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このアイテムの引用には次の識別子を使用してください:
http://hdl.handle.net/10119/15487
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タイトル: | Marginal Contribution-Based Distributed Subchannel Allocation in Small Cell Networks |
著者: | Shah, Shashi Kittipiyakul, Somsak Lim, Yuto Tan, Yasuo |
キーワード: | Small Cells Distributed Subchannel Allocation Game Theory Best-Response Potential Games Marginal Contribution |
発行日: | 2018-05-10 |
出版者: | MDPI |
誌名: | Sensors |
巻: | 18 |
号: | 5 |
開始ページ: | 1500 |
DOI: | 10.3390/s18051500 |
抄録: | The paper presents a game theoretic solution for distributed subchannel allocation problem in small cell networks (SCNs) analyzed under the physical interference model. The objective is to find a distributed solution that maximizes the welfare of the SCNs, defined as the total system capacity. Although the problem can be addressed through best-response (BR) dynamics, the existence of a steady-state solution, i.e., a pure strategy Nash equilibrium (NE), cannot be guaranteed. Potential games (PGs) ensure convergence to a pure strategy NE when players rationally play according to some specified learning rules. However, such a performance guarantee comes at the expense of complete knowledge of the SCNs. To overcome such requirements, properties of PGs are exploited for scalable implementations, where we utilize the concept of marginal contribution (MC) as a tool to design learning rules of players’ utility and propose the marginal contribution-based best-response (MCBR) algorithm of low computational complexity for the distributed subchannel allocation problem. Finally, we validate and evaluate the proposed scheme through simulations for various performance metrics. |
Rights: | Shashi Shah, Somsak Kittipiyakul, Yuto Lim and Yasuo Tan, Sensors, 18(5), 2018, 1500. DOI:10.3390/s18051500. This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited (CC BY 4.0). |
URI: | http://hdl.handle.net/10119/15487 |
資料タイプ: | publisher |
出現コレクション: | b10-1. 雑誌掲載論文 (Journal Articles)
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