Hybrid Digital and Analog Beamforming Design for Large-Scale Antenna Arrays
arXiv:1601.06814 · doi:10.1109/JSTSP.2016.2520912
Abstract
The potential of using of millimeter wave (mmWave) frequency for future wireless cellular communication systems has motivated the study of large-scale antenna arrays for achieving highly directional beamforming. However, the conventional fully digital beamforming methods which require one radio frequency (RF) chain per antenna element is not viable for large-scale antenna arrays due to the high cost and high power consumption of RF chain components in high frequencies. To address the challenge of this hardware limitation, this paper considers a hybrid beamforming architecture in which the overall beamformer consists of a low-dimensional digital beamformer followed by an RF beamformer implemented using analog phase shifters. Our aim is to show that such an architecture can approach the performance of a fully digital scheme with much fewer number of RF chains. Specifically, this paper establishes that if the number of RF chains is twice the total number of data streams, the hybrid beamforming structure can realize any fully digital beamformer exactly, regardless of the number of antenna elements. For cases with fewer number of RF chains, this paper further considers the hybrid beamforming design problem for both the transmission scenario of a point-to-point multipleinput multiple-output (MIMO) system and a downlink multiuser multiple-input single-output (MU-MISO) system. For each scenario, we propose a heuristic hybrid beamforming design that achieves a performance close to the performance of the fully digital beamforming baseline. Finally, the proposed algorithms are modified for the more practical setting in which only finite resolution phase shifters are available. Numerical simulations show that the proposed schemes are effective even when phase shifters with very low resolution are used.
13 pages, 6 figures, to appear in IEEE Journal of Selected Topics in Signal Processing, 2016
Cited by in corpus (165)
- Modeling and Analyzing Millimeter Wave Cellular Systems
- Evolution of NOMA Toward Next Generation Multiple Access (NGMA) for 6G
- Near-Field Communications: A Tutorial Review
- Spatial- and Frequency-Wideband Effects in Millimeter-Wave Massive MIMO Systems
- Hybrid Beamforming for Millimeter Wave Systems Using the MMSE Criterion
- An Overview on Resource Allocation Techniques for Multi-User MIMO Systems
- Beamforming Design for Large-Scale Antenna Arrays Using Deep Learning
- Hybrid Precoder and Combiner Design with Low Resolution Phase Shifters in mmWave MIMO Systems
- Twenty-Five Years of Advances in Beamforming: From Convex and Nonconvex Optimization to Learning Techniques
- BDMA for Millimeter-Wave/Terahertz Massive MIMO Transmission with Per-Beam Synchronization
- Weighted Sum-Rate Optimization for Intelligent Reflecting Surface Enhanced Wireless Networks
- Hybrid Beamforming for Terahertz Wireless Communications: Challenges, Architectures, and Open Problems
- Millimeter Wave Beam Alignment: Large Deviations Analysis and Design Insights
- Spectral Efficiency Optimization For Millimeter Wave Multi-User MIMO Systems
- A Hardware-Efficient Analog Network Structure for Hybrid Precoding in Millimeter Wave Systems
- Hybrid Beamforming for Terahertz Multi-Carrier Systems over Frequency Selective Fading
- Hybrid Analog/Digital Precoding for Downlink Massive MIMO LEO Satellite Communications
- Intelligent Reflecting Surface Enhanced Wireless Network via Joint Active and Passive Beamforming
- Unsupervised Deep Learning for Massive MIMO Hybrid Beamforming
- One-Bit Precoding and Constellation Range Design for Massive MIMO with QAM Signaling
- PrecoderNet: Hybrid Beamforming for Millimeter Wave Systems with Deep Reinforcement Learning
- Bayesian Optimal Data Detector for Hybrid mmWave MIMO-OFDM Systems with Low-Resolution ADCs
- Beamfocusing Optimization for Near-Field Wideband Multi-User Communications
- Beamspace SU-MIMO for Future Millimeter Wave Wireless Communications
- Sub-6GHz Assisted MAC for Millimeter Wave Vehicular Communications
- Deep Unsupervised Learning for Joint Antenna Selection and Hybrid Beamforming
- DFT-Based Hybrid Beamforming Multiuser Systems: Rate Analysis and Beam Selection
- Energy Efficiency and Asymptotic Performance Evaluation of Beamforming Structures in Doubly Massive MIMO mmWave Systems
- Digital Predistortion for Multiuser Hybrid MIMO at mmWaves
- Beam Selection for Wideband Millimeter Wave MIMO Relying on Lens Antenna Arrays
- Beamspace Precoding and Beam Selection for Wideband Millimeter-Wave MIMO Relying on Lens Antenna Arrays
- Edge Federated Learning Via Unit-Modulus Over-The-Air Computation
- Channel reciprocity calibration in TDD hybrid beamforming massive MIMO systems
- Hybrid Beamforming with Selection for Multi-user Massive MIMO Systems
- Simultaneously Transmitting and Reflecting Surface (STARS) for Terahertz Communications
- Stacked Intelligent Metasurfaces for Multiuser Downlink Beamforming in the Wave Domain
- A Framework on Hybrid MIMO Transceiver Design based on Matrix-Monotonic Optimization
- Channel Reconstruction-Based Hybrid Precoding for Millimeter Wave Multi-User MIMO Systems
- Deep Learning for Channel Sensing and Hybrid Precoding in TDD Massive MIMO OFDM Systems
- Majorization-Minimization Aided Hybrid Transceivers for MIMO Interference Channels
- Two-Stage Analog Combining in Hybrid Beamforming Systems with Low-Resolution ADCs
- Hybrid Beamforming for Active Sensing using Sparse Arrays
- Stochastic Successive Convex Optimization for Two-timescale Hybrid Precoding in Massive MIMO
- Beamforming Optimization for Wireless Network Aided by Intelligent Reflecting Surface with Discrete Phase Shifts
- Joint Phase-Time Arrays: A Paradigm for Frequency-Dependent Analog Beamforming in 6G
- RIS Empowered Near-Field Covert Communications
- Beamforming Optimization for Continuous Aperture Array (CAPA)-based Communications
- Capacity Characterization for Intelligent Reflecting Surface Aided MIMO Communication
- Distributed satellite information networks: Architecture, enabling technologies, and trends
- Hybrid Precoding For Millimeter Wave MIMO Systems: A Matrix Factorization Approach
- Hybrid MMSE Beamforming for Multiuser Millimeter Wave Communication Systems
- Hybrid Beamforming Based on Implicit Channel State Information for Millimeter Wave Links
- Beamforming Cancellation Design for Millimeter-Wave Full-Duplex
- Deep Learning based Channel Estimation for Massive MIMO with Hybrid Transceivers
- Weighted Sum-Rate Maximization for Reconfigurable Intelligent Surface Aided Wireless Networks
- Two-Timescale Design for Movable Antenna-Enabled Multiuser MIMO Systems
- Interleaved Training and Training-Based Transmission Design for Hybrid Massive Antenna Downlink
- Hybrid Beamforming for mmWave MU-MISO Systems Exploiting Multi-agent Deep Reinforcement Learning
- Training Beam Design for Channel Estimation in Hybrid mmWave MIMO Systems
- Terahertz Multi-User Massive MIMO with Intelligent Reflecting Surface: Beam Training and Hybrid Beamforming
- Photonic Computing to Accelerate Data Processing in Wireless Communications
- RIS-Aided Offshore Communications with Adaptive Beamforming and Service Time Allocation
- Joint QoS-Aware Scheduling and Precoding for Massive MIMO Systems via Deep Reinforcement Learning
- Performance Comparison Between A Simple Full-Duplex Multi-Antenna Relay And A Passive Reflecting Intelligent Surface
- Hybrid Beamforming for 5G and Beyond Millimeter-Wave Systems: A Holistic View
- An Alternating Direction Algorithm for Hybrid Precoding and Combining in Millimeter Wave MIMO Systems
- Movable Antenna Enhanced DF and AF Relaying Systems: Performance Analysis and Optimization
- Interference Exploitation-based Hybrid Precoding with Robustness Against Phase Errors
- Hybrid Beamforming for Reconfigurable Intelligent Surface based Multi-user Communications: Achievable Rates with Limited Discrete Phase Shifts
- Real-Time Blind Photonic Interference Cancellation for mmWave MIMO
- Sum-Rate Maximization for IRS-Assisted UAV OFDMA Communication Systems
- Fully-/Partially-Connected Hybrid Beamforming Architectures for mmWave MU-MIMO
- A CNN Approach for 5G mmWave Positioning Using Beamformed CSI Measurements
- Massive Access for 5G and Beyond
- Integrated Access and Backhaul (IAB) in Low Altitude Platforms
- Interplay Between NOMA and Other Emerging Technologies: A Survey
- Hybrid Analog and Digital Beamforming for mmWave OFDM Large-Scale Antenna Arrays
- Robust and Feasible QoS-Aware mmWave Massive MIMO Hybrid Beamforming
- Learning Based Hybrid Beamforming Design for Full-Duplex Millimeter Wave Systems
- Performance of Analog Beamforming Systems with Optimized Phase Noise Compensation
- Performance Analysis of Near-Field Sensing in Wideband MIMO Systems
- Joint Optimization of Computation and Communication Power in Multi-user Massive MIMO Systems
- Reconfigurable Intelligent Surfaces with Reflection Pattern Modulation: Beamforming Design and Performance Analysis
- Robust Location-Aided Beam Alignment in Millimeter Wave Massive MIMO
- Hybrid Analog-Digital Transceiver Designs for Cognitive Large-Scale Antenna Array Systems
- Asynchronous Distributed Coordinated Hybrid Precoding in Multi-cell mmWave Wireless Networks
- Beyond Cell-free MIMO: Energy Efficient Reconfigurable Intelligent Surface Aided Cell-free MIMO Communications
- Over-the-Air Beamforming with Reconfigurable Intelligent Surfaces
- An Attention-Aided Deep Learning Framework for Massive MIMO Channel Estimation
- Model-Driven Deep Learning Based Channel Estimation and Feedback for Millimeter-Wave Massive Hybrid MIMO Systems
- Optimum Beamforming and Grating Lobe Mitigation for Intelligent Reflecting Surfaces
- Constant-Modulus Secure Analog Beamforming for an IRS-Assisted Communication System with Large-Scale Antenna Array
- Capacity Achieving Design for Hybrid Beamforming in Millimeter Wave Massive MIMO Systems
- Interference Exploitation via Symbol-Level Precoding: Overview, State-of-the-Art and Future Directions
- Bandit Inspired Beam Searching Scheme for mmWave High-Speed Train Communications
- Multi-User Millimeter Wave MIMO with Full-Dimensional Lens Antenna Array
- Partially-Connected Hybrid Beamforming for Spectral Efficiency Maximization via a Weighted MMSE Equivalence
- Hybrid Precoding in Millimeter Wave Systems: How Many Phase Shifters Are Needed?
- Multiplexing Analysis of Millimeter-Wave Massive MIMO Systems
- DOA Estimation Using Massive Receive MIMO: Basic Principle and Key Techniques
- Deep Learning-Based CSI Feedback for Beamforming in Single- and Multi-cell Massive MIMO Systems
- A New Class of Analog Precoding for Multi-Antenna Multi-User Communications over High-Frequency Bands
- Optimal User Scheduling and Power Allocation for Millimeter Wave NOMA Systems
- Diversity Analysis of Millimeter-Wave Massive MIMO Systems
- Hardware Efficient Joint Radar-Communications with Hybrid Precoding and RF Chain Optimization
- Achievable Rate Region of MISO Interference Channel Aided by Intelligent Reflecting Surface
- Low-complexity and Low-overhead Receiver for OTFS via Large-scale Antenna Array
- Energy-Efficient Flat Precoding for MIMO Systems
- Two-Timescale End-to-End Learning for Channel Acquisition and Hybrid Precoding
- Doubling Phase Shifters for Efficient Hybrid Precoder Design in Millimeter-Wave Communication Systems
- Hybrid LISA Precoding for Multiuser Millimeter-Wave Communications
- Codebook Design for Limited Feedback in Near-Field XL-MIMO Systems
- Principal Component Analysis Based Broadband Hybrid Precoding for Millimeter-Wave Massive MIMO Systems
- Framework on Deep Learning Based Joint Hybrid Processing for mmWave Massive MIMO Systems
- Location-Aided Coordinated Analog Precoding for Uplink Multi-User Millimeter Wave Systems
- Deep Active Learning Approach to Adaptive Beamforming for mmWave Initial Alignment
- Hybrid Beamforming: Where Should the Analog Power Amplifiers be Placed?
- Robust Hybrid Precoding for Beam Misalignment in Millimeter-Wave Communications
- Hybrid Beamforming Design and Performance with Imperfect Phase Shifters in Multiuser Millimeter Wave Systems
- Deep Learning for Distributed Channel Feedback and Multiuser Precoding in FDD Massive MIMO
- Are mmWave Low-Complexity Beamforming Structures Energy-Efficient? Analysis of the Downlink MU-MIMO
- Deep Learning Framework for Hybrid Analog-Digital Signal Processing in mmWave Massive-MIMO Systems
- A Rank-Constrained Coordinate Ascent Approach to Hybrid Precoding for the Downlink of Wideband Massive (MIMO) Systems
- Joint Scheduling and Throughput Maximization in Self-backhauled Millimeter Wave Cellular Networks
- Hybrid Analog and Digital Beamforming Design for Channel Estimation in Correlated Massive MIMO Systems
- Hybrid Precoding for Multi-Group Physical Layer Multicasting
- Unit-Modulus Wireless Federated Learning Via Penalty Alternating Minimization
- Hybrid Precoding in Cooperative Millimeter Wave Networks
- On Uplink Performance of Multiuser Massive MIMO Relay Network With Limited RF Chains
- Hybrid Beamforming Structure for Massive MIMO System: Full-connection v.s. Partial-connection
- Hybrid Transceiver Optimization for Multi-Hop Communications
- Multi-Beam NOMA for Hybrid mmWave Systems
- Multi-cell Hybrid Millimeter Wave Systems: Pilot Contamination and Interference Mitigation
- Clustering Based Hybrid Precoding Design for Multi-User Massive MIMO Systems
- Hybrid beamforming with dynamic subarrays and low-resolution PSs for mmWave MU-MISO systems
- Spectral and Energy Efficiency of Multi-pair Massive MIMO Relay Network with Hybrid Processing
- Multiuser Precoding and Channel Estimation for Hybrid Millimeter Wave MIMO Systems
- Hybrid Beamforming via the Kronecker Decomposition for the Millimeter-Wave Massive MIMO Systems
- Joint Design of Digital and Analog Processing for Downlink C-RAN with Large-Scale Antenna Arrays
- Hybrid Precoder and Combiner for Imperfect Beam Alignment in mmWave MIMO Systems
- Channel-Statistics-Based Hybrid Precoding for Millimeter-Wave MIMO Systems With Dynamic Subarrays
- Multiuser Millimeter Wave Beamforming Strategies with Quantized and Statistical CSIT
- A Hardware-Efficient Hybrid Beamforming Solution for mmWave MIMO Systems
- Performance Analysis of Multi-Cell Millimeter Wave Massive MIMO Networks with Low-Precision ADCs
- Hybrid Precoding With Low-Resolution PSs for Wideband Terahertz Communication Systems in The Face of Beam Squint
- Optimal Hybrid Beamforming for Multiuser Massive MIMO Systems With Individual SINR Constraints
- Optimizing Pilots and Analog Processing for Channel Estimation in Cell-Free Massive MIMO With One-Bit ADCs
- Hybrid Beamforming/Combining for Millimeter Wave MIMO: A Machine Learning Approach
- A New View of Multi-User Hybrid Massive MIMO: Non-Orthogonal Angle Division Multiple Access
- MIMO-Aided Nonlinear Hybrid Transceiver Design for Multiuser mmWave Systems Relying on Tomlinson-Harashima Precoding
- Low-Complexity Hybrid Beamforming for Massive MIMO Systems in Frequency-Selective Channels
- Bit-Interleaved Coded Multiple Beamforming with Perfect Coding in Massive MIMO Systems
- Hybrid Interference Mitigation Using Analog Prewhitening
- Cost-Effective Millimeter Wave Communications with Lens Antenna Array
- Dynamic Hybrid Precoding Relying on Twin-Resolution Phase Shifters in Millimeter-Wave Communication Systems
- A Novel Hybrid Beamforming Algorithm with Unified Analog Beamforming by Subspace Construction Based on Partial CSI for Massive MIMO-OFDM Systems
- Data-Driven Deep Learning to Design Pilot and Channel Estimator For Massive MIMO
- Hybrid Processing Design for Multipair Massive MIMO Relaying with Channel Spatial Correlation
- Hybrid beamforming for single carrier mmWave MIMO systems
- Low-Complexity Reconfigurable MIMO for Millimeter Wave Communications
- Joint Design of Fronthauling and Hybrid Beamforming for Downlink C-RAN Systems
- A High-Accuracy Adaptive Beam Training Algorithm for MmWave Communication
- Tensor-Decomposition-based Hybrid Beamforming Design for mmWave OFDM Massive MIMO Communications
- Low Complexity Hybrid Precoding Designs for Multiuser mmWave/THz Ultra Massive MIMO Systems
- Over-Sampling Codebook-Based Hybrid Minimum Sum-Mean-Square-Error Precoding for Millimeter-Wave 3D-MIMO