Caching in large-scale distributed file systems
Caching in large-scale distributed file systems
A genetic algorithm for distributed system topology design
Computers and Industrial Engineering - Collection of papers on Computer-Integrated Manufacturing
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic algorithms + data structures = evolution programs (3rd ed.)
Bit-sequences: an adaptive cache invalidation method in mobile client/server environments
Mobile Networks and Applications
Performance evaluation of Web proxy cache replacement policies
Performance Evaluation - Special issue on modelling techniques and tools for performance evaluation
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
IEEE Transactions on Knowledge and Data Engineering
Enhancing the Web's Infrastructure: From Caching to Replication
IEEE Internet Computing
Improving web server performance by caching dynamic data
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
Cost-aware WWW proxy caching algorithms
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
World-wide web cache consistency
ATEC '96 Proceedings of the 1996 annual conference on USENIX Annual Technical Conference
A hierarchical internet object cache
ATEC '96 Proceedings of the 1996 annual conference on USENIX Annual Technical Conference
Local search genetic algorithm for optimal design of reliablenetworks
IEEE Transactions on Evolutionary Computation
Simulation in Web data management
Applied system simulation
Cache replacement solutions by evolutionary computing technique
SpringSim '09 Proceedings of the 2009 Spring Simulation Multiconference
Genetic algorithms: an approach to optimal web cache replacement
SpringSim '10 Proceedings of the 2010 Spring Simulation Multiconference
Intelligent Naïve Bayes-based approaches for Web proxy caching
Knowledge-Based Systems
Intelligent Web proxy caching approaches based on machine learning techniques
Decision Support Systems
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Web caching has been proposed as an effective solution to the problems of network traffic and congestion, Web objects access and Web load balancing. This paper presents a model for optimizing Web cache content by applying either a genetic algorithm or an evolutionary programming scheme for Web cache content replacement. Three policies are proposed for each of the genetic algorithm and the evolutionary programming techniques, in relation to objects staleness factors and retrieval rates. A simulation model is developed and long term trace-driven simulation is used to experiment on the proposed techniques. The results indicate that all evolutionary techniques are beneficial to the cache replacement, compared to the conventional replacement applied in most Web cache server. Under an appropriate objective function the genetic algorithm has been proven to be the best of all approaches with respect to cache hit and byte hit ratios.