Dynamic adaptive streaming over popularity-driven caching in Information-Centric Networks
Abstract
The growing demand for video streaming is straining the current Internet, and mandating a novel approach to future Internet paradigms. The advent of Information-Centric Networks (ICN) promises a novel architecture for addressing this exponential growth in data-intensive services, of which video streaming is projected to dominate (in traffic size). In this paper, we present a novel strategy in ICNs for adaptive caching of variable video contents tailored to different sizes and bit rates. Our objective is to achieve optimal video caching to reduce access time for the maximal requested bit rate for every user. At its core, our approach capitalizes on a rigorous delay analysis and potentiates maximal serviceability for each user. We incorporate predictors for requested video objects based on a popularity index (Zipf distribution). In our proposed model, named DASCache, we present delay queuing analysis for cached objects, providing a cap on expected delay in accessing video content. In DASCache, we present a Binary Integer Programming (BIP) formulation for the cache assignment problem, which operates in rounds based on changes in content requests and popularity scores. DASCache reacts to changes in network dynamics that impact bit rate choices by heterogeneous users and enables users to stream videos, maximizing Quality of Experience (QoE). To evaluate the performance of DASCache, in contrast to current benchmarks in video caching, we present an elaborate performance evaluation carried out on ndnSIM, over NS-3.
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DASCache can also enable users to switch to videos with better resolution.
“DASCache can also enable users to switch to videos with better resolution.”
From QoE Management of Multimedia Streaming Services in Future Networks: A Tutorial and Survey (2020) · cites this paper as [279]
Using DASCache, the best experience for users is achieved in varying network conditions by switching to videos with better resolution.
“Authors show that using DASCache, the best experience for users is achieved in varying network conditions by switching to videos with better resolution.”
From QoE Management of Multimedia Streaming Services in Future Networks: A Tutorial and Survey (2020) · cites this paper as [279]
DASCache enables fast video streaming with high QoE over ICNs by minimizing the average access time per bit of video contents requested by the enduser.
“DASCache enables fast video streaming with high QoE over ICNs by minimizing the average access time per bit of video contents requested by the enduser.”
From QoE Management of Multimedia Streaming Services in Future Networks: A Tutorial and Survey (2020) · cites this paper as [279]
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Dynamic adaptive streaming over HTTP --
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On the Interaction of Adaptive Video Streaming with Content-Centric NetworkingPreprint
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QoE Management of Multimedia Streaming Services in Future Networks: A Tutorial and Survey
Barakabitze, A. A., Barman, N., Ahmad, A., Zadtootaghaj, S., Sun, L., Martini, M. G., & Atzori, L. (2020) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2019.2958784 · Cited by 239 · see citing works
Multimedia streaming in information-centric networking: A survey and future perspectives
Faran Majeed, M., Hassan Ahmed, S., Muhammad, S., Song, H., & Rawat, D. B. (2017) · Computer Networks · doi:10.1016/j.comnet.2017.05.030 · Cited by 51 · see citing works
- Authors
- Li, W., Oteafy, S. M. A., & Hassanein, H. S.
- Affiliations
- Queen's University (CA)
- Venue
- 2015 IEEE International Conference on Communications (ICC)
- Publisher
- IEEE
- Published
- 2015-06
- Pages
- 5747-5752
- ISSN
- 1550-3607 (ISSN-L)
- OpenAlex
- W1564692306
- Cited by
- 18
- References
- 11
- Citations by year
- 2025: 1 · 2022: 1 · 2021: 1 · 2019: 3 · 2018: 2 · 2017: 6 · 2016: 4
- FWCI
- 2.98
- Type
- conference paper
- Language
- en
- Open access
- closed
- Locations
- International Conference on Communications (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › Caching and Content Delivery
- Physical Sciences › Computer Science › Computer Networks and Communications › Age of Information Optimization
- Physical Sciences › Computer Science › Computer Networks and Communications › Network Traffic and Congestion Control
- Keywords
- information-centric networking, video streaming, content popularity, Zipf distribution, delay analysis, 0-1 integer programming, quality of experience, ndnSIM
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