Skip to content

Instantly share code, notes, and snippets.

@Diimu
Last active October 9, 2020 22:03
  • Star 1 You must be signed in to star a gist
  • Fork 1 You must be signed in to fork a gist
Star You must be signed in to star a gist
Save Diimu/71010f1ffee95e6fe0082ad1dffda5c3 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy import *"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def cosd(a):\n",
" return cos(a*pi/180)\n",
"\n",
"def sind(a):\n",
" return sin(a*pi/180)\n",
"\n",
"def calculate_directivity(theta, phi, F):\n",
" dtheta = pi/len(theta[:,0])\n",
" dphi = 2*pi/len(phi[0,:])\n",
" DIR = 0\n",
"\n",
" for F_loop, theta_loop in zip(F.flatten(), theta.flatten()):\n",
" DIR = DIR + F_loop**2*abs(sind(theta_loop))*dtheta*dphi\n",
" DIR = 4*pi/DIR #max value\n",
" D = F**2*DIR #directivity pattern\n",
" # note that with low resolution, the directivity calculation is not super accurate. with 50*50 matrices hertzian dipole has D = 1.895 dB, with 3000*3000 matrix D = 1.762 dB (correct value)\n",
" return (D, DIR)\n",
"\n",
"def calculate_radiation(dipoles, phiV, thetaV, r = 100):\n",
" '''\n",
" Calculates the radiation properties from an array of short dipoles\n",
" theta and phi are 2D matrices that contain the values as indicated in the name. Create with numpy.meshgrid()\n",
" dipoles = [ {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False}]\n",
" r = distance in far field\n",
" \n",
" returns D, DIR, AR (=directivity pattern, max directivity, axial ratio from -1 to 1)\n",
" '''\n",
" phi, theta = np.meshgrid(phiV, thetaV)\n",
" Et = 0*theta #initialize variables, add fields linearly together\n",
" Ep = 0*theta\n",
" \n",
" ## eq 12, http://iris.elf.stuba.sk/JEEEC/data/pdf/07-08_102-05.pdf\n",
" for dipole in dipoles:\n",
" d = sqrt((r*sind(theta)*cosd(phi)-dipole['location'][0])**2+(r*sind(theta)*sind(phi)-dipole['location'][1])**2+(r*cosd(theta)-dipole['location'][2])**2)\n",
" if dipole['magnetic']:\n",
" # $E = -\\frac{ k_0 \\times H }{ \\omega\\epsilon_0}$\n",
" Ht = exp(-1j*2*pi*d)*dipole['strength']*(cosd(dipole['theta'])*sind(theta) - cosd(theta)*cosd(phi-dipole['phi'])*sind(dipole['theta']))\n",
" Ep = Ep - Ht\n",
" Hp = exp(-1j*2*pi*d)*dipole['strength']*sind(dipole['theta'])*sind(phi-dipole['phi'])\n",
" Et = Et + Hp\n",
" else:\n",
" #electric dipole\n",
" Et = Et + exp(-1j*2*pi*d)*dipole['strength']*(cosd(dipole['theta'])*sind(theta) - cosd(theta)*cosd(phi-dipole['phi'])*sind(dipole['theta']))\n",
" Ep = Ep + exp(-1j*2*pi*d)*dipole['strength']*sind(dipole['theta'])*sind(phi-dipole['phi'])\n",
"\n",
" F = sqrt(abs(Et)**2+abs(Ep)**2)\n",
" F = F/F.max()\n",
"\n",
"\n",
" divisor = (Et*conj(Et)+Ep*conj(Ep))\n",
" divisor[abs(divisor)<1e-15] = 1e-15\n",
" #p = (Et*conj(Ep)-Ep*conj(Et))/(1j*(Et*conj(Et)+Ep*conj(Ep))) #divisor is from this row, just to avoid division by zero\n",
" p = (Et*conj(Ep)-Ep*conj(Et))/divisor\n",
" p[abs(p)<1e-15] = 1e-15 #avoid division by 0\n",
" AR = sign(p)*abs((1-sqrt(1-abs(p)**2))/abs(p))\n",
" AR = AR.real #AR is always real because of conjugates above, this gets rid of 0j in every cell\n",
" \n",
" D, DIR = calculate_directivity(theta, phi, F)\n",
" return (D, DIR, AR)\n",
"\n",
"def plot_radiation(D, DIR, AR, phiV, thetaV):\n",
"\n",
"\n",
" plt.figure()\n",
" plt.pcolormesh(phiV, thetaV, D, cmap=plt.cm.jet)\n",
" plt.gca().invert_yaxis() #theta=0 on top\n",
" plt.colorbar()\n",
" plt.title('Directivity, linear scale')\n",
"\n",
" plt.figure()\n",
" plt.pcolormesh(phiV, thetaV, AR, vmin=-1, vmax=1, cmap=plt.cm.jet)\n",
" plt.gca().invert_yaxis()\n",
" plt.colorbar()\n",
" plt.title('Axial Ratio, linear scale (-1 = LHCP, 0 = linear, +1 = RHCP)')\n",
"\n",
" #polar plot representation of the same thing\n",
" theta_vector = np.concatenate((thetaV, thetaV+180)) #concatenate combines two 2D vectors \n",
" theta_vector = theta_vector*pi/180\n",
"\n",
" # directivity\n",
" plt.figure()\n",
" #concatenate combines two 2D vectors \n",
" #argmin(abs(phiV-180)) finds the index in the phiV array where phiV is closest to 180 degrees\n",
" #[::-1] inverts the order of the array\n",
" D_vector = np.concatenate((D[:,argmin(abs(phiV-0))], D[:,argmin(abs(phiV-180))][::-1]))\n",
" plt.polar(theta_vector, D_vector, 'b-', label='D, $\\phi=0\\degree$')\n",
" D_vector = np.concatenate((D[:,argmin(abs(phiV-90))], D[:,argmin(abs(phiV-270))][::-1]))\n",
" plt.polar(theta_vector, D_vector, 'r-', label='D, $\\phi=90\\degree$')\n",
" plt.gca().set_theta_zero_location(\"N\")\n",
" plt.legend()\n",
"\n",
" plt.figure()\n",
" #AR\n",
" AR_vector = np.concatenate((AR[:,argmin(abs(phiV-0))], AR[:,argmin(abs(phiV-180))][::-1]))\n",
" plt.polar(theta_vector, AR_vector, 'b-', label='AR, $\\phi=0\\degree$')\n",
" AR_vector = np.concatenate((AR[:,argmin(abs(phiV-90))], AR[:,argmin(abs(phiV-270))][::-1]))\n",
" plt.polar(theta_vector, AR_vector, 'r-', label='AR, $\\phi=90\\degree$')\n",
" plt.gca().set_theta_zero_location(\"N\") #theta = 0 in top\n",
" plt.gca().set_ylim(0,1)\n",
" plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"directivity = 2.87 = 4.6 dB\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"phiV = np.arange(0, 360, 3)\n",
"thetaV = np.arange(0, 180.01, 3) #.01 means that also 180deg is included\n",
"\n",
"\n",
"#choose a set of dipoles by uncommenting or writing your own\n",
"\n",
"'''dipoles = [\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
"]'''\n",
"\n",
"'''dipoles = [ #linear \"yagi\"\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1j, 'location':[0,0,-0.25], 'theta':90, 'phi':0, 'magnetic':False}\n",
"]'''\n",
"\n",
"'''dipoles = [ #two crossed dipoles\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1j, 'location':[0,0,0], 'theta':90, 'phi':90, 'magnetic':False}\n",
"]\n",
"\n",
"dipoles = [ #two crossed dipoles and a single low power reflector\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1j, 'location':[0,0,0], 'theta':90, 'phi':90, 'magnetic':False},\n",
" {'strength': 0.5j, 'location':[0,0,-0.25], 'theta':90, 'phi':0, 'magnetic':False}\n",
"]\n",
"\n",
"\n",
"\n",
"dipoles = [ #LHCP chiral antenna\n",
" {'strength': -1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': -1j, 'location':[0,0,0], 'theta':90, 'phi':90, 'magnetic':False},\n",
" {'strength': 1j, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':True},\n",
" {'strength': -1, 'location':[0,0,0], 'theta':90, 'phi':90, 'magnetic':True}\n",
"]\n",
"\n",
"dipoles = [ #circular yagi\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1j, 'location':[0,0,0], 'theta':90, 'phi':90, 'magnetic':False},\n",
" {'strength': 1*1j, 'location':[0,0,-0.25], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1j*1j, 'location':[0,0,-0.25], 'theta':90, 'phi':90, 'magnetic':False},\n",
" {'strength': 1*(-1j), 'location':[0,0,0.25], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1j*(-1j), 'location':[0,0,0.25], 'theta':90, 'phi':90, 'magnetic':False}\n",
"]\n",
"\n",
"\n",
"dipoles = [\n",
" {'strength': -1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1j, 'location':[0,0,0], 'theta':90, 'phi':90, 'magnetic':False},\n",
" {'strength': 1j, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':True},\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':90, 'magnetic':True}\n",
"]\n",
"'''\n",
"\n",
"dipoles = [ #two crossed dipoles and a single low power reflector\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': -1j, 'location':[0.5,0,0], 'theta':90, 'phi':90, 'magnetic':1},\n",
" {'strength': 0.5j, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False}\n",
"]\n",
"\n",
"\n",
"D, DIR, AR = calculate_radiation(dipoles, phiV, thetaV)\n",
"print('directivity = {:.2f} = {:.2} dB'.format(DIR, 10*log10(DIR)))\n",
"\n",
"plot_radiation(D, DIR, AR, phiV, thetaV)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"directivity = 1.53 = 1.8 dB\n",
"directivity = 1.59 = 2.0 dB\n",
"directivity = 1.78 = 2.5 dB\n",
"directivity = 2.16 = 3.3 dB\n",
"directivity = 2.76 = 4.4 dB\n",
"directivity = 3.60 = 5.6 dB\n",
"directivity = 4.37 = 6.4 dB\n",
"directivity = 4.56 = 6.6 dB\n",
"directivity = 4.09 = 6.1 dB\n",
"directivity = 3.44 = 5.4 dB\n",
"directivity = 2.94 = 4.7 dB\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 11 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# An array of two horizontal electric dipole antennas that are fed with the same phase and amplitude\n",
"# the distance is varied from 0 to 1 wavelength in a loop\n",
"\n",
"fig = plt.figure(figsize=(10, 10))\n",
"#polar plot representation of the same thing\n",
"theta_vector = np.concatenate((thetaV, thetaV+180)) #concatenate combines two 2D vectors \n",
"theta_vector = theta_vector*pi/180\n",
" \n",
"\n",
"\n",
"for k, dist in enumerate(np.arange(0, 1.01, 0.1)):\n",
" dipoles = [ #two crossed dipoles and a single low power reflector\n",
" {'strength': 1, 'location':[0,0,dist], 'theta':90, 'phi':0, 'magnetic':False},\n",
" {'strength': 1, 'location':[0,0,0], 'theta':90, 'phi':0, 'magnetic':False}\n",
" ]\n",
"\n",
" D, DIR, AR = calculate_radiation(dipoles, phiV, thetaV)\n",
" print('directivity = {:.2f} = {:.2} dB'.format(DIR, 10*log10(DIR)))\n",
"\n",
"\n",
" \n",
" # directivity\n",
" plt.subplot(3,4,k+1, polar=True)\n",
" #concatenate combines two 2D vectors \n",
" #argmin(abs(phiV-180)) finds the index in the phiV array where phiV is closest to 180 degrees\n",
" #[::-1] inverts the order of the array\n",
" #D_vector = np.concatenate((D[:,argmin(abs(phiV-0))], D[:,argmin(abs(phiV-180))][::-1]))\n",
" #plt.polar(theta_vector, D_vector, 'b-', label='D, $\\phi=0\\degree$, dist=${:.2f} \\lambda$'.format(dist))\n",
" D_vector = np.concatenate((D[:,argmin(abs(phiV-90))], D[:,argmin(abs(phiV-270))][::-1]))\n",
" plt.polar(theta_vector, D_vector, 'r-', label='D, $\\phi=90\\degree$')\n",
" plt.gca().set_theta_zero_location(\"N\") #theta = 0 in top\n",
" #plt.legend()\n",
" ax=plt.gca()\n",
" ax.set_rlim(0,5)\n",
" plt.title('${:.1f} \\lambda$'.format(dist), loc='right')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment