DocumentCode :
6897
Title :
Dynamic Request Redirection and Elastic Service Scaling in Cloud-Centric Media Networks
Author :
Jianhua Tang ; Wee Peng Tay ; Yonggang Wen
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume :
16
Issue :
5
fYear :
2014
fDate :
Aug. 2014
Firstpage :
1434
Lastpage :
1445
Abstract :
We consider the problem of optimally redirecting user requests in a cloud-centric media network (CCMN) to multiple destination Virtual Machines (VMs), which elastically scale their service capacities in order to minimize a cost function that includes service response times, computing costs, and routing costs. We also allow the request arrival process to switch between normal and flash crowd modes to model user requests to a CCMN. We quantify the trade-offs in flash crowd detection delay and false alarm frequency, request allocation rates, and service capacities at the VMs. We show that under each request arrival mode (normal or flash crowd), the optimal redirection policy can be found in terms of a price for each VM, which is a function of the VM´s service cost, with requests redirected to VMs in order of nondecreasing prices, and no redirection to VMs with prices above a threshold price. Applying our proposed strategy to a YouTube request trace data set shows that our strategy outperforms various benchmark strategies. We also present simulation results when various arrival traffic characteristics are varied, which again suggest that our proposed strategy performs well under these conditions.
Keywords :
cloud computing; resource allocation; virtual machines; CCMN; VM service cost; VMs; YouTube request trace data set; arrival traffic characteristics; cloud-centric media networks; computing costs; cost function minimization; dynamic request redirection; elastic service scaling; flash crowd detection delay; flash crowd mode; normal crowd mode; optimal redirection policy; request allocation rates; request arrival mode; request arrival process; routing costs; service capacities; service capacity; service response times; user request redirecting; virtual machines; Ash; Computational modeling; Cost function; Resource management; Servers; Silicon; Switches; Cloud-centric content network; cost-aware provisioning; quickest detection; resource allocation; service capacity scaling; user request redirection;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2014.2308726
Filename :
6748976
Link To Document :
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