| Paper Abstract and Keywords |
| Presentation |
2017-01-19 14:40
Markov Decision Process Assisted User Multi-flow Mobile Data Offloading Cheng Zhang (Waseda Univ.), Bo Gu (Kogakuin Univ.), Zhi Liu (Waseda Univ.), Kyoko Yamori (Asahi Univ./Waseda Univ.), Yoshiaki Tanaka (Waseda Univ.) CQ2016-94 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
With rapid increases in demand for mobile data, mobile network operators are trying to expand wireless network capacity by deploying wireless local area network (LAN) hotspots to offload their mobile traffic. However, these network-centric methods usually do not fulfil interests of mobile users (MUs). MUs consider many problems to decide whether to offload their traffic to a complementary wireless LAN. Our previous work studied a single-flow wireless LAN offloading problem from MU's perspective by considering delay-tolerance of traffic, monetary cost and energy consumption. In this paper, we study a multi-flow mobile data offloading problem in which a MU has multiple applications to transmit data simultaneously with different deadlines. We formulate the wireless LAN offloading problem as a finite-horizon discrete-time Markov decision process (MDP) and propose a dynamic programming based offloading algorithm. Since time complexity of the dynamic programming based offloading algorithm is rather high, we then propose a low time complexity heuristic offloading algorithm. Extensive simulations are conducted to validate our proposed offloading algorithms. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
wireless LAN / multiple-flow / mobile data offloading / Markov decision process / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 403, CQ2016-94, pp. 25-30, Jan. 2017. |
| Paper # |
CQ2016-94 |
| Date of Issue |
2017-01-12 (CQ) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
CQ2016-94 |
| Conference Information |
| Committee |
CQ |
| Conference Date |
2017-01-19 - 2017-01-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Osaka University Nakanoshima Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
CQ |
| Conference Code |
2017-01-CQ |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Markov Decision Process Assisted User Multi-flow Mobile Data Offloading |
| Sub Title (in English) |
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| Keyword(1) |
wireless LAN |
| Keyword(2) |
multiple-flow |
| Keyword(3) |
mobile data offloading |
| Keyword(4) |
Markov decision process |
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| 1st Author's Name |
Cheng Zhang |
| 1st Author's Affiliation |
Waseda University (Waseda Univ.) |
| 2nd Author's Name |
Bo Gu |
| 2nd Author's Affiliation |
Kogakuin University (Kogakuin Univ.) |
| 3rd Author's Name |
Zhi Liu |
| 3rd Author's Affiliation |
Waseda University (Waseda Univ.) |
| 4th Author's Name |
Kyoko Yamori |
| 4th Author's Affiliation |
Asahi University/Waseda University (Asahi Univ./Waseda Univ.) |
| 5th Author's Name |
Yoshiaki Tanaka |
| 5th Author's Affiliation |
Waseda University (Waseda Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2017-01-19 14:40:00 |
| Presentation Time |
25 minutes |
| Registration for |
CQ |
| Paper # |
CQ2016-94 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.403 |
| Page |
pp.25-30 |
| #Pages |
6 |
| Date of Issue |
2017-01-12 (CQ) |