ABSTRACT
Vehicular network is an important application scenario of the fifth generation (5G) mobile communications. Due to the increasing number of vehicles and the users' various requirements, resource allocation problem in vehicular networks becomes more serious and has attracted researchers' attention. In this paper, we investigate the resource allocation in software defined fog vehicular networks where we formulate the problem as a mean-field game (MFG). We present a state space function by considering both interference factors and energy availability. Then the problem can be modeled as a cost minimization with the constraint of state space. Through the mean-field approximation method, we derive the corresponding Hamilton-Jacobi-Bellman (HJB) and Fokker-Planck-Kolmogorov (FPK) equations. A joint finite difference algorithm is proposed to solve the coupled HJB and FPK equations. The numerical results are presented to show the effectiveness of the proposed algorithm.
- Q. Zheng, K. Zheng, H. Zhang and V. C. M. Leung, "Delay-Optimal Virtualized Radio Resource Scheduling in Software-Defined Vehicular Networks via Stochastic Learning," IEEE Trans. Veh. Technol., vol. 65, no. 10, pp. 7857--7867, Oct. 2016. Google ScholarCross Ref
- L. Sun, H. Shan, A. Huang, L. Cai and H. He, "Channel Allocation for Adaptive Video Streaming in Vehicular Networks," IEEE Trans. Veh. Technol., vol. 66, no. 1, pp. 734--747, Jan. 2017.Google Scholar
- M. Li, L. Zhao and H. Liang, "An SMDP-based Prioritized Channel Allocation Scheme in Cognitive Enabled Vehicular Ad Hoc Networks," IEEE Trans. Veh. Technol., vol. PP, no. 99, pp. 1--1, 2017.Google Scholar
- Y. Han, E. Ekici, H. Kremo and O. Altintas, "Resource Alloca- tion Algorithms Supporting Coexistence of Cognitive Vehicular and IEEE 802.22 Networks," IEEE Trans. Wireless Commun., vol. 16, no. 2, pp. 1066--1079, Feb. 2017. Google ScholarDigital Library
- D. Das, and S. Das, "Adaptive Resource Allocation Scheme for Cognitive Radio Vehicular Ad-hoc Network in the Presence of Primary User Emulation Attack," IET Networks, vol. 6, no. 1, pp. 5--13, Feb. 2017. Google ScholarCross Ref
- T. K. Thuc, E. Hossain and H. Tabassum, "Downlink Power Con- trol in Two-Tier Cellular Networks with Energy-Harvesting Smal- l Cells as Stochastic Games," IEEE Trans. Commun., vol. 63, no. 12, pp. 5267--5282, Dec. 2015. Google ScholarCross Ref
- C. Yang, J. Li, P. Semasinghe, E. Hossain, S. M. Perlaza and Z. Han, "Distributed Interference and Energy-Aware Power Control for Ultra-Dense D2D Networks: A Mean Field Game," IEEE Trans. Wireless Commun., vol. 16, no. 2, pp. 1205--1217, Feb. 2017. Google ScholarDigital Library
- P. Semasinghe, and E. Hossain, "Downlink Power Control in Self-Organizing Dense Small Cells Underlaying Macrocells: A Mean Field Game," IEEE Trans. Mobile Comp., vol. 15, no. 2, pp. 350--363, Feb. 2016. Google ScholarDigital Library
- A. Y. Al-Zahrani, F. R. Yu and M. Huang, "A Joint Cross-Layer and Colayer Interference Management Scheme in Hyper-dense Heterogeneous Networks Using Mean-Field Game Theory," IEEE Trans. Veh. Technol., vol. 65, no. 3, pp. 1522--1535, March 2016. Google ScholarCross Ref
- S. Maghsudi, and E. Hossain, "Distributed User Association in Energy Harvesting Dense Small Cell Networks: A Mean-Field Multi-Armed Bandit Approach," IEEE Access, vol. 5, pp. 3513- 3523, 2017. Google ScholarCross Ref
- M. Peng, and K. Zhang, "Recent Advances in Fog Radio Access Networks: Performance Analysis and Radio Resource Allocation," IEEE Access, vol. 4, pp. 5003--5009, 2016. Google ScholarCross Ref
- H. Zhang, C. Jiang, N. C. Beaulieu, X. Chu, X. Wen and M. Tao, "Resource Allocation in Spectrum-Sharing OFDMA Femtocells with Heterogeneous Services," IEEE Trans. Commun., vol. 62, no. 7, pp. 2366--2377, July 2014. Google ScholarCross Ref
Index Terms
- Resource Allocation in Software Defined Fog Vehicular Networks
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