| Presentation | 2019-04-19 Introduction of Q-Learning to Fixed Assignment based Window Access Scheme with Capture(FAWAC) Yuki Uehara, Megumi Saito, Shigeru Shimamoto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents the effects of applying Q-learning to fixed assignment based window access scheme with capture, such as offering nodes to transmit packets with less collisions. FAWA (Fixed Assignment based Window Access) is a multiple access scheme taking a middle position of slotted Aloha and TDMA schemes. FAWAC is an extension of the FAWA scheme. It allows for priorities of transmissions in assigned slots with the effect of capture using power control. By applying Q-learning to these schemes, the previous transmission can be considered, therefore enabling the schemes to have performance improvement. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reinforcement LearningQ-LearningFAWAFAWAC |
| Paper # | CS2019-10 |
| Date of Issue | 2019-04-11 (CS) |
| Conference Information | |
| Committee | CS / CQ |
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| Conference Date | 2019/4/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka Univ. Library |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Optical/Wireless Access and Their Integration, QoS and QoE, Assessment / Measurement / Control / Optimization of Communication Quality, Network Services, etc |
| Chair | Hidenori Nakazato(Waseda Univ.) / Takanori Hayashi(Hiroshima Inst. of Tech.) |
| Vice Chair | Jun Terada(NTT) / Hideyuki Shimonishi(NEC) / Jun Okamoto(NTT) |
| Secretary | Jun Terada(NTT) / Hideyuki Shimonishi(Waseda Univ.) / Jun Okamoto(NTT) |
| Assistant | Kazutaka Hara(NTT) / Kentaro Toyoda(Keio Univ.) / Chikara Sasaki(KDDI Research) / Yoshiaki Nishikawa(NEC) / Ryo Yamamoto(UEC) |
| Paper Information | |
| Registration To | Technical Committee on Communication Systems / Technical Committee on Communication Quality |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Introduction of Q-Learning to Fixed Assignment based Window Access Scheme with Capture(FAWAC) |
| Sub Title (in English) | |
| Keyword(1) | Reinforcement LearningQ-LearningFAWAFAWAC |
| 1st Author's Name | Yuki Uehara |
| 1st Author's Affiliation | Waseda University(Waseda Univ.) |
| 2nd Author's Name | Megumi Saito |
| 2nd Author's Affiliation | Waseda University(Waseda Univ.) |
| 3rd Author's Name | Shigeru Shimamoto |
| 3rd Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2019-04-19 |
| Paper # | CS2019-10 |
| Volume (vol) | vol.119 |
| Number (no) | CS-6 |
| Page | pp.pp.51-54(CS), |
| #Pages | 4 |
| Date of Issue | 2019-04-11 (CS) |