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Millimeter Wave and Massive MIMO Systems
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Supporting
5G NR Channel Models

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28 February 2023

A New “Boston5G” scenario is released!

 

A large-scale Boston downtown scenario at 28 GHz and 3.5 GHz                                           

1 July 2022

DeepMIMO is available on GitHub!

 

DeepMIMO GitHub repositories are now available

O1_birdV2

30 June 2022

New THz scenario is released!

 

O1 scenario at 140 GHz is released

O1_xxB_birdview2

22 March 2022

New scenario is released!

 

The O1 Blockage scenario is now available

REPORT

22 March 2022

Channel generation documentation!

 

New report on how DeepMIMO v2 channels are generated

21 March 2022

New features are added!

 

Array panel rotation and radiation pattern features among others

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  • A DeepMIMO Dataset is Completely Defined by (i) the Ray-tracing Scenario and (ii) the Set of Parameters

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Generated Using the Accurate 3D Ray-tracing Simulator
Wireless InSite by Remcon

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The Key System and Channel Parameters Can be Adjusted for the Target Machine Learning Application

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The DeepMIMO Dataset is Completely Defined by the
Scenario 'R' and the set of Parameters S

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  • Allowing Dataset Reproducibility for Benchmarking and Comparisons
  • Generating Datasets Compatible with 5G NR Channel Models and Numerologies (in DeepMIMO 5G NR)

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Step 1

Download a DeepMIMO Generator:

Step 2

Download a Ray-Tracing Scenario

Step 3

  • Unzip the scenario folder 
  • Add the unzipped scenario to the DeepMIMO/ray_tracing path
  • Choose the DeepMIMO parameters in DeepMIMO_params.m
  • Run the DeepMIMO generator script following the example

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In order to use the DeepMIMO dataset/scripts or any (modified) part of them, please cite:

1. The DeepMIMO paper: A. Alkhateeb, “DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications,” in Proc. of The Information Theory and Applications Workshop (ITA), San Diego, CA, Feb. 2019. 

@InProceedings{Alkhateeb2019,
author = {Alkhateeb, A.},
title = {{DeepMIMO}: A Generic Deep Learning Dataset for Millimeter Wave and Massive {MIMO} Applications},
booktitle = {Proc. of Information Theory and Applications Workshop (ITA)},
year = {2019},
pages = {1-8},
month = {Feb},
Address = {San Diego, CA}, }

2. The Remcom Wireless InSite website: RemCom, Wireless InSite, “https://www.remcom.com/wireless-insite”. 

@Article{Remcom,

author = {Remcom}, 

title = {{Wireless InSite}}, 

note = {\url{http://www.remcom.com/wireless-insite}.},}