{ "cells": [ { "cell_type": "markdown", "id": "1bc5d1d5-92df-4376-8bbf-e80bcf2d2535", "metadata": {}, "source": [ "# Creating random MIMO Channel Matrices from a DeepMimo Scenario" ] }, { "cell_type": "code", "execution_count": 1, "id": "cda1e812", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import os, time\n", "import matplotlib.pyplot as plt\n", "\n", "from neoradium import DeepMimoData, Carrier, Trajectory, TrjChannel, AntennaPanel, random\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "bd6fa364", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scenario: asu_campus_3p5\n", "File Version: 4.0.0a3\n", "Carrier Frequency: 3.5 GHz\n", "Data Folder: /Users/shahab/data/RayTracing/DeepMIMO/Scenarios/V4/asu_campus_3p5/\n", "\n", "UE Grids: (1)\n", " rx_grid: ID:0, Num UEs:131,931, xRange:-225.55..184.45, yRange:-160.17..159.83\n", "\n", "Base Stations: (1)\n", " BS: ID:1, Position:(166.00,104.00,22.00)\n" ] } ], "source": [ "# Replace this with the folder on your computer where you store DeepMIMO scenarios\n", "dataFolder = \"/data/RayTracing/DeepMIMO/Scenarios/V4/\"\n", "DeepMimoData.setScenariosPath(dataFolder)\n", "\n", "# Get information about a scenario:\n", "DeepMimoData.showScenarioInfo(\"asu_campus_3p5\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "04532b4f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DeepMimoData Properties:\n", " Scenario: asu_campus_3p5\n", " Version: 4.0.0a3\n", " UE Grid: rx_grid\n", " Grid Size: 411 x 321\n", " Base Station: BS (at [166. 104. 22.])\n", " Total Grid Points: 131,931\n", " UE Spacing: [1. 1.]\n", " UE bounds (xyMin, xyMax) [-225.55 -160.17], [184.45 159.83]\n", " UE Height: 1.50\n", " Carrier Frequency: 3.5 GHz\n", " Num. paths (Min, Avg, Max): 0, 6.21, 10\n", " Num. total blockage: 46774\n", " LOS percentage: 19.71%\n", "\n" ] } ], "source": [ "# Using the above information we create a DeepMimoData object for user grid 0 and base station 1:\n", "deepMimoData = DeepMimoData(\"asu_campus_3p5\", baseStationId=1, gridId=0)\n", "deepMimoData.print()\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "f1c5da66", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw a map of the scenario showing the Line-Of-Sight (LOS) vs Non-Line-Of-Sight (NLOS) communication\n", "# between the UEs and the base station.\n", "deepMimoData.drawMap(\"LOS-NLOS\") # Also try \"1stPathDelays\" or \"1stPathPowers\"\n" ] }, { "cell_type": "markdown", "id": "d28c8afb-1f50-4e22-a602-ba19e6423577", "metadata": {}, "source": [ "## Create 1000 channels for a SISO communication (All default settings)" ] }, { "cell_type": "code", "execution_count": 5, "id": "2732cb8d-ba06-4ce9-93fe-a47311987cf2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape of 'allChannels': (1000, 14, 300, 1, 1)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First create a carrier object with 25 PRBs and 15KHz subcarrier spacing\n", "carrier = Carrier(startRb=0, numRbs=25, spacing=15)\n", "\n", "# Now create the generator with default settings\n", "chanGen = deepMimoData.getChanGen(1000, carrier.curBwp)\n", "\n", "# Draw the selected points on the map.\n", "deepMimoData.drawMap(\"LOS-NLOS\", chanGen.pointIdx)\n", "\n", "# create the channel matrices\n", "allChannels = np.stack([chan for chan in chanGen]) \n", "print(f\"shape of 'allChannels': {allChannels.shape}\") " ] }, { "cell_type": "markdown", "id": "f27372ae-6f0e-4a75-ad47-1f918df0116c", "metadata": {}, "source": [ "## Create 1000 MIMO channels with more filters" ] }, { "cell_type": "code", "execution_count": 6, "id": "99b559c4-20af-4ddb-a0ab-70d85c75743f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape of 'allChannels': (1000, 14, 300, 4, 16)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create 1000 MIMO channel matrices\n", "chanGen = deepMimoData.getChanGen(1000, \n", " carrier.curBwp, # Bandwidth Part \n", " los=False, # Include only non-line-of-sight channels\n", " minDist=200, # With distances to the base station between 200\n", " maxDist=250, # and 250 meters\n", " maxX=100, # and maximum x-coordinate of 100 meters\n", " ueSpeed=(10,20), # UE speed between 10 and 20 mps\n", " ueDir=[0, 270], # Going right or down\n", " txAntenna=AntennaPanel([2,4], polarization=\"x\"), # 16 TX antenna\n", " txOrientation=[180,0,0], # Facing to the left\n", " rxAntenna=AntennaPanel([1,2], polarization=\"x\"), # 4 RX antenna\n", " seed=123) # Reproducible results\n", " \n", "\n", "# Draw the selected points on the map.\n", "deepMimoData.drawMap(\"LOS-NLOS\", chanGen.pointIdx)\n", "\n", "# create the channel matrices\n", "allChannels = np.stack([chan for chan in chanGen]) \n", "print(f\"shape of 'allChannels': {allChannels.shape}\") " ] }, { "cell_type": "code", "execution_count": null, "id": "dfd980f5-b259-47ec-8882-e4ec2d61478f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }