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Using Cache Optimization Method to Reduce Network Traffic in Communication Systems Based on Cloud Computing
- Source :
- IEEE Access, Vol 7, Pp 124397-124409 (2019)
- Publication Year :
- 2019
- Publisher :
- IEEE, 2019.
-
Abstract
- The overwhelming increase of population will lead to an increase network traffic usage. In most products, local cache mechanism is implemented for the purpose of reducing the network traffics. However, Due to storage space limitations, lot of times, cache will get purged when there are lots of queries sent and replaced by other newest queries. It is not an efficient by using traditional methodology to build or forming cache. In order to reduce the network traffic usage, the paper propose a solution, which utilizes data mining technique with clustering concept, by gathering the current feedback data that have from our SPN (Smart Protection Network). we are able to form these data in groups with similarity, and by deploying these data to client side, to achieve the reduction of traffic usage. In prototype, this design can really reduce network traffic more than 8%.
- Subjects :
- education.field_of_study
General Computer Science
Computer science
business.industry
Population
General Engineering
Cloud computing
network traffic
data mining
Client-side
Communications system
Reduction (complexity)
Order (business)
General Materials Science
Cache
lcsh:Electrical engineering. Electronics. Nuclear engineering
education
business
Cluster analysis
cache optimization
lcsh:TK1-9971
Computer network
Subjects
Details
- Language :
- English
- ISSN :
- 21693536
- Volume :
- 7
- Database :
- OpenAIRE
- Journal :
- IEEE Access
- Accession number :
- edsair.doi.dedup.....e594b034cc985a53fdc19b98cdaaba6f