3D模型渲染成高清视频流,然后传输到客户端。此外,客户机的视角发生了变化,它将需要传输新的渲染视频流。此外,该系统对时延要求比较敏感,需要消耗大量的通信资源。不能要求基于云数据中心的传输延迟,这会造成双设备的一系列问题。MEC可以将云资源降低到网络的边缘。但是,MEC上的缓存资源和计算资源是有限的。基于分层MEC网络架构,针对边缘MEC上缓存资源有限的问题,设计了数字孪生系统模型资源的预缓存策略,以提高MEC服务器缓存资源的利用率,降低数字孪生系统透视图更改资源请求的响应延迟。
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