Massive MIMO for Internet of Things (IoT) Connectivity

Massive MIMO is considered to be one of the key technologies in the emerging 5G systems, but also a concept applicable to other wireless systems. Exploiting the large number of degrees of freedom (DoFs) of massive MIMO essential for achieving high spectral efficiency, high data rates and extreme spatial multiplexing of densely distributed users. On the one hand, the benefits of applying massive MIMO for broadband communication are well known and there has been a large body of research on designing communication schemes to support high rates. On the other hand, using massive MIMO for Internet-of-Things (IoT) is still a developing topic, as IoT connectivity has requirements and constraints that are significantly different from the broadband connections. In this paper we investigate the applicability of massive MIMO to IoT connectivity. Specifically, we treat the two generic types of IoT connections envisioned in 5G: massive machine-type communication (mMTC) and ultra-reliable low-latency communication (URLLC). This paper fills this important gap by identifying the opportunities and challenges in exploiting massive MIMO for IoT connectivity. We provide insights into the trade-offs that emerge when massive MIMO is applied to mMTC or URLLC and present a number of suitable communication schemes. The discussion continues to the questions of network slicing of the wireless resources and the use of massive MIMO to simultaneously support IoT connections with very heterogeneous requirements. The main conclusion is that massive MIMO can bring benefits to the scenarios with IoT connectivity, but it requires tight integration of the physical-layer techniques with the protocol design.

[1]  Lajos Hanzo,et al.  A Noncoherent Multiuser Large-Scale SIMO System Relying on M-Ary DPSK and BICM-ID , 2017, IEEE Transactions on Vehicular Technology.

[2]  Robert W. Heath,et al.  Five disruptive technology directions for 5G , 2013, IEEE Communications Magazine.

[3]  Petar Popovski,et al.  Coded Pilot Random Access for Massive MIMO Systems , 2018, IEEE Transactions on Wireless Communications.

[4]  Fredrik Tufvesson,et al.  Utilizing Massive MIMO for the Tactile Internet: Advantages and Trade-Offs , 2017, 2017 IEEE International Conference on Sensing, Communication and Networking (SECON Workshops).

[5]  Erik G. Larsson,et al.  Aspects of favorable propagation in Massive MIMO , 2014, 2014 22nd European Signal Processing Conference (EUSIPCO).

[6]  Taufik Abrão,et al.  Collision Resolution Protocol via Soft Decision Retransmission Criterion , 2019, IEEE Transactions on Vehicular Technology.

[7]  Robert W. Heath,et al.  Non-Stationarities in Extra-Large-Scale Massive MIMO , 2019, IEEE Wireless Communications.

[8]  Sunghyun Choi,et al.  Ultrareliable and Low-Latency Communication Techniques for Tactile Internet Services , 2019, Proceedings of the IEEE.

[9]  Ying Li,et al.  A Graph-Based Random Access Protocol for Crowded Massive MIMO Systems , 2017, IEEE Transactions on Wireless Communications.

[10]  Emil Björnson,et al.  Ubiquitous cell-free Massive MIMO communications , 2018, EURASIP Journal on Wireless Communications and Networking.

[11]  Bhaskar D. Rao,et al.  Precoding and Power Optimization in Cell-Free Massive MIMO Systems , 2017, IEEE Transactions on Wireless Communications.

[12]  Ying Li,et al.  A High Throughput Pilot Allocation for M2M Communication in Crowded Massive MIMO Systems , 2017, IEEE Transactions on Vehicular Technology.

[13]  Oriol Sallent,et al.  Management of Network Slicing in 5G Radio Access Networks: Functional Framework and Information Models , 2018, ArXiv.

[14]  Fredrik Rusek,et al.  Beyond Massive MIMO: The Potential of Data Transmission With Large Intelligent Surfaces , 2017, IEEE Transactions on Signal Processing.

[15]  Amin Khansefid,et al.  Achievable Downlink Rates of MRC and ZF Precoders in Massive MIMO With Uplink and Downlink Pilot Contamination , 2015, IEEE Transactions on Communications.

[16]  Chenyang Yang,et al.  Energy-Efficient Resource Allocation for Ultra-Reliable and Low-Latency Communications , 2017, GLOBECOM 2017 - 2017 IEEE Global Communications Conference.

[17]  Emil Björnson,et al.  Random Pilot and Data Access in Massive MIMO for Machine-Type Communications , 2017, IEEE Transactions on Wireless Communications.

[18]  Wei Yu,et al.  Massive Connectivity With Massive MIMO—Part II: Achievable Rate Characterization , 2017, IEEE Transactions on Signal Processing.

[19]  Wei Yu,et al.  Massive Connectivity With Massive MIMO—Part I: Device Activity Detection and Channel Estimation , 2017, IEEE Transactions on Signal Processing.

[20]  Erik G. Larsson,et al.  Detection of Pilot-hopping Sequences for Grant-free Random Access in Massive Mimo Systems , 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[21]  Mikko Vehkaperä,et al.  Superimposed Pilots Are Superior for Mitigating Pilot Contamination in Massive MIMO , 2016, IEEE Transactions on Signal Processing.

[22]  A. Lozano,et al.  What Will 5 G Be ? , 2014 .

[23]  Mérouane Debbah,et al.  Massive MIMO in the UL/DL of Cellular Networks: How Many Antennas Do We Need? , 2013, IEEE Journal on Selected Areas in Communications.

[24]  Emil Björnson,et al.  Human and Machine Type Communications Can Coexist in Uplink Massive Mimo Systems , 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[25]  Wei Yu,et al.  Sparse Activity Detection for Massive Connectivity , 2018, IEEE Transactions on Signal Processing.

[26]  Yury Polyanskiy,et al.  A perspective on massive random-access , 2017, 2017 IEEE International Symposium on Information Theory (ISIT).

[27]  Giuseppe Caire,et al.  SPARCs for Unsourced Random Access , 2019, ArXiv.

[28]  Carsten Bockelmann,et al.  Towards Massive Connectivity Support for Scalable mMTC Communications in 5G Networks , 2018, IEEE Access.

[29]  Kien T. Truong,et al.  FDD massive MIMO with analog csi feedback , 2015, 2015 49th Asilomar Conference on Signals, Systems and Computers.

[30]  Mats Bengtsson,et al.  Feasibility of large antenna arrays towards low latency ultra reliable communication , 2017, 2017 IEEE International Conference on Industrial Technology (ICIT).

[31]  Erik G. Larsson,et al.  Fundamentals of massive MIMO , 2016, SPAWC.

[32]  Thomas L. Marzetta,et al.  Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas , 2010, IEEE Transactions on Wireless Communications.

[33]  Jeffrey G. Andrews,et al.  What Will 5G Be? , 2014, IEEE Journal on Selected Areas in Communications.

[34]  Emil Björnson,et al.  Spectral and Energy Efficiency of Superimposed Pilots in Uplink Massive MIMO , 2017, IEEE Transactions on Wireless Communications.

[35]  Petar Popovski,et al.  Towards Massive, Ultra-Reliable, and Low-Latency Wireless Communication with Short Packets , 2015 .

[36]  Erik G. Ström,et al.  Ultra-Reliable Low-Latency Communication (URLLC): Principles and Building Blocks , 2017, ArXiv.

[37]  Vangelis Angelakis,et al.  Age of Information: A New Concept, Metric, and Tool , 2018, Found. Trends Netw..

[38]  Emil Björnson,et al.  Massive MIMO Has Unlimited Capacity , 2017, IEEE Transactions on Wireless Communications.

[39]  Giuseppe Caire,et al.  Massive MIMO Unsourced Random Access , 2019, ArXiv.

[40]  Zhi Ding,et al.  FEC Code Anchored Robust Design of Massive MIMO Receivers , 2016, IEEE Transactions on Wireless Communications.

[41]  Matti Latva-aho,et al.  Ultra-Reliable and Low Latency Communication in mmWave-Enabled Massive MIMO Networks , 2017, IEEE Communications Letters.

[42]  Marios Kountouris,et al.  Delay performance of MISO wireless communications , 2017, 2018 16th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt).

[43]  Robert W. Heath,et al.  Extremely Large Aperture Massive MIMO: Low Complexity Receiver Architectures , 2018, 2018 IEEE Globecom Workshops (GC Wkshps).

[44]  Erik G. Larsson,et al.  Cell-Free Massive MIMO Versus Small Cells , 2016, IEEE Transactions on Wireless Communications.

[45]  Emil Björnson,et al.  Massive MIMO Networks: Spectral, Energy, and Hardware Efficiency , 2018, Found. Trends Signal Process..

[46]  Saeid Haghighatshoar,et al.  A New Scaling Law for Activity Detection in Massive MIMO Systems , 2018, 1803.02288.

[47]  Petar Popovski,et al.  Massive MIMO for Ultra-reliable Communications with Constellations for Dual Coherent-noncoherent Detection , 2018, WSA.

[48]  Petar Popovski,et al.  5G Wireless Network Slicing for eMBB, URLLC, and mMTC: A Communication-Theoretic View , 2018, IEEE Access.

[49]  Petar Popovski,et al.  Design and Performance Analysis of Noncoherent Detection Systems With Massive Receiver Arrays , 2016, IEEE Transactions on Signal Processing.

[50]  Emil Björnson,et al.  A Random Access Protocol for Pilot Allocation in Crowded Massive MIMO Systems , 2016, IEEE Transactions on Wireless Communications.

[51]  Guixian Xu,et al.  Ultra Reliable Low Latency Communications in Massive Multi-Antenna Systems , 2018, 2018 52nd Asilomar Conference on Signals, Systems, and Computers.

[52]  Erik G. Larsson,et al.  Massive MIMO Performance—TDD Versus FDD: What Do Measurements Say? , 2017, IEEE Transactions on Wireless Communications.

[53]  Erik G. Larsson,et al.  Grant-Free Massive MTC-Enabled Massive MIMO: A Compressive Sensing Approach , 2018, IEEE Transactions on Communications.

[54]  Emil Björnson,et al.  Random Access Protocols for Massive MIMO , 2016, IEEE Communications Magazine.

[55]  Jun Cheng,et al.  A user-independent serial interference cancellation based coding scheme for the unsourced random access Gaussian channel , 2017, 2017 IEEE Information Theory Workshop (ITW).

[56]  Yury Polyanskiy,et al.  Energy efficient random access for the quasi-static fading MAC , 2019, 2019 IEEE International Symposium on Information Theory (ISIT).

[57]  Emil Björnson,et al.  Massive MIMO for Maximal Spectral Efficiency: How Many Users and Pilots Should Be Allocated? , 2014, IEEE Transactions on Wireless Communications.

[58]  Petar Popovski,et al.  Wireless Access in Ultra-Reliable Low-Latency Communication (URLLC) , 2018, IEEE Transactions on Communications.