Massive MIMO is a Reality -- What is Next? Five Promising Research Directions for Antenna Arrays
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Abstract (arXiv)
Massive MIMO (multiple-input multiple-output) is no longer a "wild" or "promising" concept for future cellular networks - in 2018 it became a reality. Base stations (BSs) with 64 fully digital transceiver chains were commercially deployed in several countries, the key ingredients of Massive MIMO have made it into the 5G standard, the signal processing methods required to achieve unprecedented spectral efficiency have been developed, and the limitation due to pilot contamination has been resolved. Even the development of fully digital Massive MIMO arrays for mmWave frequencies - once viewed prohibitively complicated and costly - is well underway. In a few years, Massive MIMO with fully digital transceivers will be a mainstream feature at both sub-6 GHz and mmWave frequencies. In this paper, we explain how the first chapter of the Massive MIMO research saga has come to an end, while the story has just begun. The coming wide-scale deployment of BSs with massive antenna arrays opens the door to a brand new world where spatial processing capabilities are omnipresent. In addition to mobile broadband services, the antennas can be used for other communication applications, such as low-power machine-type or ultra-reliable communications, as well as non-communication applications such as radar, sensing and positioning. We outline five new Massive MIMO related research directions: Extremely large aperture arrays, Holographic Massive MIMO, Six-dimensional positioning, Large-scale MIMO radar, and Intelligent Massive MIMO.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Feb 2019.
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Citing papers per year: 2021: 3; 2022: 5; 2023: 1; 2024: 2; 2025: 2; 2026: 2.
15 papers.
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- 2022Sionna: An Open-Source Library for Next-Generation Physical Layer Researchcited by 143
- 2022Variational Autoencoder Leveraged MMSE Channel Estimationcited by 8
- 2022Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Reviewcited by 8
- 2023Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systemscited by 8
- 2021Error Bounds for a Matrix-Vector Product Approximation with Deep ReLU Neural Networkscited by 2
- 2021Towards Optimally Efficient Search with Deep Learning for Large-Scale MIMO Systemscited by 1
- 2022Near-Field Channel Estimation for Extremely Large-Scale Array Communications: A model-based deep learning approachcited by 1
- 2024Unified Error Correction Code Transformer with Low Complexitycited by 1
- 2021Making Intelligent Reflecting Surfaces More Intelligent: A Roadmap Through Reservoir Computingcited by 0
- 2022Reconfigurable Intelligent Surface Enabled Spatial Multiplexing with Fully Convolutional Networkcited by 0
- 2024Rapid and Power-Aware Learned Optimization for Modular Receive Beamformingcited by 0
- 2025End-to-End Human Pose Reconstruction from Wearable Sensors for 6G Extended Reality Systemscited by 0
3 more
- 2025Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: a Graph Neural Network Approachcited by 0
- 2026Structure-Informed Estimation for Pilot-Limited MIMO Channels via Tensor Decompositioncited by 0
- 2026AntennaFlow: A Generative Flow Model for Offset Correction in Phaseless Antenna Testingcited by 0
- 2026AntennaFlow: A Generative Flow Model for Offset Correction in Phaseless Antenna Testing15 Sep 2026
- 2026Structure-Informed Estimation for Pilot-Limited MIMO Channels via Tensor Decomposition3 Feb 2026
- 2025Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: a Graph Neural Network Approach14 Jul 2025
- 2025End-to-End Human Pose Reconstruction from Wearable Sensors for 6G Extended Reality Systems6 Mar 2025
- 2024Unified Error Correction Code Transformer with Low Complexity4 Oct 2024
- 2024Rapid and Power-Aware Learned Optimization for Modular Receive Beamforming1 Aug 2024
- 2023Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems14 Feb 2023
- 2022Near-Field Channel Estimation for Extremely Large-Scale Array Communications: A model-based deep learning approach28 Nov 2022
- 2022Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Review30 May 2022
- 2022Variational Autoencoder Leveraged MMSE Channel Estimation11 May 2022
- 2022Sionna: An Open-Source Library for Next-Generation Physical Layer Research22 Mar 2022
- 2022Reconfigurable Intelligent Surface Enabled Spatial Multiplexing with Fully Convolutional Network8 Jan 2022
3 more
- 2021Error Bounds for a Matrix-Vector Product Approximation with Deep ReLU Neural Networks25 Nov 2021
- 2021Making Intelligent Reflecting Surfaces More Intelligent: A Roadmap Through Reservoir Computing6 Feb 2021
- 2021Towards Optimally Efficient Search with Deep Learning for Large-Scale MIMO Systems7 Jan 2021
- 2022Sionna: An Open-Source Library for Next-Generation Physical Layer Researchcited by 143
- 2022Variational Autoencoder Leveraged MMSE Channel Estimationcited by 8
- 2022Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Reviewcited by 8
- 2023Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systemscited by 8
- 2021Error Bounds for a Matrix-Vector Product Approximation with Deep ReLU Neural Networkscited by 2
- 2021Towards Optimally Efficient Search with Deep Learning for Large-Scale MIMO Systemscited by 1
- 2022Near-Field Channel Estimation for Extremely Large-Scale Array Communications: A model-based deep learning approachcited by 1
- 2024Unified Error Correction Code Transformer with Low Complexitycited by 1
- 2021Making Intelligent Reflecting Surfaces More Intelligent: A Roadmap Through Reservoir Computingcited by 0
- 2022Reconfigurable Intelligent Surface Enabled Spatial Multiplexing with Fully Convolutional Networkcited by 0
- 2024Rapid and Power-Aware Learned Optimization for Modular Receive Beamformingcited by 0
- 2025End-to-End Human Pose Reconstruction from Wearable Sensors for 6G Extended Reality Systemscited by 0
12 most cited of 15 All 15 (JSON)
- 2026AntennaFlow: A Generative Flow Model for Offset Correction in Phaseless Antenna Testing15 Sep 2026
- 2026Structure-Informed Estimation for Pilot-Limited MIMO Channels via Tensor Decomposition3 Feb 2026
- 2025Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: a Graph Neural Network Approach14 Jul 2025
- 2025End-to-End Human Pose Reconstruction from Wearable Sensors for 6G Extended Reality Systems6 Mar 2025
- 2024Unified Error Correction Code Transformer with Low Complexity4 Oct 2024
- 2024Rapid and Power-Aware Learned Optimization for Modular Receive Beamforming1 Aug 2024
- 2023Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems14 Feb 2023
- 2022Near-Field Channel Estimation for Extremely Large-Scale Array Communications: A model-based deep learning approach28 Nov 2022
- 2022Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Review30 May 2022
- 2022Variational Autoencoder Leveraged MMSE Channel Estimation11 May 2022
- 2022Sionna: An Open-Source Library for Next-Generation Physical Layer Research22 Mar 2022
- 2022Reconfigurable Intelligent Surface Enabled Spatial Multiplexing with Fully Convolutional Network8 Jan 2022
12 newest of 15 All 15 (JSON)