Intelligent Web caching using neurocomputing and particle swarm optimization algorithm
Web caching is a technology for improving network traffic on the internet. It is a temporary storage of Web objects (such as HTML documents) for later retrieval. There are three significant advantages to Web caching; reduced bandwidth consumption, reduced server load, and reduced latency. These rewa...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
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2008
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| Online Access: | http://eprints.utm.my/7770/1/Sulaiman_Sarina_2008_Intelligent_Web_Caching_Using_Neurocomputing.pdf |
| _version_ | 1825910095578398720 |
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| author | Sulaiman, Sarina Shamsuddin, Siti Mariyam Forkan, Fadni Abraham, Ajith |
| author_facet | Sulaiman, Sarina Shamsuddin, Siti Mariyam Forkan, Fadni Abraham, Ajith |
| author_sort | Sulaiman, Sarina |
| collection | ePrints |
| description | Web caching is a technology for improving network traffic on the internet. It is a temporary storage of Web objects (such as HTML documents) for later retrieval. There are three significant advantages to Web caching; reduced bandwidth consumption, reduced server load, and reduced latency. These rewards have made the Web less expensive with better performance. In this paper, an Artificial Intelligence (AI) approach is introduced for Web caching to determine the type of Web request, either to cache or not, and to optimize the performance on Web cache. Two methods are employed in this study; Artificial Neural Network (ANN), and Particle Swarm Optimization (PSO). The experimental results have revealed that some improvements have been accomplished compared to the existing technique in terms of Web cache size. |
| first_indexed | 2024-03-05T18:11:55Z |
| format | Conference or Workshop Item |
| id | utm.eprints-7770 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T18:11:55Z |
| publishDate | 2008 |
| record_format | dspace |
| spelling | utm.eprints-77702017-10-16T08:45:04Z http://eprints.utm.my/7770/ Intelligent Web caching using neurocomputing and particle swarm optimization algorithm Sulaiman, Sarina Shamsuddin, Siti Mariyam Forkan, Fadni Abraham, Ajith QA75 Electronic computers. Computer science Web caching is a technology for improving network traffic on the internet. It is a temporary storage of Web objects (such as HTML documents) for later retrieval. There are three significant advantages to Web caching; reduced bandwidth consumption, reduced server load, and reduced latency. These rewards have made the Web less expensive with better performance. In this paper, an Artificial Intelligence (AI) approach is introduced for Web caching to determine the type of Web request, either to cache or not, and to optimize the performance on Web cache. Two methods are employed in this study; Artificial Neural Network (ANN), and Particle Swarm Optimization (PSO). The experimental results have revealed that some improvements have been accomplished compared to the existing technique in terms of Web cache size. 2008 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utm.my/7770/1/Sulaiman_Sarina_2008_Intelligent_Web_Caching_Using_Neurocomputing.pdf Sulaiman, Sarina and Shamsuddin, Siti Mariyam and Forkan, Fadni and Abraham, Ajith (2008) Intelligent Web caching using neurocomputing and particle swarm optimization algorithm. In: Proceedings - 2nd Asia International Conference on Modelling and Simulation, AMS 2008 , 13-15 May 2008 . http://dx.doi.org/10.1109/AMS.2008.40 |
| spellingShingle | QA75 Electronic computers. Computer science Sulaiman, Sarina Shamsuddin, Siti Mariyam Forkan, Fadni Abraham, Ajith Intelligent Web caching using neurocomputing and particle swarm optimization algorithm |
| title | Intelligent Web caching using neurocomputing and particle swarm optimization algorithm
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| title_full | Intelligent Web caching using neurocomputing and particle swarm optimization algorithm
|
| title_fullStr | Intelligent Web caching using neurocomputing and particle swarm optimization algorithm
|
| title_full_unstemmed | Intelligent Web caching using neurocomputing and particle swarm optimization algorithm
|
| title_short | Intelligent Web caching using neurocomputing and particle swarm optimization algorithm
|
| title_sort | intelligent web caching using neurocomputing and particle swarm optimization algorithm |
| topic | QA75 Electronic computers. Computer science |
| url | http://eprints.utm.my/7770/1/Sulaiman_Sarina_2008_Intelligent_Web_Caching_Using_Neurocomputing.pdf |
| work_keys_str_mv | AT sulaimansarina intelligentwebcachingusingneurocomputingandparticleswarmoptimizationalgorithm AT shamsuddinsitimariyam intelligentwebcachingusingneurocomputingandparticleswarmoptimizationalgorithm AT forkanfadni intelligentwebcachingusingneurocomputingandparticleswarmoptimizationalgorithm AT abrahamajith intelligentwebcachingusingneurocomputingandparticleswarmoptimizationalgorithm |