Mode selection and resource allocation in device-to-device communications with user arrivals and departures
Lei, Lei, Hao, Quingyun, and Zhong, Zhangdui (2016) Mode selection and resource allocation in device-to-device communications with user arrivals and departures. IEEE Access, 4. pp. 5209-5222.
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Abstract
The pervasive increasing mobile devices and explosively increasing data traffic pose imminent challenges on wireless network design. Device-to-device (D2D) communication is envisioned to play a key role in the fifth generation cellular networks to efficiently support much larger and more diverse set of devices. This paper investigates the mode selection and resource allocation for D2D communications with dynamic user arrivals and departures. We formulate the optimal resource control problem to minimize the average energy consumption of flow transmission into an infinite horizon average reward Markov decision process. In order to deal with the well-known curse of dimensionality problem and facilitate distributed implementation, we approximate the mode selection Q-factor by the sum of per-queue mode selection Q-factors. Moreover, we apply distributive stochastic online learning to estimate the per-queue Q-factors. Simulation results show that the proposed approach outperforms various existing baseline algorithms.
Item ID: | 53203 |
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Item Type: | Article (Research - C1) |
ISSN: | 2169-3536 |
Keywords: | device-to-device communications; flow-level model; Markov decision process |
Funders: | Beijing Jiaotong University (BJU), National Natural Science Foundation of China (NNSF) |
Projects and Grants: | BJU grant RCS2016ZT020, NNSF grant 61272168, NNSF grant U1334202 |
Date Deposited: | 19 Jun 2018 01:43 |
FoR Codes: | 40 ENGINEERING > 4006 Communications engineering > 400608 Wireless communication systems and technologies (incl. microwave and millimetrewave) @ 100% |
SEO Codes: | 89 INFORMATION AND COMMUNICATION SERVICES > 8901 Communication Networks and Services > 890103 Mobile Data Networks and Services @ 100% |
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