Journal ArticleDOI
Spectral Efficiency Analysis for Massive MIMO System Under QoS Constraint: an Effective Capacity Perspective
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This paper analyzes the achievable effective SE of a massive MIMO system under the probability constraint of delay violation by adopting the effective capacity (EC) theory of wireless channels and demonstrates how the optimal number of scheduled users changes for different QoS constraint levels.Abstract:
In massive multiple-input multiple-output (MIMO) systems, dozens of mobile users can simultaneously receive signals from one base station. To obtain maximum spectral efficiency (SE), researchers have investigated the optimal number of scheduled users for one time slot. However, in practical cases, we must consider the quality of service (QoS) constraint. The probability of delay violation is an important QoS index that depends on transmission stability over a long period rather than the instantaneous transmission rate of one time slot. In this paper, we analyze the achievable effective SE of a massive MIMO system under the probability constraint of delay violation. By adopting the effective capacity (EC) theory of wireless channels, we associate the delay violation probability with the transmission rate fluctuations caused by the massive MIMO scheduling strategy used. The relationship between the effective SE, the QoS constraint, and the number of scheduled users is formulated as a continuous function. Our simulation results demonstrate how the optimal number of scheduled users changes for different QoS constraint levels. According to the changing trend, the massive MIMO system can be programmed to choose between different simple scheduling strategies for different QoS constraint levels.read more
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References
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Journal ArticleDOI
Massive MIMO for next generation wireless systems
TL;DR: While massive MIMO renders many traditional research problems irrelevant, it uncovers entirely new problems that urgently need attention: the challenge of making many low-cost low-precision components that work effectively together, acquisition and synchronization for newly joined terminals, the exploitation of extra degrees of freedom provided by the excess of service antennas, reducing internal power consumption to achieve total energy efficiency reductions, and finding new deployment scenarios.
Journal ArticleDOI
Energy and Spectral Efficiency of Very Large Multiuser MIMO Systems
TL;DR: In this paper, the tradeoff between the energy efficiency and spectral efficiency of a single-antenna system is quantified for a channel model that includes small-scale fading but not large scale fading, and it is shown that the use of moderately large antenna arrays can improve the spectral and energy efficiency with orders of magnitude compared to a single antenna system.
Posted Content
Energy and Spectral Efficiency of Very Large Multiuser MIMO Systems
TL;DR: It is shown that the use of moderately large antenna arrays can improve the spectral and energy efficiency with orders of magnitude compared to a single-antenna system.
Journal ArticleDOI
Effective capacity: a wireless link model for support of quality of service
Dapeng Wu,Rohit Negi +1 more
TL;DR: This paper proposes and develops a link-layer channel model termed effective capacity (EC), which first model a wireless link by two EC functions, namely, the probability of nonempty buffer, and the QoS exponent of a connection, and proposes a simple and efficient algorithm to estimate these EC functions.
Journal ArticleDOI
Novel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K individuals across multiple ancestries
Mary F. Feitosa,Aldi T. Kraja,Daniel I. Chasman,Yun J. Sung,Thomas W. Winkler,Ioanna Ntalla,Xiuqing Guo,Nora Franceschini,Ching-Yu Cheng,Ching-Yu Cheng,Xueling Sim,Dina Vojinovic,Jonathan Marten,Solomon K. Musani,Changwei Li,Amy R. Bentley,Michael R. Brown,Karen Schwander,Melissa A. Richard,Raymond Noordam,Hugues Aschard,Hugues Aschard,Traci M. Bartz,Lawrence F. Bielak,Rajkumar Dorajoo,Virginia Fisher,Fernando Pires Hartwig,Fernando Pires Hartwig,Andrea R. V. R. Horimoto,Kurt Lohman,Alisa K. Manning,Tuomo Rankinen,Albert V. Smith,Salman M. Tajuddin,Mary K. Wojczynski,Maris Alver,Mathilde Boissel,Qiuyin Cai,Archie Campbell,Jin-Fang Chai,Xu Chen,Jasmin Divers,Chuan Gao,Anuj Goel,Yanick Hagemeijer,Sarah E. Harris,Meian He,Fang-Chi Hsu,Anne U. Jackson,Mika Kähönen,Anuradhani Kasturiratne,Pirjo Komulainen,Brigitte Kühnel,Federica Laguzzi,Jian'an Luan,Nana Matoba,Ilja M. Nolte,Sandosh Padmanabhan,Muhammad Riaz,Muhammad Riaz,Rico Rueedi,Antonietta Robino,M. Abdullah Said,Robert A. Scott,Tamar Sofer,Alena Stančáková,Fumihiko Takeuchi,Bamidele O. Tayo,Peter J. van der Most,Tibor V. Varga,Veronique Vitart,Yajuan Wang,Erin B. Ware,Helen R. Warren,Stefan Weiss,Wanqing Wen,Lisa R. Yanek,Weihua Zhang,Weihua Zhang,Jing Hua Zhao,Saima Afaq,Najaf Amin,Marzyeh Amini,Dan E. Arking,Tin Aung,Tin Aung,Eric Boerwinkle,Eric Boerwinkle,Ingrid B. Borecki,Ulrich Broeckel,Morris J. Brown,Marco Brumat,Gregory L. Burke,Mickaël Canouil,Aravinda Chakravarti,Sabanayagam Charumathi,Sabanayagam Charumathi,Yii-Der Ida Chen,John M. C. Connell,Adolfo Correa,Lisa de las Fuentes,Renée de Mutsert,H. Janaka de Silva,Xuan Deng,Jingzhong Ding,Qing Duan,Charles B. Eaton,Georg Ehret,Ruben N. Eppinga,Evangelos Evangelou,Evangelos Evangelou,Jessica D. Faul,Stephan B. Felix,Nita G. Forouhi,Terrence Forrester,Oscar H. Franco,Yechiel Friedlander,Ilaria Gandin,He Gao,Mohsen Ghanbari,Mohsen Ghanbari,Bruna Gigante,C. Charles Gu,Dongfeng Gu,Saskia P. Hagenaars,Göran Hallmans,Tamara B. Harris,Jiang He,Sami Heikkinen,Chew-Kiat Heng,Makoto Hirata,Barbara V. Howard,M. Arfan Ikram,Ulrich John,Tomohiro Katsuya,Chiea Chuen Khor,Chiea Chuen Khor,Tuomas O. Kilpeläinen,Tuomas O. Kilpeläinen,Woon-Puay Koh,José Eduardo Krieger,Stephen B. Kritchevsky,Michiaki Kubo,Johanna Kuusisto,Timo A. Lakka,Carl D. Langefeld,Claudia Langenberg,Lenore J. Launer,Benjamin Lehne,Cora E. Lewis,Yize Li,Shiow Lin,Jianjun Liu,Jianjun Liu,Jingmin Liu,Marie Loh,Marie Loh,Tin Louie,Reedik Mägi,Colin A. McKenzie,Thomas Meitinger,Andres Metspalu,Yuri Milaneschi,Lili Milani,Karen L. Mohlke,Yukihide Momozawa,Mike A. Nalls,Christopher P. Nelson,Christopher P. Nelson,Nona Sotoodehnia,Jill M. Norris,Jeffrey R. O'Connell,Nicholette D. Palmer,Thomas T. Perls,Nancy L. Pedersen,Annette Peters,Patricia A. Peyser,Neil Poulter,Leslie J. Raffel,Olli T. Raitakari,Kathryn Roll,Lynda M. Rose,Frits R. Rosendaal,Jerome I. Rotter,Carsten Oliver Schmidt,Pamela J. Schreiner,Nicole Schupf,William R. Scott,Peter S. Sever,Yuan Shi,Stephen Sidney,Mario Sims,Colleen M. Sitlani,Jennifer A. Smith,Harold Snieder,John M. Starr,Konstantin Strauch,Heather M. Stringham,Nicholas Y.Q. Tan,Hua Tang,Kent D. Taylor,Yik Ying Teo,Yik Ying Teo,Yih Chung Tham,Stephen Turner,André G. Uitterlinden,Peter Vollenweider,Melanie Waldenberger,Lihua Wang,Ya Xing Wang,Wen Bin Wei,Christine Williams,Jie Yao,Caizheng Yu,Jian-Min Yuan,Wei Zhao,Alan B. Zonderman,Diane M. Becker,Michael Boehnke,Donald W. Bowden,John C. Chambers,John C. Chambers,John C. Chambers,Ian J. Deary,Tõnu Esko,Tõnu Esko,Martin Farrall,Paul W. Franks,Paul W. Franks,Barry I. Freedman,Philippe Froguel,Philippe Froguel,Paolo Gasparini,Christian Gieger,Jost B. Jonas,Jost B. Jonas,Yoichiro Kamatani,Norihiro Kato,Jaspal S. Kooner,Jaspal S. Kooner,Zoltán Kutalik,Markku Laakso,Cathy C. Laurie,Karin Leander,Terho Lehtimäki,Patrik K. E. Magnusson,Albertine J. Oldehinkel,Brenda W.J.H. Penninx,Ozren Polasek,Ozren Polasek,David J. Porteous,Rainer Rauramaa,Nilesh J. Samani,Nilesh J. Samani,James Scott,Xiao-Ou Shu,Pim van der Harst,Lynne E. Wagenknecht,Nicholas J. Wareham,Hugh Watkins,David R. Weir,Ananda R. Wickremasinghe,Tangchun Wu,Wei Zheng,Claude Bouchard,Kaare Christensen,Michele K. Evans,Vilmundur Gudnason,Bernardo L. Horta,Sharon L.R. Kardia,Yongmei Liu,Alexandre C. Pereira,Bruce M. Psaty,Bruce M. Psaty,Paul M. Ridker,Rob M. van Dam,W. James Gauderman,Xiaofeng Zhu,Dennis O. Mook-Kanamori,Myriam Fornage,Charles N. Rotimi,L. Adrienne Cupples,L. Adrienne Cupples,Tanika N. Kelly,Ervin R. Fox,Caroline Hayward,Cornelia M. van Duijn,E. Shyong Tai,Tien Yin Wong,Tien Yin Wong,Charles Kooperberg,Walter Palmas,Kenneth Rice,Alanna C. Morrison,Paul Elliott,Mark J. Caulfield,Patricia B. Munroe,Dabeeru C. Rao,Michael A. Province,Daniel Levy +299 more
TL;DR: In insights into the role of alcohol consumption in the genetic architecture of hypertension, a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions is conducted.