the stochastic geometry method was used to model the uplink of a multi-cell multi-user MIMO cellular network.Then the system power consumption model was ameliorated.Based on this
an energy efficiency maximization problem with respect to base station density
transmit power
the number of base station antennas
users per cell and pilot reuse factor was obtained.Solving the problem
the optimal network deployment
as well as the relationship between the optimal variables
hardware characteristics and propagation environment was obtained.Finally
simulation and numerical results show that the ultra-dense network deployment can significantly improve the energy efficiency.However
with the further increase of the density of the base station
the improvement of the energy efficiency was quickly saturated.More interestingly
the deployment scenario determined by the energy efficiency optimization was just massive MIMO scenarios.
关键词
Keywords
references
AGIWAL M , ROY A , SAXENA N . Next generation 5G wireless networks: a comprehensive survey [J ] . IEEE Communications Surveys & Tutorials , 2016 , 18 ( 3 ): 1617 - 1655 .
FEHSKE A , FETTWEIS G , MALMODIN J , et al . The global footprint of mobile communications: the ecological and economic perspective [J ] . IEEE Communications Magazine , 2011 , 49 ( 8 ): 55 - 62 .
ANDREWS JG. , BUZZI S , CHOI W , et al . What will 5G be [J ] . IEEE Journal on Selected Areas in Communications , 2014 , 32 ( 6 ): 1065 - 1082 .
HOYDIS J , KOBAYASHI M , DEBBAH M . Green small-cell networks [J ] . IEEE Vehicular Technology Magazine , 2011 , 6 ( 1 ): 37 - 43 .
LARSSON E G , TUFVESSON F , EDFORS O , et al . Massive MIMO for next generation wireless systems [J ] . IEEE Communications Magazine , 2014 , 52 ( 2 ): 186 - 195 .
NGO H Q , LARSSON E G , MARZETTA T L . Energy and spectral efficiency of very large multiuser MIMO systems [J ] . IEEE Transactions on Communications , 2013 , 61 ( 4 ): 1436 - 1449 .
BJ Ö RNSON E , SANGUINETTI L , HOYDIS J , et al . Optimal designofenergy-efficientmulti-userMIMOsystems:ismassiveMIMO the answer [J ] . IEEE Transactions on Wireless Communications , 2015 , 14 ( 6 ): 3059 - 3075 .
MUKHERJEE S , MOHAMMED S K . Energy-spectral efficiency trade-off for a massive SU-MIMO system with transceiver power consumption [C ] // 2015 IEEE International Conference on Communications(ICC) , June 8 - 12 , 2015 , London, UK . New Jersey : IEEE Press , 2015 : 1938 - 1944 .
MOHAMMED S . Impact of transceiver power consumption on the energy efficiency of zero-forcing detector in massive MIMO systems [J ] . IEEE Transactions on Communications , 2014 , 62 ( 11 ): 3874 - 3890 .
LI C , ZHANG J , LETAIEF K B . Throughput and energy efficiency analysis of small cell networks with multi-antenna base stations [J ] . IEEE Transactions on Wireless Communications , 2014 , 13 ( 5 ): 2505 - 2517 .
REN Q , FAN J , LUO X , et al . Analysis of spectral and energy efficiency in ultra-dense network [C ] // 2015 IEEE International Conference on Communication Workshop(ICCW) , June 8 - 12 , 2015 , London, UK . New Jersey : IEEE Press , 2015 : 2812 - 2817 .
BACCELLI F , BLASZCZYSZYN B . Stochastic geometry and wireless networks: volume I theory [J ] . Foundations and Trends in Networking , 2009 , 3 ( 3 - 4 ): 249 - 449 .
HAENGGI M , ANDREWS J G , BACCELLI F , et al . Stochastic geometry and random graphs for the analysis and design of [J ] . IEEE Journal on Selected Areas in Communications , 2009 , 27 ( 7 ): 1029 - 1046 .
BJORNSON E , LARSSON E G , DEBBAH M . Massive MIMO for maximal spectral efficiency:how many users and pilots should be allocated [J ] . IEEE Transactions on Wireless Communications , 2016 , 15 ( 2 ): 1293 - 1308 .
BJORNSONE , SANGUINETTI L , KOUNTOURIS M . Energy-efficient future wireless networks: a marriage between massive MIMO and small cells [C ] // IEEE 16th International Workshop on Signal Processing Advances in Wireless Communications(SPAWC) , June 28 - July 1 , 2015 , Stockholm,Sweden . New Jersey : IEEE Press , 2015 : 211 - 215 .
YANG H , MARZETTA T L . Capacity performance of multicell large-scale antenna systems [C ] // 51st Annual Allerton Conference on Communication, Control, and Computing , October 2 - 4 , 2013 , Monticello, Illinois, USA . New Jersey : IEEE Press , 2013 : 668 - 675 .
XU J , QIU L . Energy efficiency optimization for MIMO broadcast channels [J ] . IEEE Transactions on Wireless Communications , 2013 , 12 ( 2 ): 690 - 701 .