Models and algorithms for assignment and cache allocation problems in content distribution networks

This thesis considers two di?cult combinatorial optimization problems for request routing and client assignment in content distribution networks. The aim is to introduce lower and upper bounds to estimate optimal solutions. Existing solution methods and techniques for similar problems have been revi...

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Main Author: Haghi, Narges
Other Authors: Potts, Christopher
Published: University of Southampton 2016
Subjects:
Online Access:https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.690311
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spelling ndltd-bl.uk-oai-ethos.bl.uk-6903112018-09-05T03:28:01ZModels and algorithms for assignment and cache allocation problems in content distribution networksHaghi, NargesPotts, Christopher2016This thesis considers two di?cult combinatorial optimization problems for request routing and client assignment in content distribution networks. The aim is to introduce lower and upper bounds to estimate optimal solutions. Existing solution methods and techniques for similar problems have been reviewed. The first problem consists of minimizing the total network cost for request routing with no origin server by considering the delay function. The second problem is cache allocation problem. Lagrangian relaxation and two perspective cuts are used to linearize first problem and to find valid lower bounds. Two different linearization methods are implemented for cache allocation problem. Iterated Variable Neighborhood Descent and Tabu Search are two solution methods which are suggested to find best upper bounds. Different local search operators are introduced to improve objective function values as follows: swap, remove-insert, insert from origin server to a proxy, insert from one proxy to another proxy, swap between origin server and a proxy, swap between two proxies and cyclic exchange. All computational results are presented on randomly generated instances.519.6University of Southamptonhttps://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.690311https://eprints.soton.ac.uk/397651/Electronic Thesis or Dissertation
collection NDLTD
sources NDLTD
topic 519.6
spellingShingle 519.6
Haghi, Narges
Models and algorithms for assignment and cache allocation problems in content distribution networks
description This thesis considers two di?cult combinatorial optimization problems for request routing and client assignment in content distribution networks. The aim is to introduce lower and upper bounds to estimate optimal solutions. Existing solution methods and techniques for similar problems have been reviewed. The first problem consists of minimizing the total network cost for request routing with no origin server by considering the delay function. The second problem is cache allocation problem. Lagrangian relaxation and two perspective cuts are used to linearize first problem and to find valid lower bounds. Two different linearization methods are implemented for cache allocation problem. Iterated Variable Neighborhood Descent and Tabu Search are two solution methods which are suggested to find best upper bounds. Different local search operators are introduced to improve objective function values as follows: swap, remove-insert, insert from origin server to a proxy, insert from one proxy to another proxy, swap between origin server and a proxy, swap between two proxies and cyclic exchange. All computational results are presented on randomly generated instances.
author2 Potts, Christopher
author_facet Potts, Christopher
Haghi, Narges
author Haghi, Narges
author_sort Haghi, Narges
title Models and algorithms for assignment and cache allocation problems in content distribution networks
title_short Models and algorithms for assignment and cache allocation problems in content distribution networks
title_full Models and algorithms for assignment and cache allocation problems in content distribution networks
title_fullStr Models and algorithms for assignment and cache allocation problems in content distribution networks
title_full_unstemmed Models and algorithms for assignment and cache allocation problems in content distribution networks
title_sort models and algorithms for assignment and cache allocation problems in content distribution networks
publisher University of Southampton
publishDate 2016
url https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.690311
work_keys_str_mv AT haghinarges modelsandalgorithmsforassignmentandcacheallocationproblemsincontentdistributionnetworks
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