Performance evaluation of the random replacement policy for networks of caches

Abstract

The overall performance of content distribution networks as well as recently proposed information-centric networks rely on both memory and bandwidth capacities. In this framework, the hit ratio is the key performance indicator which captures the bandwidth / memory tradeoff for a given global performance. This paper focuses on the estimation of the hit ratio in a network of caches that employ the Random replacement policy. Assuming that requests are independent and identically distributed, general expressions of miss probabilities for a single Random cache are provided as well as exact results for specific popularity distributions. Moreover, for any Zipf popularity distribution with exponent α > 1, we obtain asymptotic equivalents for the miss probability in the case of large cache size. We extend the analysis to networks of Random caches, when the topology is either a line or a homogeneous tree. In that case, approximations for miss probabilities across the network are derived by assuming that miss events at any node occur independently in time; the obtained results are compared to the same network using the Least-Recently-Used discipline, already addressed in the literature. We further analyze the case of a mixed tandem cache network where the two nodes employ either Random or Least-Recently-Used policies. In all scenarios, asymptotic formulas and approximations are extensively compared to simulations and shown to perform very well. Finally, our results enable us to propose recommendations for cache replacement disciplines in a network dedicated to content distribution. These results also hold for a cache using the First-In-First-Out policy.

Understanding optimal caching and opportunistic caching at "the edge" of information-centric networks

“…Cache networks first became a subject of interest as a means to improve the performance of the Web [7,27], and work on ICN architectures has renewed interest in this topic [4,6,16,[22][23][24][25][26]33].…”

“…This consideration is so pervasive that many research papers (e.g., [16,21,23,29,33]) use the notion of "cache network" as an abstraction to describe "content-centric networks".…”

Modeling content transfer performance in information-centric networking

“…Most of them consider LRU replacement policy. However, most of them only consider a single cache scenario, such as [23,24], and only few works consider a network of caches, such as [25]. Among these works, [26] studied the miss sequence of LRU cache replacement policy, and provides an analytical characterization of the miss probability and miss rate under Poisson assumptions of content requests' arrivals from the viewpoint of caching.…”

A Hybrid ICN Cache Coordination Scheme Based on Role Division between Cache Nodes

“…LRU is the most frequently used one in the literature, although it is observed that simple random cache replacement can also approximate the performance of LRU [22].…”