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Measuring and Understanding Throughput of Network Topologies
Sigmetrics 2014 Sangeetha Abdu Jyothi, Ankit Singla, P. Brighten Godfrey,
Alexandra KollaUniversity of Illinois at Urbana–Champaign
Wu wenbin
Motivation
• Analyze networks’ topology throughput– A topology is good or bad– Comparing topology designs
• State-of-the-art– Lacking comparisons– Using wrong metrics
Formulation
• Capacities of each edge (u, v): c(u, v)– Stress-test topology itself: c(u, v) = 1
• Traffic matrix: TM– T(v, w): request flow v->w
• Throughput with TM is max t for feasible TM·t
Cut-based metrics
• Bisection bandwidth
• Shortcomings– NP– Only computer a
special TM– May not uncover the
true bottleneck
Cut-based metrics
• Sparsest cut
• Shortcomings– Still NP– Only computer a
special TM– A loose
upper bound
Specific TM + LP optimization
• Longest matching TM– Use as long paths as possible
• LP optimization– O(n)
Evaluation
• Evaluation of computer networks• Evaluation of natural networks
Evaluation
• Correlation between other metrics and throughput
Evaluation
• Evaluation of models
Contributions
• Analysis of existed throughput metric• Establish a throughput metric• Evaluation of computer network topologies
Future work
• Longest matching TM is intuitive• Apply to wsn
Q&A