Scaling up MIMO: Opportunities and Challenges with Very Large Arrays
arXiv:1201.3210 · doi:10.1109/MSP.2011.2178495
Abstract
This paper surveys recent advances in the area of very large MIMO systems. With very large MIMO, we think of systems that use antenna arrays with an order of magnitude more elements than in systems being built today, say a hundred antennas or more. Very large MIMO entails an unprecedented number of antennas simultaneously serving a much smaller number of terminals. The disparity in number emerges as a desirable operating condition and a practical one as well. The number of terminals that can be simultaneously served is limited, not by the number of antennas, but rather by our inability to acquire channel-state information for an unlimited number of terminals. Larger numbers of terminals can always be accommodated by combining very large MIMO technology with conventional time- and frequency-division multiplexing via OFDM. Very large MIMO arrays is a new research field both in communication theory, propagation, and electronics and represents a paradigm shift in the way of thinking both with regards to theory, systems and implementation. The ultimate vision of very large MIMO systems is that the antenna array would consist of small active antenna units, plugged into an (optical) fieldbus.
Accepted for publication in the IEEE Signal Processing Magazine, October 2011
Cited by in corpus (260)
- Massive MIMO for Next Generation Wireless Systems
- Millimeter Wave Cellular Wireless Networks: Potentials and Challenges
- Hybrid Digital and Analog Beamforming Design for Large-Scale Antenna Arrays
- Massive MIMO Systems with Non-Ideal Hardware: Energy Efficiency, Estimation, and Capacity Limits
- Beyond Massive-MIMO: The Potential of Data-Transmission with Large Intelligent Surfaces
- Fifty Years of MIMO Detection: The Road to Large-Scale MIMOs
- Low-Complexity Hybrid Precoding in Massive Multiuser MIMO Systems
- A Survey of Energy-Efficient Techniques for 5G Networks and Challenges Ahead
- Power Scaling of Uplink Massive MIMO Systems with Arbitrary-Rank Channel Means
- Optimal Multiuser Transmit Beamforming: A Difficult Problem with a Simple Solution Structure
- Channel Estimation and Performance Analysis of One-Bit Massive MIMO Systems
- Blind pilot decontamination
- Spatially Common Sparsity Based Adaptive Channel Estimation and Feedback for FDD Massive MIMO
- Massive MIMO performance evaluation based on measured propagation data
- Thirty Years of Machine Learning: The Road to Pareto-Optimal Wireless Networks
- AMP-Inspired Deep Networks for Sparse Linear Inverse Problems
- Simultaneous Information and Power Transfer for Broadband Wireless Systems
- Downlink Training Techniques for FDD Massive MIMO Systems: Open-Loop and Closed-Loop Training with Memory
- Physical Layer Security for Massive MIMO: An Overview on Passive Eavesdropping and Active Attacks
- Towards 1 Gbps/UE in Cellular Systems: Understanding Ultra-Dense Small Cell Deployments
- Large-Scale MIMO Detection for 3GPP LTE: Algorithms and FPGA Implementations
- Massive MIMO with Non-Ideal Arbitrary Arrays: Hardware Scaling Laws and Circuit-Aware Design
- Direct Localization for Massive MIMO
- Exploiting Known Interference as Green Signal Power for Downlink Beamforming Optimization
- Throughput Optimization for Massive MIMO Systems Powered by Wireless Energy Transfer
- Beyond Massive-MIMO: The Potential of Positioning with Large Intelligent Surfaces
- Pilot Reuse for Massive MIMO Transmission over Spatially Correlated Rayleigh Fading Channels
- Learning the MMSE Channel Estimator
- Massive MIMO in Real Propagation Environments: Do All Antennas Contribute Equally?
- Beamforming Technologies for Ultra-Massive MIMO in Terahertz Communications
- Energy-Efficient Optimization for Wireless Information and Power Transfer in Large-Scale MIMO Systems Employing Energy Beamforming
- An ESPRIT-Based Approach for 2-D Localization of Incoherently Distributed Sources in Massive MIMO Systems
- 5G Cellular User Equipment: From Theory to Practical Hardware Design
- Structured Compressive Sensing Based Spatio-Temporal Joint Channel Estimation for FDD Massive MIMO
- Pilot Beam Pattern Design for Channel Estimation in Massive MIMO Systems
- An Overview on Resource Allocation Techniques for Multi-User MIMO Systems
- Smart Pilot Assignment for Massive MIMO
- Linear Precoding of Data and Artificial Noise in Secure Massive MIMO Systems
- FDD Massive MIMO Channel Estimation with Arbitrary 2D-Array Geometry
- Linear Precoding Based on Polynomial Expansion: Large-Scale Multi-Cell MIMO Systems
- Massive MIMO performance with imperfect channel reciprocity and channel estimation error
- Multi-Objective Signal Processing Optimization: The Way to Balance Conflicting Metrics in 5G Systems
- Massive MIMO and Small Cells: Improving Energy Efficiency by Optimal Soft-Cell Coordination
- Mixed-ADC Massive MIMO
- Beamforming Tradeoffs for Initial UE Discovery in Millimeter-Wave MIMO Systems
- Efficient Coordinated Recovery of Sparse Channels in Massive MIMO
- An Overview of Enhanced Massive MIMO with Array Signal Processing Techniques
- Energy-Efficient, Large-scale Distributed-Antenna System (L-DAS) for Multiple Users
- Signal Processing for High Throughput Satellite Systems: Challenges in New Interference-Limited Scenarios
- Uplink Performance of Time-Reversal MRC in Massive MIMO Systems Subject to Phase Noise
- SoftNull: Many-Antenna Full-Duplex Wireless via Digital Beamforming
- Joint Downlink Cell Association and Bandwidth Allocation for Wireless Backhauling in Two-Tier HetNets with Large-Scale Antenna Arrays
- Generalized Spatial Modulation in Large-Scale Multiuser MIMO Systems
- Hybrid Precoding for Multi-User Millimeter Wave Massive MIMO Systems: A Deep Learning Approach
- Performance Analysis of Massive MIMO for Cell-Boundary Users
- Noncoherent Trellis Coded Quantization: A Practical Limited Feedback Technique for Massive MIMO Systems
- Low-Complexity Polynomial Channel Estimation in Large-Scale MIMO with Arbitrary Statistics
- Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian Process
- Multi-Pair Amplify-and-Forward Relaying with Very Large Antenna Arrays
- Low-Complexity Design of Generalized Block Diagonalization Precoding Algorithms for Multiuser MIMO Systems
- Massive MIMO Multicasting in Noncooperative Cellular Networks
- Conjugate Gradient-based Soft-Output Detection and Precoding in Massive MIMO Systems
- Impact of General Channel Aging Conditions on the Downlink Performance of Massive MIMO
- Large-Scale MIMO versus Network MIMO for Multicell Interference Mitigation
- Sum-Rate and Power Scaling of Massive MIMO Systems with Channel Aging
- Large-Scale Convex Optimization for Dense Wireless Cooperative Networks
- Dealing with Interference in Distributed Large-scale MIMO Systems: A Statistical Approach
- On the Matrix Inversion Approximation Based on Neumann Series in Massive MIMO Systems
- Deterministic Pilot Design and Channel Estimation for Downlink Massive MIMO-OTFS Systems in Presence of the Fractional Doppler
- Channel Feedback Based on AoD-Adaptive Subspace Codebook in FDD Massive MIMO Systems
- Pilot Power Allocation Through User Grouping in Multi-Cell Massive MIMO Systems
- Optimal Pilot and Payload Power Control in Single-Cell Massive MIMO Systems
- Rate-Splitting to Mitigate Residual Transceiver Hardware Impairments in Massive MIMO Systems
- Statistical Blockage Modeling and Robustness of Beamforming in Millimeter Wave Systems
- Covariance Matrix Estimation in Massive MIMO
- Non-Coherent and Backscatter Communications: Enabling Ultra-Massive Connectivity in 6G Wireless Networks
- Superimposed Pilots are Superior for Mitigating Pilot Contamination in Massive MIMO
- Convergence Analysis and Assurance for Gaussian Message Passing Iterative Detector in Massive MU-MIMO Systems
- Two-Stage Beamformer Design for Massive MIMO Downlink By Trace Quotient Formulation
- Joint Power and Antenna Selection Optimization in Large Cloud Radio Access Networks
- MMSE precoder for massive MIMO using 1-bit quantization
- Learned Conjugate Gradient Descent Network for Massive MIMO Detection
- Capacity-Achieving MIMO-NOMA: Iterative LMMSE Detection
- Downlink Rate Analysis for Virtual-Cell based Large-Scale Distributed Antenna Systems
- Performance, Power, and Area Design Trade-offs in Millimeter-Wave Transmitter Beamforming Architectures
- Joint CSIT Acquisition Based on Low-Rank Matrix Completion for FDD Massive MIMO Systems
- Uplink Linear Receivers for Multi-cell Multiuser MIMO with Pilot Contamination: Large System Analysis
- Energy-Efficient Symbol-Level Precoding in Multiuser MISO Based on Relaxed Detection Region
- Hybrid Precoding Architecture for Massive Multiuser MIMO with Dissipation: Sub-Connected or Fully-Connected Structures?
- Decentralized Massive MIMO Processing Exploring Daisy-chain Architecture and Recursive Algorithms
- Super-Resolution Channel Estimation for Arbitrary Arrays in Hybrid Millimeter-Wave Massive MIMO Systems
- User Association in Massive MIMO HetNets
- Design and Performance Analysis of Non-Coherent Detection Systems with Massive Receiver Arrays
- Small Cell In-Band Wireless Backhaul in Massive MIMO Systems: A Cooperation of Next-Generation Techniques
- Performance Analysis of Multi-User Massive MIMO Downlink under Channel Non-Reciprocity and Imperfect CSI
- Joint Beamforming and Power Control in Coordinated Multicell: Max-Min Duality, Effective Network and Large System Transition
- Impact of Transceiver Power Consumption on the Energy Efficiency of Zero-Forcing Detector in Massive MIMO Systems
- Joint Channel Training and Feedback for FDD Massive MIMO Systems
- Secrecy Performance Analysis of Location-Based Beamforming in Rician Wiretap Channels
- Minimum BER Precoding in 1-Bit Massive MIMO Systems
- Holographic MIMO Communications with Arbitrary Surface Placements: Near-Field LoS Channel Model and Capacity Limit
- Linear Precoding for the MIMO Multiple Access Channel with Finite Alphabet Inputs and Statistical CSI
- Deep Learning for Joint Channel Estimation and Feedback in Massive MIMO Systems
- Capacity Analysis for Spatially Non-wide Sense Stationary Uplink Massive MIMO Systems
- Hierarchical Interference Mitigation for Massive MIMO Cellular Networks
- Joint load balancing and interference mitigation in 5G HETNETS
- Performance Analysis and Location Optimization for Massive MIMO Systems with Circularly Distributed Antennas
- Federated Learning over Energy Harvesting Wireless Networks
- Deep Unsupervised Learning for Joint Antenna Selection and Hybrid Beamforming
- I/Q Imbalance Aware Widely-Linear Receiver for Uplink Multi-Cell Massive MIMO Systems
- Fractional Pilot Reuse in Massive MIMO Systems
- Hardware Impairments in Large-scale MISO Systems: Energy Efficiency, Estimation, and Capacity Limits
- Finite Large Antenna Arrays for Massive MIMO: Characterization and System Impact
- RF Lens-Embedded Massive MIMO Systems: Fabrication Issues and Codebook Design
- Location-Aided Pilot Contamination Avoidance for Massive MIMO Systems
- Adaptive Reduced-Rank Minimum Symbol-Error-Rate Receive Processing for Large-Scale Multiple-Antenna Systems
- Spatio-Temporal Waveform Design for Multi-user Massive MIMO Downlink with 1-bit Receivers
- On the MIMO Capacity with Residual Transceiver Hardware Impairments
- Reconfigurable Wireless Networks
- Receive Combining vs. Multi-Stream Multiplexing in Downlink Systems with Multi-Antenna Users
- Digital Predistortion for Multiuser Hybrid MIMO at mmWaves
- Covariance Matrix Estimation for Massive MIMO
- Joint Channel Estimation and User Grouping for Massive MIMO Systems
- Multicast Multigroup Beamforming for Per-antenna Power Constrained Large-scale Arrays
- Heterogeneous Cellular Networks Using Wireless Backhaul: Fast Admission Control and Large System Analysis
- Cell-Edge-Aware Precoding for Downlink Massive MIMO Cellular Networks
- A Comparative Study of Downlink MIMO Cellular Networks with Co-located and Distributed Base-Station Antennas
- Multi-Group Multicast Beamforming: Optimal Structure and Efficient Algorithms
- Symbol Error Rate Performance of Box-relaxation Decoders in Massive MIMO
- Millimeter Wave Channel Measurements and Implications for PHY Layer Design
- Hybrid RF and Digital Beamformer for Cellular Networks: Algorithms, Microwave Architectures and Measurements
- A Control-Theoretic Approach to Adaptive Video Streaming in Dense Wireless Networks
- Broadbeam for Massive MIMO Systems
- BOOST: Base station on-off switching strategy for energy efficient massive MIMO HetNets
- Optimized Markov Chain Monte Carlo for Signal Detection in MIMO Systems: an Analysis of Stationary Distribution and Mixing Time
- Two-Timescale Hybrid Compression and Forward for Massive MIMO Aided C-RAN
- Asymptotic Orthogonality Analysis of Time-Domain Sparse Massive MIMO Channels
- Large System Analysis of the Energy Consumption Distribution in Multi-User MIMO Systems with Mobility
- Impact of Line-of-Sight and Unequal Spatial Correlation on Uplink MU-MIMO Systems
- Phase Noise Compensation for OFDM Systems
- Channel Reconstruction-Based Hybrid Precoding for Millimeter Wave Multi-User MIMO Systems
- Energy Efficient Downlink Transmission for Multi-cell Massive DAS with Pilot Contamination
- Max-Min Energy Efficient Beamforming for Multicell Multiuser Joint Transmission Systems
- FDD massive MIMO channel spatial covariance conversion using projection methods
- Low-Complexity Downlink User Selection for Massive MIMO Systems
- Majorization-Minimization Aided Hybrid Transceivers for MIMO Interference Channels
- Antenna Arrays for Line-of-Sight Massive MIMO: Half Wavelength is not Enough
- Efficient Nonlinear Precoding for Massive MU-MIMO Downlink Systems with 1-Bit DACs
- Multi-Cell Multiuser Massive MIMO Networks: User Capacity Analysis and Pilot Design
- An Asymptotically MSE-Optimal Estimator based on Gaussian Mixture Models
- Compressive Sensing Based Multi-User Detector for the Large-Scale SM-MIMO Uplink
- Capacity of SIMO and MISO Phase-Noise Channels with Common/Separate Oscillators
- On the Multi-User, Multi-Cell Massive Spatial Modulation Uplink: How Many Antennas for Each User?
- Limited Feedback Channel Estimation in Massive MIMO with Non-uniform Directional Dictionaries
- Channel Estimation and Data Detection Analysis of Massive MIMO with 1-Bit ADCs
- HetNets and Massive MIMO: Modeling, Potential Gains, and Performance Analysis
- Energy Efficiency and Sum Rate when Massive MIMO meets Device-to-Device Communication
- Sparse Sampling for Inverse Problems with Tensors
- Joint Transmit and Circuit Power Minimization in Massive MIMO with Downlink SINR Constraints: When to Turn on Massive MIMO?
- Distributed Learning for Channel Allocation Over a Shared Spectrum
- Large System Analysis of Power Normalization Techniques in Massive MIMO
- Application of Deep Learning to Sphere Decoding for Large MIMO Systems
- Computationally Efficient Robust Beamforming for SINR Balancing in Multicell Downlink
- Large-scale Antenna Operation in Heterogeneous Cloud Radio Access Networks: A Partial Centralization Approach
- Pilot Signal Design for Massive MIMO Systems: A Received Signal-To-Noise-Ratio-Based Approach
- Sequential Detection and Estimation of Multipath Channel Parameters Using Belief Propagation
- Capacity-Achieving Iterative LMMSE Detection for MIMO-NOMA Systems
- Capacity-Achieving Iterative LMMSE Detection for MIMO-NOMA Systems
- Super-Resolution Blind Channel-and-Signal Estimation for Massive MIMO with One-Dimensional Antenna Array
- Parallelized Structures for MIMO FBMC under Strong Channel Frequency Selectivity
- A Novel Antenna Selection Scheme for Spatially Correlated Massive MIMO Uplinks with Imperfect Channel Estimation
- Solving Sparse Linear Inverse Problems in Communication Systems: A Deep Learning Approach With Adaptive Depth
- Cellular Systems with Many Antennas: Large System Analysis under Pilot Contamination
- Adaptive Pilot Clustering in Heterogeneous Massive MIMO Networks
- Frequency Spreading Equalization in Multicarrier Massive MIMO
- Massive MIMO Forward Link Analysis for Cellular Networks
- Max-Min SINR in Large-Scale Single-Cell MU-MIMO: Asymptotic Analysis and Low Complexity Transceivers
- The Impact of Physical Channel on Performance of Subspace-Based Channel Estimation in Massive MIMO Systems
- Two-Stage Subspace Constrained Precoding in Massive MIMO Cellular Systems
- Deep Learning based Channel Estimation for Massive MIMO with Hybrid Transceivers
- Filter Bank Multicarrier in Massive MIMO: Analysis and Channel Equalization
- Optimal Capacity-Driven Design of Aperiodic Clustered Phased Arrays for Multi-User MIMO Communication Systems
- DDPG-Driven Deep-Unfolding with Adaptive Depth for Channel Estimation with Sparse Bayesian Learning
- A Bilinear Equalizer for Massive MIMO Systems
- Neural Network-Optimized Channel Estimator and Training Signal Design for MIMO Systems with Few-Bit ADCs
- Blockage-Aware Robust Beamforming in RIS-Aided Mobile Millimeter Wave MIMO Systems
- ML Detection in Phase Noise Impaired SIMO Channels with Uplink Training
- Joint Fronthaul Load Balancing and Computation Resource Allocation in Cell-Free User-Centric Massive MIMO Networks
- Impact of CFO Estimation on the Performance of ZF Receiver in Massive MU-MIMO Systems
- On the Pareto-Optimal Beam Structure and Design for Multi-User MIMO Interference Channels
- Training Beam Design for Channel Estimation in Hybrid mmWave MIMO Systems
- On the Required Number of Antennas in a Point-to-Point Large-but-Finite MIMO System: Outage-Limited Scenario
- 5G Massive MIMO Architectures: Self-Backhauled Small Cells versus Direct Access
- Energy Efficiency and Sum Rate Tradeoffs for Massive MIMO Systems with Underlaid Device-to-Device Communications
- Channel Estimation for One-Bit Massive MIMO Systems Exploiting Spatio-Temporal Correlations
- Optimal Linear Precoding in Multi-User MIMO Systems: A Large System Analysis
- Photonic Computing to Accelerate Data Processing in Wireless Communications
- An Uplink Interference Analysis for Massive MIMO Systems with MRC and ZF Receivers
- Downlink Channel Reconstruction for Spatial Multiplexing in Massive MIMO Systems
- Downlink channel spatial covariance estimation in realistic FDD massive MIMO systems
- On Optimal Scheduling for Joint Spatial Division and Multiplexing Approach in FDD Massive MIMO
- Constant-Envelope Precoding with Time-Variation Constraint on the Transmitted Phase Angles
- Noisy Beam Alignment Techniques for Reciprocal MIMO Channels
- Channel Parameter Estimation for Millimeter-Wave Cellular Systems with Hybrid Beamforming
- Learning Energy-Efficient Hardware Configurations for Massive MIMO Beamforming
- Interference Exploitation-based Hybrid Precoding with Robustness Against Phase Errors
- A Low-Complexity Gaussian Message Passing Iterative Detector for Massive MU-MIMO Systems
- Joint Sparsity Pattern Learning Based Channel Estimation for Massive MIMO-OTFS Systems
- Energy-Efficient Antenna Selection and Power Allocation for Large-Scale Multiple Antenna Systems with Hybrid Energy Supply
- On the Distribution of MIMO Mutual Information: An In-Depth Painlevé Based Characterization
- Towards Unified AI Models for MU-MIMO Communications: A Tensor Equivariance Framework
- Downlink Secrecy Rate of One-Bit Massive MIMO System with Active Eavesdropping
- Physical Layer Security for Massive MIMO Systems Impaired by Phase Noise
- Blind Data Detection in Massive MIMO via -norm Maximization over the Stiefel Manifold
- Large-Scale MIMO is Capable of Eliminating Power-Thirsty Channel Coding for Wireless Transmission of HEVC/H.265 Video
- Non-coherent Massive SIMO Systems in ISI Channels: Constellation Design and Performance Analysis
- A Generalized Zero-Forcing Precoder with Successive Dirty-Paper Coding in MISO Broadcast Channels
- Utility-Based Precoding Optimization Framework for Large Intelligent Surfaces
- Exact ZF Analysis and Computer-Algebra-Aided Evaluation in Rank-1 LoS Rician Fading
- On Low-complexity Lattice Reduction Algorithms for Large-scale MIMO Detection: the Blessing of Sequential Reduction
- Sequential likelihood ascent search detector for massive MIMO systems
- Measured Channel Hardening in an Indoor Multiband Scenario
- Massive MIMO Optimization with Compatible Sets
- Flexible Pilot Contamination Mitigation with Doppler PSD Alignment
- Backing off from Infinity: Performance Bounds via Concentration of Spectral Measure for Random MIMO Channels
- Per-Antenna Constant Envelope Precoding for Secure Transmission in Large-Scale MISO Systems
- Spectral Efficiency Analysis for Spatial Modulation in Massive MIMO Uplink over Dispersive Channels
- Price of Anarchy in Multiuser Massive MIMO: Coordinated versus Uncoordinated Channel Tracking for High-Rate Internet of Things
- Secure mm-Wave Communications with Imperfect Hardware and Uncertain Eavesdropper Location
- Layered Belief Propagation for Low-complexity Large MIMO Detection Based on Statistical Beams
- Degrees of Freedom of Generic Block-Fading MIMO Channels without A Priori Channel State Information
- Channel Shortening by Large Multiantenna Precoding in OFDM
- Joint Optimal Number of RF chains and Power Allocation for Downlink Massive MIMO Systems
- A Neural-enhanced Factor Graph-based Algorithm for Robust Positioning in Obstructed LOS Situations
- User Load Analysis and Pilot Sequence Design for Multi-Cell Massive MIMO Networks
- Fast Optimization with Zeroth-Order Feedback in Distributed, Multi-User MIMO Systems
- Hybrid Analog and Digital Precoding: From Practical RF System Models to Information Theoretic Bounds
- A Framework of Mahalanobis-Distance Metric with Supervised Learning for Clustering Multipath Components in MIMO Channel Analysis
- Wireless Power Distributions in Multi-Cavity Systems at High Frequencies
- Channel estimation: unified view of optimal performance and pilot sequences
- Limited Feedback Massive MISO Systems with Trellis Coded Quantization for Correlated Channels
- Low-Complexity Blind Parameter Estimation in Wireless Systems with Noisy Sparse Signals
- Channel Estimation for Spatially/Temporally Correlated Massive MIMO Systems with One-Bit ADCs
- Efficient Detection in Uniform Linear and Planar Arrays MIMO Systems under Spatial Correlated Channels
- Uplink Downlink Rate Balancing and throughput scaling in FDD Massive MIMO Systems
- How Much Bandpass Filtering is Required in Massive MIMO Basestations?
- A Novel Uplink Data Transmission Scheme For Small Packets In Massive MIMO System
- Joint Multicast Beamforming and User Scheduling in Large-scale Antenna Systems
- Trade-offs in Decentralized Multi-Antenna Architectures: The WAX Decomposition
- Trade-offs In Quasi-Decentralized Massive MIMO
- Sum-rate Maximizing in Downlink Massive MIMO Systems with Circuit Power Consumption
- Spatial separation of closely-spaced users in measured distributed massive MIMO channels
- A Glimpse of Physical Layer Decision Mechanisms: Facts, Challenges, and Remedies
- Active Attack on User Load Achieving Pilot Design in Massive MIMO Networks
- Asymptotic Performance of Box-RLS Decoders under Imperfect CSI with Optimized Resource Allocation
- Low-Complexity Interference Cancellation Algorithms for Detection in Media-based Modulated Uplink Massive-MIMO Systems
- Downlink Channel Covariance Matrix Estimation via Representation Learning with Graph Regularization
- Performance Assessment of Hybrid and Digital Irregular Array Configurations for Beyond 100-GHz Multi-User MIMO Systems
- Decentralized Multi-Antenna Architectures with Unitary Constraints
- Deep Generative Models for Downlink Channel Estimation in FDD Massive MIMO Systems