Throughput-Efficient Scheduling and Interference Alignment for MIMO Wireless Systems
Multiple-input multiple-output (MIMO) wireless communication systems can achieve higher throughput through interference alignment. For a small number of users, determining the maximum possible degrees of freedom as well as the feasibility of interference alignment in MIMO systems is well studied. Ho...
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Published in | IEEE transactions on wireless communications Vol. 13; no. 4; pp. 1779 - 1789 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
New York, NY
IEEE
01.04.2014
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1536-1276 1558-2248 |
DOI | 10.1109/TWC.2014.031314.122040 |
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Abstract | Multiple-input multiple-output (MIMO) wireless communication systems can achieve higher throughput through interference alignment. For a small number of users, determining the maximum possible degrees of freedom as well as the feasibility of interference alignment in MIMO systems is well studied. However, the issues of scheduling in systems employing interference alignment and serving a large number of users have received little attention so far. In this paper, we study the problem of joint scheduling, interference alignment, and packet admission control in MIMO wireless systems with the goal of maximizing system throughput subject to stability constraints. We formulate a stochastic network optimization problem and propose a scheduling and interference alignment (SIA) algorithm. In each time slot, SIA schedules some users among many competing ones to transmit data, and determines encoding and decoding matrices for the selected users. Packet admission control is performed in each time slot. In addition, we propose a heuristic semi-distributed algorithm (SDSIA), which has a lower computational complexity than the SIA algorithm. Via simulation, we evaluate the performance of SIA and SDSIA for different algorithm parameters and different numbers of users. We also compare the performance of SDSIA with other approaches which do not simultaneously exploit interference alignment and scheduling and find that the combination of these two techniques increases the achievable data rate dramatically. |
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AbstractList | Multiple-input multiple-output (MIMO) wireless communication systems can achieve higher throughput through interference alignment. For a small number of users, determining the maximum possible degrees of freedom as well as the feasibility of interference alignment in MIMO systems is well studied. However, the issues of scheduling in systems employing interference alignment and serving a large number of users have received little attention so far. In this paper, we study the problem of joint scheduling, interference alignment, and packet admission control in MIMO wireless systems with the goal of maximizing system throughput subject to stability constraints. We formulate a stochastic network optimization problem and propose a scheduling and interference alignment (SIA) algorithm. In each time slot, SIA schedules some users among many competing ones to transmit data, and determines encoding and decoding matrices for the selected users. Packet admission control is performed in each time slot. In addition, we propose a heuristic semi-distributed algorithm (SDSIA), which has a lower computational complexity than the SIA algorithm. Via simulation, we evaluate the performance of SIA and SDSIA for different algorithm parameters and different numbers of users. We also compare the performance of SDSIA with other approaches which do not simultaneously exploit interference alignment and scheduling and find that the combination of these two techniques increases the achievable data rate dramatically. |
Author | Wong, Vincent W. S. Schober, Robert Binglai Niu Ronasi, Keivan Gopalakrishnan, Sathish |
Author_xml | – sequence: 1 givenname: Keivan surname: Ronasi fullname: Ronasi, Keivan email: keivanr@ece.ubc.ca organization: Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada – sequence: 2 surname: Binglai Niu fullname: Binglai Niu email: bniu@ece.ubc.ca organization: Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada – sequence: 3 givenname: Vincent W. S. surname: Wong fullname: Wong, Vincent W. S. email: vincent@ece.ubc.ca organization: Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada – sequence: 4 givenname: Sathish surname: Gopalakrishnan fullname: Gopalakrishnan, Sathish email: sathish@ece.ubc.ca organization: Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada – sequence: 5 givenname: Robert surname: Schober fullname: Schober, Robert email: schober@LNT.de organization: Inst. for Digital Commun., Friedrich Alexander Univ., Erlangen, Germany |
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Keywords | Access control Performance evaluation MIMO system Freedom degree Wireless telecommunication Information rate Scheduling Stability criterion Decoding multiple-input multiple-output (MIMO) Stochastic method Computational complexity Information transmission Simulation Coding interference alignment Telecommunication system Distributed algorithm Heuristic method Lyapunov stability Feasibility Lyapunov stability theory |
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SubjectTerms | Access methods and protocols, osi model Admission control Algorithms Alignment Applied sciences Coding, codes Encoding Exact sciences and technology Information, signal and communications theory Interference interference alignment Lyapunov stability theory MIMO multiple-input multiple-output (MIMO) Networks Optimization Receivers Scheduling Signal and communications theory Systems, networks and services of telecommunications Telecommunications Telecommunications and information theory Teleprocessing networks. Isdn Throughput Transmission and modulation (techniques and equipments) Transmitters Vectors Wireless communication |
Title | Throughput-Efficient Scheduling and Interference Alignment for MIMO Wireless Systems |
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