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Analysis of Page Replacement Policies in the Fluid Limit
by
Osogami, Takayuki
, Hirade, Ryo
in
Algorithms
/ analysis
/ Applied sciences
/ Approximation
/ cache
/ Caching
/ Computer science
/ computers/computer science
/ Database management systems
/ Determinism
/ Exact sciences and technology
/ fluid limit
/ Geometric lines
/ Infinity
/ invalidation
/ Learning models (Stochastic processes)
/ least recently used
/ Markov chains
/ Operational research and scientific management
/ Operational research. Management science
/ page replacement policies
/ Poisson process
/ Probability
/ Queuing theory
/ Queuing theory. Traffic theory
/ Reliability theory. Replacement problems
/ Studies
/ two queue
/ Zipfs law
2010
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Analysis of Page Replacement Policies in the Fluid Limit
by
Osogami, Takayuki
, Hirade, Ryo
in
Algorithms
/ analysis
/ Applied sciences
/ Approximation
/ cache
/ Caching
/ Computer science
/ computers/computer science
/ Database management systems
/ Determinism
/ Exact sciences and technology
/ fluid limit
/ Geometric lines
/ Infinity
/ invalidation
/ Learning models (Stochastic processes)
/ least recently used
/ Markov chains
/ Operational research and scientific management
/ Operational research. Management science
/ page replacement policies
/ Poisson process
/ Probability
/ Queuing theory
/ Queuing theory. Traffic theory
/ Reliability theory. Replacement problems
/ Studies
/ two queue
/ Zipfs law
2010
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Analysis of Page Replacement Policies in the Fluid Limit
by
Osogami, Takayuki
, Hirade, Ryo
in
Algorithms
/ analysis
/ Applied sciences
/ Approximation
/ cache
/ Caching
/ Computer science
/ computers/computer science
/ Database management systems
/ Determinism
/ Exact sciences and technology
/ fluid limit
/ Geometric lines
/ Infinity
/ invalidation
/ Learning models (Stochastic processes)
/ least recently used
/ Markov chains
/ Operational research and scientific management
/ Operational research. Management science
/ page replacement policies
/ Poisson process
/ Probability
/ Queuing theory
/ Queuing theory. Traffic theory
/ Reliability theory. Replacement problems
/ Studies
/ two queue
/ Zipfs law
2010
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Journal Article
Analysis of Page Replacement Policies in the Fluid Limit
2010
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Overview
The performance of storage systems and database systems depends significantly on the page replacement policies. Although many page replacement policies have been discussed in the literature, their performances are not fully understood. We introduce analytical techniques for evaluating the performances of page replacement policies including two queue (
2Q
), which manages two buffers to capture both the recency and frequency of requests. We derive an exact expression for the probability that a requested item is found (the hit probability) in a buffer managed by
2Q
in the fluid limit, where the number of items is scaled by
n
, the size of items is scaled by 1/
n
, and
n
approaches infinity. The hit probability in the fluid limit approximates the hit probability in the original system, and we find that the relative error in the approximation is typically within 1%. Our analysis also illuminates several fundamental properties of
2Q
useful for system designers.
Publisher
INFORMS,Institute for Operations Research and the Management Sciences
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