Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented Reality

Augmented and virtual reality systems (AR/VR) are rapidly becoming key components of the wireless landscape. For immersive AR/VR experience, these devices should be able to construct accurate depth perception of the surrounding environment. Current AR/VR devices rely heavily on using RGB-D depth cam...

Full description

Bibliographic Details
Main Authors: Abdelrahman Taha, Qi Qu, Sam Alex, Ping Wang, William L. Abbott, Ahmed Alkhateeb
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9382300/
id doaj-16a7c78d99c043a6aadd959c30a5299b
record_format Article
spelling doaj-16a7c78d99c043a6aadd959c30a5299b2021-04-08T23:00:16ZengIEEEIEEE Access2169-35362021-01-019483414836310.1109/ACCESS.2021.30678399382300Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented RealityAbdelrahman Taha0https://orcid.org/0000-0002-6046-6641Qi Qu1Sam Alex2Ping Wang3William L. Abbott4https://orcid.org/0000-0002-9622-4003Ahmed Alkhateeb5https://orcid.org/0000-0001-5648-1569School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ, USAFacebook, Inc., Menlo Park, CA, USAFacebook, Inc., Menlo Park, CA, USAFacebook, Inc., Menlo Park, CA, USAFacebook, Inc., Menlo Park, CA, USASchool of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ, USAAugmented and virtual reality systems (AR/VR) are rapidly becoming key components of the wireless landscape. For immersive AR/VR experience, these devices should be able to construct accurate depth perception of the surrounding environment. Current AR/VR devices rely heavily on using RGB-D depth cameras to achieve this goal. The performance of these depth cameras, however, has clear limitations in several scenarios, such as the cases with shiny objects, dark surfaces, and abrupt color transition among other limitations. In this paper, we propose a novel solution for AR/VR depth map construction using mmWave MIMO communication transceivers. This is motivated by the deployment of advanced mmWave communication systems in future AR/VR devices for meeting the high data rate demands and by the interesting propagation characteristics of mmWave signals. Accounting for the constraints on these systems, we develop a comprehensive framework for constructing accurate and high-resolution depth maps using mmWave systems. In this framework, we developed new sensing beamforming codebook approaches that are specific for the depth map construction objective. Using these codebooks, and leveraging tools from successive interference cancellation, we develop a joint beam processing approach that can construct high-resolution depth maps using practical mmWave antenna arrays. Extensive simulation results highlight the potential of the proposed solution in building accurate depth maps. Further, these simulations show the promising gains of mmWave based depth perception compared to RGB-based approaches in several important use cases.https://ieeexplore.ieee.org/document/9382300/Beamforming codebooksdepth mapsmillimeter wavevirtual reality
collection DOAJ
language English
format Article
sources DOAJ
author Abdelrahman Taha
Qi Qu
Sam Alex
Ping Wang
William L. Abbott
Ahmed Alkhateeb
spellingShingle Abdelrahman Taha
Qi Qu
Sam Alex
Ping Wang
William L. Abbott
Ahmed Alkhateeb
Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented Reality
IEEE Access
Beamforming codebooks
depth maps
millimeter wave
virtual reality
author_facet Abdelrahman Taha
Qi Qu
Sam Alex
Ping Wang
William L. Abbott
Ahmed Alkhateeb
author_sort Abdelrahman Taha
title Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented Reality
title_short Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented Reality
title_full Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented Reality
title_fullStr Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented Reality
title_full_unstemmed Millimeter Wave MIMO-Based Depth Maps for Wireless Virtual and Augmented Reality
title_sort millimeter wave mimo-based depth maps for wireless virtual and augmented reality
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description Augmented and virtual reality systems (AR/VR) are rapidly becoming key components of the wireless landscape. For immersive AR/VR experience, these devices should be able to construct accurate depth perception of the surrounding environment. Current AR/VR devices rely heavily on using RGB-D depth cameras to achieve this goal. The performance of these depth cameras, however, has clear limitations in several scenarios, such as the cases with shiny objects, dark surfaces, and abrupt color transition among other limitations. In this paper, we propose a novel solution for AR/VR depth map construction using mmWave MIMO communication transceivers. This is motivated by the deployment of advanced mmWave communication systems in future AR/VR devices for meeting the high data rate demands and by the interesting propagation characteristics of mmWave signals. Accounting for the constraints on these systems, we develop a comprehensive framework for constructing accurate and high-resolution depth maps using mmWave systems. In this framework, we developed new sensing beamforming codebook approaches that are specific for the depth map construction objective. Using these codebooks, and leveraging tools from successive interference cancellation, we develop a joint beam processing approach that can construct high-resolution depth maps using practical mmWave antenna arrays. Extensive simulation results highlight the potential of the proposed solution in building accurate depth maps. Further, these simulations show the promising gains of mmWave based depth perception compared to RGB-based approaches in several important use cases.
topic Beamforming codebooks
depth maps
millimeter wave
virtual reality
url https://ieeexplore.ieee.org/document/9382300/
work_keys_str_mv AT abdelrahmantaha millimeterwavemimobaseddepthmapsforwirelessvirtualandaugmentedreality
AT qiqu millimeterwavemimobaseddepthmapsforwirelessvirtualandaugmentedreality
AT samalex millimeterwavemimobaseddepthmapsforwirelessvirtualandaugmentedreality
AT pingwang millimeterwavemimobaseddepthmapsforwirelessvirtualandaugmentedreality
AT williamlabbott millimeterwavemimobaseddepthmapsforwirelessvirtualandaugmentedreality
AT ahmedalkhateeb millimeterwavemimobaseddepthmapsforwirelessvirtualandaugmentedreality
_version_ 1721533537482440704