Institutional Repository
Technical University of Crete
Technical University of Crete
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| URI | http://purl.tuc.gr/dl/dias/12EA8855-1DC2-4BB0-A987-193A57D3FBA5 | - |
| Identifier | https://doi.org/10.26233/heallink.tuc.83236 | - |
| Language | en | - |
| Extent | 59 pages | en |
| Title | Content caching in cellular networks: an algorithmic comparison | en |
| Title | Προσωρινή αποθήκευση περιεχομένου σε κυψελωτά δίκτυα: μία σύγκριση αλγορίθμων | el |
| Creator | Motos Michail | en |
| Creator | Μωτος Μιχαηλ | el |
| Contributor [Committee Member] | Deligiannakis Antonios | en |
| Contributor [Committee Member] | Δεληγιαννακης Αντωνιος | el |
| Contributor [Committee Member] | Liavas Athanasios | en |
| Contributor [Committee Member] | Λιαβας Αθανασιος | el |
| Contributor [Thesis Supervisor] | Paterakis Michalis | en |
| Contributor [Thesis Supervisor] | Πατερακης Μιχαλης | el |
| Publisher | Πολυτεχνείο Κρήτης | el |
| Publisher | Technical University of Crete | en |
| Academic Unit | Technical University of Crete::School of Electrical and Computer Engineering | en |
| Academic Unit | Πολυτεχνείο Κρήτης::Σχολή Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστών | el |
| Content Summary | The ever-increasing content demand along with an increase in content size has begged the question to explore efficient caching algorithms in order to address the need for lag free content delivery and reduced costs and backhaul load. First, we consider the caching placement policy as a 0-1 Knapsack problem and then proceed to introduce the system model. Next, we comprehensively formulate the 0-1 Knapsack problem, and describe two algorithmic solutions, a simple and fast greedy algorithm, which is not optimal, and an optimal dynamic programming one. We also describe in detail the simulation model and the pertinent distributions we ran our simulations with. The results indicate that no matter the type of the weight distribution (weight here corresponds to the length of the content items) or its characteristics, the greedy algorithm manages to closely match the results of the dynamic programming one, while at the same time offering greatly reduced runtime complexity. On this basis, the simple and fast greedy algorithm considered is a very good choice as a caching policy, since content provision services currently offer large catalogues, where dynamic programming exhibits exorbitant running times. | en |
| Type of Item | Διπλωματική Εργασία | el |
| Type of Item | Diploma Work | en |
| License | http://creativecommons.org/licenses/by/4.0/ | en |
| Date of Item | 2019-09-20 | - |
| Date of Publication | 2019 | - |
| Subject | Network caching | en |
| Subject | Knapsack problem | en |
| Bibliographic Citation | Michail Motos, "Content caching in cellular networks: an algorithmic comparison", Diploma Thesis, Department of Electrical and Computer Engineering, Technical University of Crete, Chania, Greece, 2019 | en |
| Bibliographic Citation | Μιχαήλ Μώτος, "Προσωρινή αποθήκευση περιεχομένου σε κυψελωτά δίκτυα: μία σύγκριση αλγορίθμων", Διπλωματική Εργασία, Σχολή Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2019 | el |
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