| Presentation | 2017-12-15 Design of Resource-aware Streaming Data Quality Controller Using Reinforcement Learning Makoto Oide, Toru Abe, Takuo Suganuma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The live streaming service provides quality of service according to available network resources. Therefore, it is difficult to provide services adaptable to diversified high-quality contents and low resource terminals. In this research, we propose a streaming data quality control method considering the environment using various contents and services in order to realize the live streaming service with quality adapted to the terminal to avoid interruption and delay during playing streams. In this paper, we design a resource-aware streaming data quality controller which determines the appropriate streaming data quality by learning the characteristics of streaming data and available computational and network resources of terminals. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Video quality control / Resource-aware / Reinforcement learning / Edge computing / Live streamig / MPEG-DASH |
| Paper # | IN2017-66 |
| Date of Issue | 2017-12-07 (IN) |
| Conference Information | |
| Committee | IA / IN |
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| Conference Date | 2017/12/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hiroshima City Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Performance Analysis and Simulation, Robustness, Traffic and Throughput Measurement, Quality of Service (QoS) Control, Congestion Control, Overlay Network/P2P, IPv6, Multicast, Routing, DDoS, etc. |
| Chair | Katsuyoshi Iida(Hokkaido Univ.) / Katsunori Yamaoka(Tokyo Inst. of Tech.) |
| Vice Chair | Rei Atarashi(IIJ) / Hiroyuki Osaki(Kwansei Gakuin Univ.) / Tomoki Yoshihisa(Osaka Univ.) / Takuji Kishida(NTT) |
| Secretary | Rei Atarashi(Tokyo Metropolitan Univ.) / Hiroyuki Osaki(TOYOTA-IT) / Tomoki Yoshihisa(NTT) / Takuji Kishida(NTT) |
| Assistant | Kenji Ohira(Tokushima Univ.) / Ryohei Banno(NTT) / Toshiki Watanabe(NEC) |
| Paper Information | |
| Registration To | Technical Committee on Internet Architecture / Technical Committee on Information Networks |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Design of Resource-aware Streaming Data Quality Controller Using Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | Video quality control |
| Keyword(2) | Resource-aware |
| Keyword(3) | Reinforcement learning |
| Keyword(4) | Edge computing |
| Keyword(5) | Live streamig |
| Keyword(6) | MPEG-DASH |
| 1st Author's Name | Makoto Oide |
| 1st Author's Affiliation | Tohoku University(Tohoku Univ.) |
| 2nd Author's Name | Toru Abe |
| 2nd Author's Affiliation | Tohoku University(Tohoku Univ.) |
| 3rd Author's Name | Takuo Suganuma |
| 3rd Author's Affiliation | Tohoku University(Tohoku Univ.) |
| Date | 2017-12-15 |
| Paper # | IN2017-66 |
| Volume (vol) | vol.117 |
| Number (no) | IN-353 |
| Page | pp.pp.121-126(IN), |
| #Pages | 6 |
| Date of Issue | 2017-12-07 (IN) |