Price-Based Resource Allocation in Massive MIMO H-CRANs With Limited Fronthaul Capacity
In this paper, we investigate the bandwidth and power allocation problem in remote radio head cluster (RRHC)-based millimeter wave (mm-wave) massive MIMO heterogeneous cloud radio access networks with limited fronthaul capacity. The coordinated multipoint transmission is applied in each RRHC for can...
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Published in | IEEE transactions on wireless communications Vol. 17; no. 11; pp. 7691 - 7703 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.11.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | In this paper, we investigate the bandwidth and power allocation problem in remote radio head cluster (RRHC)-based millimeter wave (mm-wave) massive MIMO heterogeneous cloud radio access networks with limited fronthaul capacity. The coordinated multipoint transmission is applied in each RRHC for cancelling the intra-cluster interference. To avoid the inter-tier interference, distinct bandwidths are allocated to macro base station and RRHs. Following this, we formulate a bandwidth and power allocation optimization problem to maximize the downlink weighted sum rate of the system subject to per-RRHC power and fronthaul capacity constraints, which is a non-convex optimization problem and is difficult to directly solve. Next, we fix the bandwidth allocation and the original problem can be divided into two independent optimization problems, i.e., the weighted sum rate maximization problems of MUs and RRH users, respectively. For the former, the convex optimization technique can be used to solve it. As for the latter, a two-loop iterative algorithm is proposed to deal with it. Specifically, we propose the price-based outer iteration to control the fronthaul capacity and the weighted minimum mean square error-based inner iteration to obtain the power allocation. To this end, a 1-D search method is adopted to find the optimal bandwidth allocation. Finally, numerical results are conducted to verify the effectiveness of the proposed algorithms under different parameters. |
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AbstractList | In this paper, we investigate the bandwidth and power allocation problem in remote radio head cluster (RRHC)-based millimeter wave (mm-wave) massive MIMO heterogeneous cloud radio access networks with limited fronthaul capacity. The coordinated multipoint transmission is applied in each RRHC for cancelling the intra-cluster interference. To avoid the inter-tier interference, distinct bandwidths are allocated to macro base station and RRHs. Following this, we formulate a bandwidth and power allocation optimization problem to maximize the downlink weighted sum rate of the system subject to per-RRHC power and fronthaul capacity constraints, which is a non-convex optimization problem and is difficult to directly solve. Next, we fix the bandwidth allocation and the original problem can be divided into two independent optimization problems, i.e., the weighted sum rate maximization problems of MUs and RRH users, respectively. For the former, the convex optimization technique can be used to solve it. As for the latter, a two-loop iterative algorithm is proposed to deal with it. Specifically, we propose the price-based outer iteration to control the fronthaul capacity and the weighted minimum mean square error-based inner iteration to obtain the power allocation. To this end, a 1-D search method is adopted to find the optimal bandwidth allocation. Finally, numerical results are conducted to verify the effectiveness of the proposed algorithms under different parameters. |
Author | Gacanin, Haris Muta, Osamu Hao, Wanming |
Author_xml | – sequence: 1 givenname: Wanming orcidid: 0000-0002-4465-3447 surname: Hao fullname: Hao, Wanming email: wmhao@hotmail.com organization: School of Information Engineering, Institute of Industrial Technology, Zhengzhou University, Zhengzhou, China – sequence: 2 givenname: Osamu orcidid: 0000-0001-5100-9855 surname: Muta fullname: Muta, Osamu email: muta@ait.kyushu-u.ac.jp organization: Center for Japan-Egypt Cooperation in Science and Technology, Kyushu University, Fukuoka, Japan – sequence: 3 givenname: Haris orcidid: 0000-0003-3168-8883 surname: Gacanin fullname: Gacanin, Haris email: harisg@ieee.org organization: Department of Artificial Intelligence Communication Systems, Indoor Networks, Access Lab, Nokia Bell Labs, Antwerp, Belgium |
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SubjectTerms | Bandwidth Bandwidths Channel allocation Clusters Computational geometry Convex analysis Convexity Downlink heterogeneous cloud radio access network Interference Iterative algorithms Iterative methods massive MIMO millimeter wave Millimeter waves MIMO (control systems) Optical network units Optimization Optimization techniques Power management Resource allocation Resource management |
Title | Price-Based Resource Allocation in Massive MIMO H-CRANs With Limited Fronthaul Capacity |
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