Energy Efficiency and Spectral Efficiency Trade-Off in MIMO Broadcast Channels
Spectral efficiency (SE) and energy efficiency (EE) are the main performance metrics for designing green radio (GR) networks; however they are conflicting criteria. Consequently, instead of separately focusing on either SE or EE, characterizing the fundamental trade-off between EE and SE of MIMO bro...
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| Published in: | 2015 IEEE 81st Vehicular Technology Conference (VTC Spring) pp. 1 - 5 |
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| Main Authors: | , , , , |
| Format: | Conference Proceeding |
| Language: | English |
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01.05.2015
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| ISSN: | 1550-2252 |
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| Abstract | Spectral efficiency (SE) and energy efficiency (EE) are the main performance metrics for designing green radio (GR) networks; however they are conflicting criteria. Consequently, instead of separately focusing on either SE or EE, characterizing the fundamental trade-off between EE and SE of MIMO broadcast channels (BC) is significant for the development of green wireless communications. This paper investigates the fundamental EE-SE relationship in a multiple-input multiple-output (MIMO) broadcast channel, which is important for facilitating a desirable balance between energy savings and spectrum utilization. Through our investigation, we prove that EE-SE relationship for MIMO-BC is a quasiconcave function. Furthermore, EE is proved to be either strictly decreasing with SE or first strictly increasing and then strictly decreasing with SE. Based on these findings, we propose a two-layer resource allocation algorithm in order to tackle the comprehensive EE-SE trade-offs problem. The key of the proposed method lies in the inner-layer algorithm which is solved by applying the principle of multiple access channel - broadcast channel (MAC-BC) duality. The algorithm in its dual form is solved using sub-gradient method and bisection searching scheme. Simulation results confirm the theoretical findings and demonstrate that the proposed resource allocation algorithm can efficiently approach the optimal EE-SE trade-off for MIMO-BC. |
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| AbstractList | Spectral efficiency (SE) and energy efficiency (EE) are the main performance metrics for designing green radio (GR) networks; however they are conflicting criteria. Consequently, instead of separately focusing on either SE or EE, characterizing the fundamental trade-off between EE and SE of MIMO broadcast channels (BC) is significant for the development of green wireless communications. This paper investigates the fundamental EE-SE relationship in a multiple-input multiple-output (MIMO) broadcast channel, which is important for facilitating a desirable balance between energy savings and spectrum utilization. Through our investigation, we prove that EE-SE relationship for MIMO-BC is a quasiconcave function. Furthermore, EE is proved to be either strictly decreasing with SE or first strictly increasing and then strictly decreasing with SE. Based on these findings, we propose a two-layer resource allocation algorithm in order to tackle the comprehensive EE-SE trade-offs problem. The key of the proposed method lies in the inner-layer algorithm which is solved by applying the principle of multiple access channel - broadcast channel (MAC-BC) duality. The algorithm in its dual form is solved using sub-gradient method and bisection searching scheme. Simulation results confirm the theoretical findings and demonstrate that the proposed resource allocation algorithm can efficiently approach the optimal EE-SE trade-off for MIMO-BC. |
| Author | Hamdi, Khairi Jie Tang So, Daniel K. C. Shojaeifard, Arman Alsusa, Emad |
| Author_xml | – sequence: 1 surname: Jie Tang fullname: Jie Tang email: jie.tang@manchester.ac.uk organization: Sch. of Electr. & Electron. Eng., Univ. of Manchester, Manchester, UK – sequence: 2 givenname: Daniel K. C. surname: So fullname: So, Daniel K. C. email: d.so@manchester.ac.uk organization: Sch. of Electr. & Electron. Eng., Univ. of Manchester, Manchester, UK – sequence: 3 givenname: Emad surname: Alsusa fullname: Alsusa, Emad email: e.alsusa@manchester.ac.uk organization: Sch. of Electr. & Electron. Eng., Univ. of Manchester, Manchester, UK – sequence: 4 givenname: Khairi surname: Hamdi fullname: Hamdi, Khairi email: k.hamdi@manchester.ac.uk organization: Sch. of Electr. & Electron. Eng., Univ. of Manchester, Manchester, UK – sequence: 5 givenname: Arman surname: Shojaeifard fullname: Shojaeifard, Arman email: a.shojaeifard@manchester.ac.uk organization: Sch. of Electr. & Electron. Eng., Univ. of Manchester, Manchester, UK |
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| Snippet | Spectral efficiency (SE) and energy efficiency (EE) are the main performance metrics for designing green radio (GR) networks; however they are conflicting... |
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| SubjectTerms | Algorithm design and analysis Covariance matrices MIMO Optimization Power demand Resource management Wireless communication |
| Title | Energy Efficiency and Spectral Efficiency Trade-Off in MIMO Broadcast Channels |
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