| Presentation | 2017-11-17 Packet Loss Rate Prediction based on Dictionary during Live Video Streaming Natsuki Kai, Hiroshi Yoshida, Koichi Nihei, Dai Kanetomo, Kozo Satoda, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Live streaming services via a mobile network have become very popular. However, playback distortion or playback interruption often occurs during a live streaming. This is because a communication throughput dynamically fluctuates due to radio strength variation and cross-traffic, and unsent data overflows a buffer on a bottleneck link, which leads a packet loss. Forward Error Correction (FEC) is one of the major method to solve a packet loss problem, and FEC can maintain a real-time communication because FEC is the way to recovery a lost packet with some redundant data. However, FEC may fail a packet recovery when a redundant data is not enough, or there may be a wasted data when a redundant data is too much. To address these problems, this paper proposes a novel method for predicting packet loss rate (PLR) in real-time during live video streaming. We predict PLR by using the dictionary of past communication throughput, transferring rate, observed actual PLR, and our unique confidence parameter. We evaluate our proposed method with a live video streaming for 400 seconds as an experiment in conditions in which the communication throughput and delay are dynamically changed by a network emulator. As a result, the accuracy of our proposed prediction method was around 74~%. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | packet loss / prediction / FEC / Wi-Fi network |
| Paper # | NS2017-122 |
| Date of Issue | 2017-11-09 (NS) |
| Conference Information | |
| Committee | ICM / CQ / NS |
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| Conference Date | 2017/11/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Toshio Tonouchi(NEC) / Takanori Hayashi(Hiroshima Inst. of Tech.) / Hideki Tode(Osaka Pref. Univ.) |
| Vice Chair | Yuji Nomura(Fujitsu Labs.) / Yoichi Yamashita(NTT-N) / Hideyuki Shimonishi(NEC) / Jun Okamoto(NTT) / Yoshikatsu Okazaki(NTT) |
| Secretary | Yuji Nomura(Fujitsu) / Yoichi Yamashita(KDDI R&D Labs.) / Hideyuki Shimonishi(NTT) / Jun Okamoto(Keio Univ.) / Yoshikatsu Okazaki(Kyushu Inst. of Tech.) |
| Assistant | Haruo Ooishi(NTT) / Kenko Ota(Nippon Inst. of Tech.) / Norihiro Fukumoto(KDDI R&D Labs.) / Ryo Yamamoto(UEC) / Kenichi Kashibuchi(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication Management / Technical Committee on Communication Quality / Technical Committee on Network Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Packet Loss Rate Prediction based on Dictionary during Live Video Streaming |
| Sub Title (in English) | |
| Keyword(1) | packet loss |
| Keyword(2) | prediction |
| Keyword(3) | FEC |
| Keyword(4) | Wi-Fi network |
| 1st Author's Name | Natsuki Kai |
| 1st Author's Affiliation | NEC Corporation(NEC Corp.) |
| 2nd Author's Name | Hiroshi Yoshida |
| 2nd Author's Affiliation | NEC Corporation(NEC Corp.) |
| 3rd Author's Name | Koichi Nihei |
| 3rd Author's Affiliation | NEC Corporation(NEC Corp.) |
| 4th Author's Name | Dai Kanetomo |
| 4th Author's Affiliation | NEC Corporation(NEC Corp.) |
| 5th Author's Name | Kozo Satoda |
| 5th Author's Affiliation | NEC Corporation(NEC Corp.) |
| Date | 2017-11-17 |
| Paper # | NS2017-122 |
| Volume (vol) | vol.117 |
| Number (no) | NS-303 |
| Page | pp.pp.61-66(NS), |
| #Pages | 6 |
| Date of Issue | 2017-11-09 (NS) |