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 inIEEE transactions on wireless communications Vol. 17; no. 11; pp. 7691 - 7703
Main Authors Hao, Wanming, Muta, Osamu, Gacanin, Haris
Format Journal Article
LanguageEnglish
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.
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
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  organization: Department of Artificial Intelligence Communication Systems, Indoor Networks, Access Lab, Nokia Bell Labs, Antwerp, Belgium
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Cites_doi 10.1109/TWC.2010.05.090102
10.1017/CBO9780511804441
10.1109/TVT.2016.2531184
10.1109/TWC.2013.120113.121646
10.1109/JSAC.2017.2725878
10.1364/JOCN.8.00B124
10.1109/JSYST.2015.2481089
10.1109/ACCESS.2014.2351411
10.1109/ISIT.2017.8006893
10.1109/MWC.2016.7422408
10.1109/TCOMM.2016.2637900
10.1109/TWC.2017.2682079
10.1109/TMM.2016.2535722
10.1109/TVT.2012.2226945
10.1109/TVT.2017.2739203
10.1109/TWC.2017.2700841
10.1109/JSAC.2013.131002
10.1109/LSP.2013.2253095
10.1109/TCOMM.2017.2756934
10.1109/JSAC.2016.2544602
10.1109/JSAC.2010.101205
10.1109/TVT.2015.2485668
10.1109/JSAC.2015.2416985
10.1109/TVT.2015.2464278
10.1109/TCOMM.2016.2533490
10.1109/TAP.2013.2254442
10.1109/MWC.2015.7306533
10.1109/GLOCOM.2016.7842326
10.1109/ACCESS.2014.2362860
10.1109/TVT.2016.2547998
10.1109/COMST.2015.2416772
10.1109/ISIT.2016.7541570
10.1109/TVT.2014.2379922
10.1109/LCOMM.2016.2544937
10.1109/TCOMM.2017.2649519
10.1109/MWC.2010.5490976
10.1109/JSAC.2013.130211
10.1109/TCOMM.2015.2434384
10.1109/TCOMM.2013.061013.120097
10.1109/MWC.2016.1600066WC
10.1109/LWC.2017.2671431
10.1109/JPROC.2014.2299397
10.1109/MWC.2015.7224728
10.1109/TWC.2016.2567383
10.1109/TCOMM.2015.2431266
10.1109/TWC.2013.032113.120652
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References ref13
ref12
ref15
ref14
ref52
ref11
ref10
grant (ref44) 2013
ref17
ref16
ref19
ref18
dai (ref46) 2014; 2
ref51
ref50
(ref9) 2015
ref48
ref47
ref42
ref41
yang (ref25) 2015
ref43
ref49
ref8
ref7
ref4
ref3
ref6
ref5
ref40
ref35
ref34
ref37
ref36
ref31
ref30
ref33
ref32
ref2
ref1
ref39
bertsekas (ref45) 1999
papadogiannis (ref29) 2008
ref24
ref23
ref26
ref20
ref22
ref21
ref28
ref27
hao (ref38) 0
References_xml – ident: ref40
  doi: 10.1109/TWC.2010.05.090102
– ident: ref42
  doi: 10.1017/CBO9780511804441
– ident: ref4
  doi: 10.1109/TVT.2016.2531184
– ident: ref49
  doi: 10.1109/TWC.2013.120113.121646
– ident: ref34
  doi: 10.1109/JSAC.2017.2725878
– start-page: 4033
  year: 2008
  ident: ref29
  article-title: A dynamic clustering approach in wireless networks with multi-cell cooperative processing
  publication-title: Proc IEEE ICC
– ident: ref10
  doi: 10.1364/JOCN.8.00B124
– ident: ref51
  doi: 10.1109/JSYST.2015.2481089
– ident: ref6
  doi: 10.1109/ACCESS.2014.2351411
– ident: ref22
  doi: 10.1109/ISIT.2017.8006893
– ident: ref1
  doi: 10.1109/MWC.2016.7422408
– ident: ref18
  doi: 10.1109/TCOMM.2016.2637900
– ident: ref48
  doi: 10.1109/TWC.2017.2682079
– ident: ref47
  doi: 10.1109/TMM.2016.2535722
– ident: ref20
  doi: 10.1109/TVT.2012.2226945
– ident: ref8
  doi: 10.1109/TVT.2017.2739203
– ident: ref13
  doi: 10.1109/TWC.2017.2700841
– ident: ref21
  doi: 10.1109/JSAC.2013.131002
– ident: ref19
  doi: 10.1109/LSP.2013.2253095
– ident: ref30
  doi: 10.1109/TCOMM.2017.2756934
– ident: ref50
  doi: 10.1109/JSAC.2016.2544602
– ident: ref39
  doi: 10.1109/JSAC.2010.101205
– ident: ref12
  doi: 10.1109/TVT.2015.2485668
– ident: ref26
  doi: 10.1109/JSAC.2015.2416985
– ident: ref16
  doi: 10.1109/TVT.2015.2464278
– ident: ref32
  doi: 10.1109/TCOMM.2016.2533490
– ident: ref37
  doi: 10.1109/TAP.2013.2254442
– ident: ref27
  doi: 10.1109/MWC.2015.7306533
– ident: ref24
  doi: 10.1109/GLOCOM.2016.7842326
– volume: 2
  start-page: 1326
  year: 2014
  ident: ref46
  article-title: Sparse beamforming and user-centric clustering for downlink cloud radio access network
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2014.2362860
– ident: ref43
  doi: 10.1109/TVT.2016.2547998
– ident: ref3
  doi: 10.1109/COMST.2015.2416772
– start-page: 1
  year: 2015
  ident: ref25
  article-title: Ergodic rate analysis for user access in downlink heterogeneous cloud radio access networks
  publication-title: Proc IEEE Globecom
– year: 0
  ident: ref38
  article-title: Green communication for NOMA-based CRAN
  publication-title: IEEE Internet of Things Journal
– ident: ref23
  doi: 10.1109/ISIT.2016.7541570
– ident: ref5
  doi: 10.1109/TVT.2014.2379922
– ident: ref33
  doi: 10.1109/LCOMM.2016.2544937
– ident: ref14
  doi: 10.1109/TCOMM.2017.2649519
– ident: ref7
  doi: 10.1109/MWC.2010.5490976
– year: 2013
  ident: ref44
  publication-title: CVX Matlab software for disciplined convex programming version 2 0 beta
– ident: ref31
  doi: 10.1109/JSAC.2013.130211
– ident: ref52
  doi: 10.1109/TCOMM.2015.2434384
– ident: ref36
  doi: 10.1109/TCOMM.2013.061013.120097
– ident: ref2
  doi: 10.1109/MWC.2016.1600066WC
– ident: ref15
  doi: 10.1109/LWC.2017.2671431
– ident: ref28
  doi: 10.1109/JPROC.2014.2299397
– year: 1999
  ident: ref45
  publication-title: Nonlinear Programming
– ident: ref11
  doi: 10.1109/MWC.2015.7224728
– year: 2015
  ident: ref9
  publication-title: CPRI Specification V7 0
– ident: ref17
  doi: 10.1109/TWC.2016.2567383
– ident: ref35
  doi: 10.1109/TCOMM.2015.2431266
– ident: ref41
  doi: 10.1109/TWC.2013.032113.120652
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Snippet In this paper, we investigate the bandwidth and power allocation problem in remote radio head cluster (RRHC)-based millimeter wave (mm-wave) massive MIMO...
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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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