FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment
Edge computing is a research hotspot that extends cloud computing to the edge of the network. Due to the recent developments in computation, storage and network technology for end devices, edge networks have become more powerful, making it possible to integrate locator/identity separation protocol (...
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doaj-d22a46d3c50f4ab8b252bbff0014b80e2021-03-30T02:55:31ZengIEEEIEEE Access2169-35362020-01-018173561736510.1109/ACCESS.2020.29663998957574FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing EnvironmentShuo Zhang0Yaping Liu1Shudong Li2Zhiyuan Tan3https://orcid.org/0000-0001-5420-2554Xiaomeng Zhao4Junjie Zhou5Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, ChinaCyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, ChinaCyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, ChinaSchool of Computing, Edinburgh Napier University, Edinburgh, U.K.Guangdong Provincial Key Laboratory of High Performance Computing, Guangdong Science and Technology Infrastructure Center, Guangzhou, ChinaGuangdong Provincial Key Laboratory of High Performance Computing, Guangdong Science and Technology Infrastructure Center, Guangzhou, ChinaEdge computing is a research hotspot that extends cloud computing to the edge of the network. Due to the recent developments in computation, storage and network technology for end devices, edge networks have become more powerful, making it possible to integrate locator/identity separation protocol (LISP) into these networks. Accordingly, in this paper, we introduce LISP into edge routers at the edge network, focusing primarily on the delay problem of mapping resolution and cache updating in LISP with the help of edge computing. To solve this delay problem, we first analyze the communication process of the locator/identity separation network and consider using the prediction method to underpin this research. In order to achieve a good prediction result, we propose and implement a Fixed Identity Mapping Prediction Algorithm (FIMPA) based on collaborative filtering, and further verify the effectiveness of the proposed algorithm through experiments on real-world data.https://ieeexplore.ieee.org/document/8957574/Edge computingLISPmapping resolutionpredictionrecommendation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Shuo Zhang Yaping Liu Shudong Li Zhiyuan Tan Xiaomeng Zhao Junjie Zhou |
spellingShingle |
Shuo Zhang Yaping Liu Shudong Li Zhiyuan Tan Xiaomeng Zhao Junjie Zhou FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment IEEE Access Edge computing LISP mapping resolution prediction recommendation |
author_facet |
Shuo Zhang Yaping Liu Shudong Li Zhiyuan Tan Xiaomeng Zhao Junjie Zhou |
author_sort |
Shuo Zhang |
title |
FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment |
title_short |
FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment |
title_full |
FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment |
title_fullStr |
FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment |
title_full_unstemmed |
FIMPA: A Fixed Identity Mapping Prediction Algorithm in Edge Computing Environment |
title_sort |
fimpa: a fixed identity mapping prediction algorithm in edge computing environment |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
Edge computing is a research hotspot that extends cloud computing to the edge of the network. Due to the recent developments in computation, storage and network technology for end devices, edge networks have become more powerful, making it possible to integrate locator/identity separation protocol (LISP) into these networks. Accordingly, in this paper, we introduce LISP into edge routers at the edge network, focusing primarily on the delay problem of mapping resolution and cache updating in LISP with the help of edge computing. To solve this delay problem, we first analyze the communication process of the locator/identity separation network and consider using the prediction method to underpin this research. In order to achieve a good prediction result, we propose and implement a Fixed Identity Mapping Prediction Algorithm (FIMPA) based on collaborative filtering, and further verify the effectiveness of the proposed algorithm through experiments on real-world data. |
topic |
Edge computing LISP mapping resolution prediction recommendation |
url |
https://ieeexplore.ieee.org/document/8957574/ |
work_keys_str_mv |
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