Optimal Joint Base Station Assignment and Beamforming for Heterogeneous Networks
Consider a downlink MIMO heterogeneous wireless network with multiple cells, each containing many mobile users and a number of base stations with varying capabilities. A central task in the management of such a network is to assign each user to a base station and design a linear transmit strategy to...
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| Veröffentlicht in: | IEEE transactions on signal processing Jg. 62; H. 8; S. 1950 - 1961 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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IEEE
15.04.2014
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 1053-587X, 1941-0476 |
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| Abstract | Consider a downlink MIMO heterogeneous wireless network with multiple cells, each containing many mobile users and a number of base stations with varying capabilities. A central task in the management of such a network is to assign each user to a base station and design a linear transmit strategy to ensure a satisfactory level of network performance. In this work, we propose a formulation for the joint base station assignment and linear transceiver design problem based on the maximization of a system wide utility. We first establish the NP-hardness of the resulting optimization problem for a large family of α-fairness utility functions. Then, we propose an efficient algorithm to approximately solve this problem for a variety of different utility functions. Our numerical experiments show that the proposed algorithm can achieve significantly higher levels of system throughput and user fairness than what is possible by optimizing the precoders alone. |
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| AbstractList | Consider a downlink MIMO heterogeneous wireless network with multiple cells, each containing many mobile users and a number of base stations with varying capabilities. A central task in the management of such a network is to assign each user to a base station and design a linear transmit strategy to ensure a satisfactory level of network performance. In this work, we propose a formulation for the joint base station assignment and linear transceiver design problem based on the maximization of a system wide utility. We first establish the NP-hardness of the resulting optimization problem for a large family of α-fairness utility functions. Then, we propose an efficient algorithm to approximately solve this problem for a variety of different utility functions. Our numerical experiments show that the proposed algorithm can achieve significantly higher levels of system throughput and user fairness than what is possible by optimizing the precoders alone. Consider a downlink MIMO heterogeneous wireless network with multiple cells, each containing many mobile users and a number of base stations with varying capabilities. A central task in the management of such a network is to assign each user to a base station and design a linear transmit strategy to ensure a satisfactory level of network performance. In this work, we propose a formulation for the joint base station assignment and linear transceiver design problem based on the maximization of a system wide utility. We first establish the NP-hardness of the resulting optimization problem for a large family of alpha -fairness utility functions. Then, we propose an efficient algorithm to approximately solve this problem for a variety of different utility functions. Our numerical experiments show that the proposed algorithm can achieve significantly higher levels of system throughput and user fairness than what is possible by optimizing the precoders alone. Consider a downlink MIMO heterogeneous wireless network with multiple cells, each containing many mobile users and a number of base stations with varying capabilities. A central task in the management of such a network is to assign each user to a base station and design a linear transmit strategy to ensure a satisfactory level of network performance. In this work, we propose a formulation for the joint base station assignment and linear transceiver design problem based on the maximization of a system wide utility. We first establish the NP-hardness of the resulting optimization problem for a large family of [Formula Omitted]-fairness utility functions. Then, we propose an efficient algorithm to approximately solve this problem for a variety of different utility functions. Our numerical experiments show that the proposed algorithm can achieve significantly higher levels of system throughput and user fairness than what is possible by optimizing the precoders alone. |
| Author | Sanjabi, Maziar Razaviyayn, Meisam Zhi-Quan Luo |
| Author_xml | – sequence: 1 givenname: Maziar surname: Sanjabi fullname: Sanjabi, Maziar email: maz@umn.edu organization: Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA – sequence: 2 givenname: Meisam surname: Razaviyayn fullname: Razaviyayn, Meisam email: meisam@umn.edu organization: Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA – sequence: 3 surname: Zhi-Quan Luo fullname: Zhi-Quan Luo email: luozq@umn.edu organization: Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA |
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| Keywords | Performance evaluation MIMO system heterogeneous networks precoder optimization NP-harness Coding circuit Utility function Base station Wireless telecommunication Information rate Equity Downlink Base station assignment Algorithm Information transmission Beam forming Optimization Transceiver Algorithm performance NP hard problem Signal processing Wireless network Resource management |
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| SubjectTerms | Algorithms Applied sciences Array signal processing Base station assignment Base stations Complexity theory Design engineering Detection, estimation, filtering, equalization, prediction Exact sciences and technology heterogeneous networks Information, signal and communications theory Interference Joints Mathematical analysis Mathematical models Networks NP-harness Optimization precoder optimization resource management Signal and communications theory Signal, noise Stations Telecommunications and information theory Transmitters Utilities Wireless networks |
| Title | Optimal Joint Base Station Assignment and Beamforming for Heterogeneous Networks |
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