- Title
- Joint optimization of user association, data delivery rate and precoding for cache-enabled F-RANs
- Creator
- Vu, Tung T.; Ngo, Duy T.; Ong, Lawrence; Durrani, Salman; Middleton, Richard H.
- Relation
- 2017 IEEE Global Communications Conference (GLOBECOM). 2017 IEEE Global Communications Conference (GLOBECOM): Proceedings (Singapore 4-8 December, 2017)
- Relation
- Funding BodyARCGrant NumberDP170100939 http://purl.org/au-research/grants/arc/DP170100939
- Publisher Link
- http://dx.doi.org/10.1109/GLOCOM.2017.8254674
- Publisher
- Institute of Electrical and Electronics Engineers (IEEE)
- Resource Type
- conference paper
- Date
- 2017
- Description
- This paper considers the downlink of a cache- enabled fog radio access network (F-RAN) with limited fronthaul capacity, where user association (UA), data delivery rate (DDR) and signal precoding are jointly optimized. We formulate a mixed-integer nonlinear programming problem in which the weighted difference of network throughput and total power consumption is maximized, subject to the predefined DDR requirements and the maximum transmit power at each eRRH. To address this challenging problem, we first apply the ℓ₀-norm approximation and ℓ₁-norm minimization techniques to deal with the UA. After this key step, we arrive at an approximated problem that only involves the joint optimization of DDR and precoding. By using the alternating descent method, we further decompose this problem into a convex subproblem for DDR allocation and a nonconvex subproblem for precoding design. While the former is globally solved by the interior-point method, the latter is solved by a specifically tailored successive convex quadratic programming method. Finally, we propose an iterative algorithm for the original joint optimization that is guaranteed to converge. Importantly, each iteration of the developed algorithm only involves solving simple convex problems. Numerical examples demonstrate that the proposed design significantly improves both throughput and power performances, especially in practical F-RANs with limited fronthaul capacity. Compared to the sole precoder design for a given cache placement, our joint design is shown to improve the throughput by 50% while saving at least half of the total power consumption in the considered examples.
- Subject
- power demand; throughput; precoding; libraries; optimization; radio access networks; Australia
- Identifier
- http://hdl.handle.net/1959.13/1385322
- Identifier
- uon:32202
- Identifier
- ISBN:9781509050192
- Language
- eng
- Reviewed
- Hits: 1448
- Visitors: 1678
- Downloads: 0
| Thumbnail | File | Description | Size | Format |
|---|