abstract

Abstract: cache management and load balancing for 5G cloud radio access networks

Authors:

Chin Tsai,

Melody MohAuthors Info & Claims

SoCC '17: Proceedings of the 2017 Symposium on Cloud Computing

Page 630

https://doi.org/10.1145/3127479.3132690

Published: 24 September 2017 Publication History

Get Access

Abstract

Cloud Radio Access Networks (CRAN) has been proposed for 5G networks for better flexibility, scalability, and performance. CRAN aims to apply cloud-like architecture on RAN. This paper focuses on cache management and load balance in the software architecture of CRAN, intends to provide fault mitigation and carrier-grade real-time services. First, a new cache management algorithm based on event frequency and QoS level of User Equipment (UE) is proposed, utilizing Exponential Decay scoring function and Analytic Hierarchy Process. Next, load balance (LB) function is added, and five LB algorithms are evaluated. The performance evaluation is based on real-life UE event characteristics and RAN system values provided by Nokia Research. Results show the cache hit rate, delay and network traffic; as well as the queue-length analysis of LB algorithms.

References

[1]

Checko, Aleksandra, et al. "Cloud RAN for mobile networks---A technology overview." IEEE Communications surveys & tutorials 17.1 (2015): 405--426.

Digital Library

Google Scholar

[2]

Floratou, Avrilia, et al. "Adaptive Caching in Big SQL using the HDFS Cache." Proceedings of the ACM Symposium on Cloud Computing, 2016.

Google Scholar

[3]

R. Saaty, "The analytic hierarchy process---what it is and how it is used," Mathematical Modelling, vol. 9, no. 3--5, pp. 161 -- 176, 1987.

Google Scholar

[4]

Gomes, Andre, Torsten Braun, and Edmundo Monteiro. "Enhanced caching strategies at the edge of LTE mobile networks." IFIP Networking Conference (IFIP Networking) and Workshops, 2016. IEEE, 2016.

Google Scholar

[5]

Collaborative Research Memo with the Radio Access Networks Group of Nokia Research, 2016--2017.

Google Scholar

[6]

Podlipnig, Stefan, and Laszlo Böszörmenyi. "A survey of web cache replacement strategies." ACM Computing Surveys 35.4 (2003): 374--398.

Digital Library

Google Scholar

Cited By

View all

Moh M(2021)Online Learning and Heuristic Algorithms for 5G Cloud-RAN Load BalanceResearch Anthology on Developing and Optimizing 5G Networks and the Impact on Society10.4018/978-1-7998-7708-0.ch014(309-344)Online publication date: 2021
https://doi.org/10.4018/978-1-7998-7708-0.ch014
Pathinga Rajendiran DTang YMoh M(2021)Dynamic Cache Management of Cloud RAN and Multi-Access Edge Computing for 5G NetworksResearch Anthology on Developing and Optimizing 5G Networks and the Impact on Society10.4018/978-1-7998-7708-0.ch013(276-308)Online publication date: 2021
https://doi.org/10.4018/978-1-7998-7708-0.ch013
Moh MPathinga Rajendiran D(2020)On Efficient Cache Management of Cloud Radio Access Networks for 5G Mobile NetworksFundamental and Supportive Technologies for 5G Mobile Networks10.4018/978-1-7998-1152-7.ch007(159-186)Online publication date: 2020
https://doi.org/10.4018/978-1-7998-1152-7.ch007
Show More Cited By

Index Terms

Abstract: cache management and load balancing for 5G cloud radio access networks
1. Applied computing
  1. Physical sciences and engineering
    1. Telecommunications

Recommendations

Immune optimization algorithm for solving vertical handoff decision problem in heterogeneous wireless network

In heterogeneous wireless network environment, wireless local area network (WLAN) is usually deployed within the coverage of a cellular network to provide users with the convenience of seamless roaming among heterogeneous wireless access networks. ...
Handover oscillation reduction in ultra-dense heterogeneous cellular networks using enhanced handover approach
CNS '18: Proceedings of the Communications and Networking Symposium

Ultra-dense heterogeneous networks (UDHetNets) are considered a promising architecture to achieve the goal of the next generation wireless cellular networks. However, in these dense networks, the number of handovers and handover oscillations can ...
Immune optimization algorithm for solving joint call admission control problem in next-generation wireless network

The integration of radio access networks with different radio access technologies (RATs) is one of the remarkable characteristics of the next-generation wireless networks (NGWNs). In NGWN, the users with multi-network interface terminals should be able ...

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

SoCC '17: Proceedings of the 2017 Symposium on Cloud Computing

September 2017

672 pages

ISBN:9781450350280

DOI:10.1145/3127479

Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 24 September 2017

Check for updates

Author Tags

Qualifiers

Abstract

Funding Sources

Nokia Foundation

Conference

SoCC '17

Sponsor:

SoCC '17: ACM Symposium on Cloud Computing

September 24 - 27, 2017

California, Santa Clara

Acceptance Rates

Overall Acceptance Rate 169 of 722 submissions, 23%

Contributors

Other Metrics

View Article Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

11
Total Citations
View Citations
159
Total Downloads

Downloads (Last 12 months)3
Downloads (Last 6 weeks)2

Reflects downloads up to 12 Nov 2024

Other Metrics

View Author Metrics

Citations

Cited By

View all

Moh M(2021)Online Learning and Heuristic Algorithms for 5G Cloud-RAN Load BalanceResearch Anthology on Developing and Optimizing 5G Networks and the Impact on Society10.4018/978-1-7998-7708-0.ch014(309-344)Online publication date: 2021
https://doi.org/10.4018/978-1-7998-7708-0.ch014
Pathinga Rajendiran DTang YMoh M(2021)Dynamic Cache Management of Cloud RAN and Multi-Access Edge Computing for 5G NetworksResearch Anthology on Developing and Optimizing 5G Networks and the Impact on Society10.4018/978-1-7998-7708-0.ch013(276-308)Online publication date: 2021
https://doi.org/10.4018/978-1-7998-7708-0.ch013
Moh MPathinga Rajendiran D(2020)On Efficient Cache Management of Cloud Radio Access Networks for 5G Mobile NetworksFundamental and Supportive Technologies for 5G Mobile Networks10.4018/978-1-7998-1152-7.ch007(159-186)Online publication date: 2020
https://doi.org/10.4018/978-1-7998-1152-7.ch007
Pathinga Rajendiran DTang YMoh M(2020)Dynamic Cache Management of Cloud RAN and Multi-Access Edge Computing for 5G NetworksFundamental and Supportive Technologies for 5G Mobile Networks10.4018/978-1-7998-1152-7.ch006(126-158)Online publication date: 2020
https://doi.org/10.4018/978-1-7998-1152-7.ch006
Moh M(2019)Online Learning and Heuristic Algorithms for 5G Cloud-RAN Load BalanceNext-Generation Wireless Networks Meet Advanced Machine Learning Applications10.4018/978-1-5225-7458-3.ch009(199-234)Online publication date: 2019
https://doi.org/10.4018/978-1-5225-7458-3.ch009
Tang YRajendiran DMoh M(2019)Cache Management for Cloud RAN and Multi-Access Edge Computing with Dynamic Input2019 International Conference on High Performance Computing & Simulation (HPCS)10.1109/HPCS48598.2019.9188077(716-723)Online publication date: Jul-2019
https://doi.org/10.1109/HPCS48598.2019.9188077
Pathinga Rajendiran DMoh M(2019)Adaptive Hierarchical Cache Management for Cloud RAN and Multi-access Edge Computing in 5G NetworksProceedings of the 13th International Conference on Ubiquitous Information Management and Communication (IMCOM) 201910.1007/978-3-030-19063-7_20(234-253)Online publication date: 23-May-2019
https://doi.org/10.1007/978-3-030-19063-7_20
Kaur GMoh MWong KShen CBrown D(2018)Cloud computing meets 5G networksProceedings of the 2018 ACM Southeast Conference10.1145/3190645.3190674(1-8)Online publication date: 29-Mar-2018
https://dl.acm.org/doi/10.1145/3190645.3190674
Tsai CMoh M(2018)Cache Management for 5G Cloud Radio Access NetworksProceedings of the 12th International Conference on Ubiquitous Information Management and Communication10.1145/3164541.3164559(1-8)Online publication date: 5-Jan-2018
https://dl.acm.org/doi/10.1145/3164541.3164559
Su GMoh M(2018)Improving Energy Efficiency and Scalability for IoT Communications in 5G NetworksProceedings of the 12th International Conference on Ubiquitous Information Management and Communication10.1145/3164541.3164547(1-8)Online publication date: 5-Jan-2018
https://dl.acm.org/doi/10.1145/3164541.3164547
Show More Cited By

View Options

Get Access

Login options

Check if you have access through your login credentials or your institution to get full access on this article.

Cited By

Index Terms

Recommendations

Immune optimization algorithm for solving vertical handoff decision problem in heterogeneous wireless network

Handover oscillation reduction in ultra-dense heterogeneous cellular networks using enhanced handover approach

Immune optimization algorithm for solving joint call admission control problem in next-generation wireless network