DocumentCode
37388
Title
A Fair Comparison of Pull and Push Strategies in Large Distributed Networks
Author
Minnebo, Wouter ; Van Houdt, Benny
Author_Institution
Dept. of Math. & Comput. Sci., Univ. of Antwerp, Antwerp, Belgium
Volume
22
Issue
3
fYear
2014
fDate
Jun-14
Firstpage
996
Lastpage
1006
Abstract
In this paper, we compare the performance of the pull and push strategies in a large homogeneous distributed system. When a pull strategy is in use, lightly loaded nodes attempt to steal jobs from more highly loaded nodes, while under the push strategy, more highly loaded nodes look for lightly loaded nodes to process some of their jobs. Given the maximum allowed overall probe rate R and arrival rate λ, we provide closed-form solutions for the mean response time of a job for the push and pull strategy under the infinite system model. More specifically, we show that the push strategy outperforms the pull strategy for any probe rate % > 0 when λ <; φ-1, where φ = (1 +√5)/2 ≈ 1.6180 is the golden ratio. More generally, we show that the push strategy prevails if and only if 2λ <; √(R+1)2 + 4(R+1) √ (R+1). We also show that under the infinite system model, a hybrid pull-and-push strategy is always inferior to the pure pull or push strategy. The relation between the finite and infinite system model is discussed, and simulation results that validate the infinite system model are provided.
Keywords
distribution networks; push-pull production; arrival rate; closed-form solutions; distributed networks; homogeneous distributed system; hybrid pull-and-push strategy; infinite system model; loaded nodes; mean response time; probe rate; Delays; IEEE transactions; Load modeling; Probes; Servers; Simulation; Time factors; Distributed computing; performance analysis; processor scheduling;
fLanguage
English
Journal_Title
Networking, IEEE/ACM Transactions on
Publisher
ieee
ISSN
1063-6692
Type
jour
DOI
10.1109/TNET.2013.2270445
Filename
6558848
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