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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Primera Simulación\n",
"-----------------------------\n",
"En esta primera simulación vamos a tratar de simular una señal recibida por la antena.\n",
"Para resolver la parte mas facil primero, generemos la función que nos genera la señal de distancia entre la antena y la persona. Para esta señal vamos a tener como aleatorios 7 elementos.\n",
"- La distancia $d_0$\n",
"- La frecuencia respiratoria\n",
"- La amplitud respiratoria\n",
"- La frecuencia cardiaca\n",
"- La amplitud cardiaca\n",
"- La fase de la respiracion\n",
"- La fase del ritmo cardiaco\n",
"\n",
"Para la frecuencia respiratoria la voy a simular con una uniforme entre dos frecuencias, basicamente porque es una idea inicial.\n",
"\n",
"Para la frecuencia cardiaca voy a iniciar con una variable normal para simular a una persona en reposo con una leve variaciòn posible de persona a persona. Eso luego puede cambiar a una uniforme que modele que la persona puede estar en reposo o puede estar agitada por distintas razones.\n",
"\n",
"Para tener en cuenta, las distancias se van a medir en centimetros para esta primera simulación.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x754a73f83bc0>]"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import random\n",
"\n",
"def Evaluacion_Señal_Lenta(Tiempo, Distancia, AmpResp, FrecResp, FaseResp, AmpCard, FrecCard, FaseCard):\n",
" # AmpResp es la Amplitud Respiratoria\n",
" # FrecResp es la Frecuencia Respiratoria\n",
" # FaseResp es la Fase de la señal de la respiracion\n",
" # AmpCard es la Amplitud Cardiaca\n",
" # FrecCard es la Frecuancia Cardiaca\n",
" # FaseCard es la Fase de la señal cardiaca\n",
" Señal_Respiratoria = AmpResp * np.sin(2*np.pi*FrecResp*Tiempo + FaseResp)\n",
" Señal_Cardiaca = AmpCard * np.sin(2*np.pi* FrecCard*Tiempo + FaseCard)\n",
" return Distancia + Señal_Respiratoria + Señal_Cardiaca\n",
"\n",
"\n",
"###### Defino las constantes para las generaciones de los pulsos de señal lenta\n",
"### Comienzo por la definicion de las constantes de la señal lenta\n",
"Amplitud_Respiratoria_Minima = 0.4\n",
"Amplitud_Respiratoria_Maxima = 1.2\n",
"Amplitud_Cardiaca_Minima = 0.01 ## Este valor es un valor inicial para simular el ritmo cardiaco\n",
"Amplitud_Cardiaca_Maxima = 0.02 ## Este valor es un valor inicial para la simulacion del ritmo cardiaco\n",
"\n",
"Frecuencia_Respiratoria_Inferior = 0.1\n",
"Frecuencia_Respiratoria_Superior = 0.7\n",
"Frecuencia_Cardiaca_Superior = 1/60\n",
"Frecuencia_Cardiaca_Inferior = 1/90\n",
"\n",
"Distancia_Paciente_Minima = 400\n",
"Distancia_Paciente_Maxima = 1000\n",
"\n",
"Periodo_Muestreo_Lenta = 0.002\n",
"\n",
"###### Comienzo las simulaciones de la señal lenta\n",
"### Muestra de las variables aleatorias\n",
"np.random.seed(42)\n",
"\n",
"Distancia_Paciente = np.random.uniform(Distancia_Paciente_Minima, Distancia_Paciente_Maxima) \n",
"\n",
"Amplitud_Respitatoria = np.random.uniform(low = Amplitud_Respiratoria_Minima, high = Amplitud_Respiratoria_Maxima, size = 1)\n",
"Amplitud_Cardiaca = np.random.uniform(low = Amplitud_Cardiaca_Minima, high = Amplitud_Cardiaca_Maxima, size = 1)\n",
"\n",
"Frecuencia_Respiratoria = np.random.uniform(low = Frecuencia_Respiratoria_Inferior, high = Frecuencia_Respiratoria_Superior, size = 1)\n",
"Frecuencia_Cardiaca = np.random.uniform(low = Frecuencia_Cardiaca_Inferior, high = Frecuencia_Cardiaca_Superior, size = 1)\n",
"\n",
"Fase_Respiracion = np.random.uniform(0, np.pi)\n",
"Fase_Cardiaca = np.random.uniform(0, np.pi)\n",
"\n",
"ValoresLinea = np.linspace(0,10,int(10/Periodo_Muestreo_Lenta))\n",
"Resultado_Desfasaje = Evaluacion_Señal_Lenta(ValoresLinea, Distancia_Paciente, Amplitud_Respitatoria, Frecuencia_Respiratoria,\n",
" Fase_Respiracion, Amplitud_Cardiaca, Frecuencia_Cardiaca, Fase_Cardiaca)\n",
"\n",
"plt.figure()\n",
"plt.plot(ValoresLinea,Resultado_Desfasaje)\n",
"\n",
"Velocidad_Luz = 299792458 ## Metros por segundo\n",
" ## 29979245800 es en centimetros por segundo\n",
"Velocidad_Luz_V2 = 29979245800\n",
"\n",
"Fesfasaje = Resultado_Desfasaje/Velocidad_Luz_V2 * 2 ## El *2 esta porque el trayecto es ida y vuelta de la onda\n",
"\n",
"plt.figure()\n",
"plt.plot(ValoresLinea,Fesfasaje)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4e-08, 5e-08)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"###### Comienzo a generar la señal rapida\n",
"### Primero genero la funcion para evaluar la señal de frecuencia rapida\n",
"\n",
"def Evaluacion_Señal_Lenta_Escalon(Muestreo_Rapido, Desfasaje_Señal, Frecuencia_Portadora, Periodo_Pulso):\n",
" Frecuencia_Portadora = 1/(Ancho_De_Banda_Fraccional * Periodo_Pulso)\n",
" Nuevos_Tiempos_Muestras = Muestreo_Rapido - Desfasaje_Señal\n",
" Resultado_Parcial = np.cos(2*np.pi*Frecuencia_Portadora*Nuevos_Tiempos_Muestras)\n",
" Resultado = np.zeros([len(Muestreo_Rapido)])\n",
"\n",
" for i in range(len(Nuevos_Tiempos_Muestras)):\n",
" if (Nuevos_Tiempos_Muestras[i] >= 0 and Nuevos_Tiempos_Muestras[i] <= Periodo_Pulso/2) :\n",
" Resultado[i] = Resultado_Parcial[i]\n",
" return Resultado\n",
"\n",
"#### Esta es un ejemplo de generacion de onda rapida\n",
"Ancho_De_Banda_Fraccional = 0.2\n",
"Desfasaje_Señal = Fesfasaje[4]\n",
"Periodo_Pulso = 2 * (10**(-9))\n",
"Frecuencia_Portadora = 1/(Ancho_De_Banda_Fraccional * Periodo_Pulso)\n",
"Frecuencia_Muestreo_Rapida = Frecuencia_Portadora* 10\n",
"#Muestreo_Rapido = np.linspace(0,10**(-7),10000)\n",
"Muestreo_Rapido = np.linspace(0,10**(-7),int(10**(-7)*Frecuencia_Muestreo_Rapida))\n",
"\n",
"\n",
"Nuevos_Tiempos_Muestras = Muestreo_Rapido - Desfasaje_Señal\n",
"Resultado_Parcial = np.cos(2*np.pi*Frecuencia_Portadora*Nuevos_Tiempos_Muestras)\n",
"Resultado = np.zeros([len(Muestreo_Rapido)])\n",
"\n",
"for i in range(len(Nuevos_Tiempos_Muestras)):\n",
" if (Nuevos_Tiempos_Muestras[i] >= 0 and Nuevos_Tiempos_Muestras[i] <= Periodo_Pulso/2) :\n",
" Resultado[i] = Resultado_Parcial[i]\n",
"\n",
"#Resultado = np.where(Nuevos_Tiempos_Muestras>=0 & Nuevos_Tiempos_Muestras <= Periodo_Pulso/2, Resultado_Parcial,0)[0]\n",
"\n",
"plt.figure()\n",
"plt.plot(Muestreo_Rapido, Resultado)\n",
"plt.xlim([0.4*(10**(-7)), 0.5*(10**(-7))])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4.1499999999999994e-08, 4.2999999999999995e-08)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"### Entonces podemos utilizar ambos codigos para generar la matriz de muestras rapidas y lentas\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import random\n",
"\n",
"def Evaluacion_Señal_Lenta(Tiempo, Distancia, AmpResp, FrecResp, FaseResp, AmpCard, FrecCard, FaseCard):\n",
" Señal_Respiratoria = AmpResp * np.sin(2*np.pi*FrecResp*Tiempo + FaseResp)\n",
" Señal_Cardiaca = AmpCard * np.sin(2*np.pi* FrecCard*Tiempo + FaseCard)\n",
" return Distancia + Señal_Respiratoria + Señal_Cardiaca\n",
"\n",
"Amplitud_Respiratoria_Minima = 0.4\n",
"Amplitud_Respiratoria_Maxima = 1.2\n",
"Amplitud_Cardiaca_Minima = 0.01 ## Este valor es un valor inicial para simular el ritmo cardiaco\n",
"Amplitud_Cardiaca_Maxima = 0.02 ## Este valor es un valor inicial para la simulacion del ritmo cardiaco\n",
"Frecuencia_Respiratoria_Inferior = 0.1\n",
"Frecuencia_Respiratoria_Superior = 0.7\n",
"Frecuencia_Respiratoria_Inferior = 0.1\n",
"Frecuencia_Respiratoria_Superior = 0.7\n",
"Frecuencia_Cardiaca_Superior = 1/60\n",
"Frecuencia_Cardiaca_Inferior = 1/90\n",
"\n",
"Distancia_Paciente_Minima = 400\n",
"Distancia_Paciente_Maxima = 1000\n",
"\n",
"Periodo_Muestreo_Lenta = 0.002\n",
"\n",
"Velocidad_Luz_V2 = 29979245800\n",
"\n",
"###### Comienzo las simulaciones de la señal lenta\n",
"np.random.seed(42)\n",
"\n",
"Distancia_Paciente = np.random.uniform(Distancia_Paciente_Minima, Distancia_Paciente_Maxima) \n",
"\n",
"Amplitud_Respitatoria = np.random.uniform(low = Amplitud_Respiratoria_Minima, high = Amplitud_Respiratoria_Maxima, size = 1)\n",
"Amplitud_Cardiaca = np.random.uniform(low = Amplitud_Cardiaca_Minima, high = Amplitud_Cardiaca_Maxima, size = 1)\n",
"\n",
"Frecuencia_Respiratoria = np.random.uniform(low = Frecuencia_Respiratoria_Inferior, high = Frecuencia_Respiratoria_Superior, size = 1)\n",
"Frecuencia_Cardiaca = np.random.uniform(low = Frecuencia_Cardiaca_Inferior, high = Frecuencia_Cardiaca_Superior, size = 1)\n",
"\n",
"Fase_Respiracion = np.random.uniform(0, np.pi)\n",
"Fase_Cardiaca = np.random.uniform(0, np.pi)\n",
"\n",
"ValoresLinea = np.linspace(0,1,int(1/Periodo_Muestreo_Lenta))\n",
"Resultado_Desfasaje = Evaluacion_Señal_Lenta(ValoresLinea, Distancia_Paciente, Amplitud_Respitatoria, Frecuencia_Respiratoria,\n",
" Fase_Respiracion, Amplitud_Cardiaca, Frecuencia_Cardiaca, Fase_Cardiaca)\n",
"\n",
"Fesfasaje = Resultado_Desfasaje/Velocidad_Luz_V2 * 2 ## El *2 esta porque el trayecto es ida y vuelta de la onda\n",
"\n",
"###### Comienzo de La señal rapida\n",
"def Evaluacion_Señal_Lenta_Escalon(Muestreo_Rapido, Desfasaje_Señal, Frecuencia_Portadora, Periodo_Pulso):\n",
" Frecuencia_Portadora = 1/(Ancho_De_Banda_Fraccional * Periodo_Pulso)\n",
" Nuevos_Tiempos_Muestras = Muestreo_Rapido - Desfasaje_Señal\n",
" Resultado_Parcial = np.cos(2*np.pi*Frecuencia_Portadora*Nuevos_Tiempos_Muestras)\n",
" Resultado = np.zeros([len(Muestreo_Rapido)])\n",
"\n",
" for i in range(len(Nuevos_Tiempos_Muestras)):\n",
" if (Nuevos_Tiempos_Muestras[i] >= 0 and Nuevos_Tiempos_Muestras[i] <= Periodo_Pulso/2) :\n",
" Resultado[i] = Resultado_Parcial[i]\n",
" return Resultado\n",
"\n",
"Ancho_De_Banda_Fraccional = 0.2\n",
"\n",
"Desfasaje_Señal = Fesfasaje[4]\n",
"Periodo_Pulso = 2 * (10**(-9))\n",
"Frecuencia_Portadora = 1/(Ancho_De_Banda_Fraccional * Periodo_Pulso)\n",
"\n",
"Frecuencia_Muestreo_Rapida = Frecuencia_Portadora* 100\n",
"#Muestreo_Rapido = np.linspace(0,10**(-7),10000)\n",
"Muestreo_Rapido = np.linspace(0,0.6*10**(-7),int(0.6*10**(-7)*Frecuencia_Muestreo_Rapida))\n",
"\n",
"\n",
"Matriz_Dos_Velocidades = np.zeros([len(ValoresLinea),len(Muestreo_Rapido)]) ## No recuerdo bien el nombre de la matriz\n",
"Matriz_Dos_Velocidades_grafco = np.zeros([len(ValoresLinea),len(Muestreo_Rapido)]) ## No recuerdo bien el nombre de la matriz\n",
"\n",
"for i in range(len(ValoresLinea)):\n",
" Matriz_Dos_Velocidades[i,:] = Evaluacion_Señal_Lenta_Escalon(Muestreo_Rapido,Fesfasaje[i] ,Frecuencia_Portadora, Periodo_Pulso)\n",
" Matriz_Dos_Velocidades_grafco[i,:] = (Matriz_Dos_Velocidades[i,:] - 0.25*i)\n",
"\n",
"plt.figure()\n",
"for i in range(len(ValoresLinea)):\n",
" plt.plot(Muestreo_Rapido, Matriz_Dos_Velocidades_grafco[i,:])\n",
"plt.xlim([0.4*(10**(-7)), 0.5*(10**(-7))])\n",
"\n",
"for i in range(len(ValoresLinea)):\n",
" Matriz_Dos_Velocidades[i,:] = Evaluacion_Señal_Lenta_Escalon(Muestreo_Rapido,Fesfasaje[i] ,Frecuencia_Portadora, Periodo_Pulso)\n",
" Matriz_Dos_Velocidades_grafco[i,:] = (Matriz_Dos_Velocidades[i,:] - 0.5*i)\n",
"\n",
"plt.figure()\n",
"for i in range(len(ValoresLinea)):\n",
" plt.plot(Muestreo_Rapido, Matriz_Dos_Velocidades_grafco[i,:])\n",
"plt.xlim([0.415*(10**(-7)), 0.43*(10**(-7))])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "Invalid cutoff frequency: frequencies must be greater than 0 and less than fs/2.",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[5], line 28\u001b[0m\n\u001b[0;32m 25\u001b[0m \u001b[38;5;66;03m# Diseño de un filtro FIR pasabajos con la función firwin\u001b[39;00m\n\u001b[0;32m 26\u001b[0m \u001b[38;5;66;03m# La longitud del filtro puede ajustarse según el desempeño deseado (mayor longitud = mejor atenuación en la banda de stop)\u001b[39;00m\n\u001b[0;32m 27\u001b[0m orden_filtro \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m101\u001b[39m \u001b[38;5;66;03m# Orden del filtro FIR\u001b[39;00m\n\u001b[1;32m---> 28\u001b[0m filtro_pasabajo \u001b[38;5;241m=\u001b[39m \u001b[43msignal\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfirwin\u001b[49m\u001b[43m(\u001b[49m\u001b[43morden_filtro\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrecuencia_corte\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfrecuencia_muestreo\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 30\u001b[0m \u001b[38;5;66;03m# Aplicación del filtro a la señal\u001b[39;00m\n\u001b[0;32m 31\u001b[0m señal_demodulada \u001b[38;5;241m=\u001b[39m signal\u001b[38;5;241m.\u001b[39mlfilter(filtro_pasabajo, \u001b[38;5;241m1.0\u001b[39m, SeñalesSumadas)\n",
"File \u001b[1;32mc:\\Users\\Bruno\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\scipy\\signal\\_fir_filter_design.py:385\u001b[0m, in \u001b[0;36mfirwin\u001b[1;34m(numtaps, cutoff, width, window, pass_zero, scale, fs)\u001b[0m\n\u001b[0;32m 383\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAt least one cutoff frequency must be given.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 384\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cutoff\u001b[38;5;241m.\u001b[39mmin() \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m cutoff\u001b[38;5;241m.\u001b[39mmax() \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m--> 385\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInvalid cutoff frequency: frequencies must be \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 386\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgreater than 0 and less than fs/2.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 387\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39many(np\u001b[38;5;241m.\u001b[39mdiff(cutoff) \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m 388\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInvalid cutoff frequencies: the frequencies \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 389\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmust be strictly increasing.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
"\u001b[1;31mValueError\u001b[0m: Invalid cutoff frequency: frequencies must be greater than 0 and less than fs/2."
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"SeñalRecibida = Matriz_Dos_Velocidades[2,:]\n",
"\n",
"Señal1 = np.sin(Muestreo_Rapido*2*np.pi*Frecuencia_Portadora)* SeñalRecibida\n",
"Señal2 = np.sin(Muestreo_Rapido*2*np.pi*Frecuencia_Portadora + np.pi/2)* SeñalRecibida\n",
"\n",
"plt.figure()\n",
"plt.plot(Muestreo_Rapido, Señal1)\n",
"plt.plot(Muestreo_Rapido,Señal2)\n",
"plt.xlim([0.415*(10**(-7)), 0.43*(10**(-7))])\n",
"\n",
"SeñalesSumadas = Señal1 + Señal2\n",
"plt.figure()\n",
"plt.plot(Muestreo_Rapido, SeñalesSumadas)\n",
"plt.xlim([0.415*(10**(-7)), 0.43*(10**(-7))])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"499999999.99999994\n",
"2499999999.9999995\n"
]
}
],
"source": [
"print(1/Periodo_Pulso)\n",
"\n",
"print(Frecuencia_Portadora)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import scipy.signal as signal\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Suponiendo que 'señal_modulada' es la señal modulada que has obtenido después de la convolución con la portadora\n",
"# Definimos las variables\n",
"frecuencia_corte = 1/Periodo_Pulso * 5 # Frecuencia de corte del filtro pasabajos (en Hz)\n",
"#frecuencia_corte = Frecuencia_Portadora\n",
"\n",
"\n",
"# Diseño de un filtro FIR pasabajos con la función firwin\n",
"# La longitud del filtro puede ajustarse según el desempeño deseado (mayor longitud = mejor atenuación en la banda de stop)\n",
"orden_filtro = 2001 # Orden del filtro FIR\n",
"filtro_pasabajo = signal.firwin(orden_filtro, frecuencia_corte, fs=Frecuencia_Muestreo_Rapida, window='hamming')\n",
"\n",
"# Aplicación del filtro a la señal\n",
"señal_demodulada = signal.lfilter(filtro_pasabajo, 1.0, SeñalesSumadas)\n",
"\n",
"# Mostrar la señal original y la demodulada\n",
"plt.figure(figsize=(10, 6))\n",
"plt.subplot(2, 1, 1)\n",
"plt.plot(SeñalesSumadas[10000:12500]) # Mostrar solo una parte de la señal para claridad\n",
"plt.title('Señal Modulda DSB-SC')\n",
"\n",
"plt.subplot(2, 1, 2)\n",
"plt.plot(señal_demodulada[10000:12500]) # Mostrar la señal demodulada\n",
"plt.title('Señal Demodulada (Baseband)')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Segunda Simulacion: Exploracion de los metodos de analisis espectral\n",
"-------------------------------------------"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Frecuencia respiratoria: 0.279597545259111\n",
"Frecuencia cardiaca: 0.7890046601106091\n",
"Amplitud respiratoria 1.1605714451279328\n",
"Amplitud cardiaca 0.01731993941811405\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import scipy.signal as signal\n",
"import matplotlib.pyplot as plt\n",
"import random\n",
"import spectrum\n",
"\n",
"def Evaluacion_Señal_Lenta(Tiempo, Distancia, AmpResp, FrecResp, FaseResp, AmpCard, FrecCard, FaseCard):\n",
" # AmpResp es la Amplitud Respiratoria\n",
" # FrecResp es la Frecuencia Respiratoria\n",
" # FaseResp es la Fase de la señal de la respiracion\n",
" # AmpCard es la Amplitud Cardiaca\n",
" # FrecCard es la Frecuancia Cardiaca\n",
" # FaseCard es la Fase de la señal cardiaca\n",
" Señal_Respiratoria = AmpResp * np.sin(2*np.pi*FrecResp*Tiempo + FaseResp)\n",
" Señal_Cardiaca = AmpCard * np.sin(2*np.pi* FrecCard*Tiempo + FaseCard)\n",
" return Distancia + Señal_Respiratoria + Señal_Cardiaca\n",
"\n",
"###### Defino las constantes para las generaciones de los pulsos de señal lenta\n",
"### Comienzo por la definicion de las constantes de la señal lenta\n",
"Amplitud_Respiratoria_Minima = 0.4\n",
"Amplitud_Respiratoria_Maxima = 1.2\n",
"Amplitud_Cardiaca_Minima = 0.01 ## Este valor es un valor inicial para simular el ritmo cardiaco\n",
"Amplitud_Cardiaca_Maxima = 0.02 ## Este valor es un valor inicial para la simulacion del ritmo cardiaco\n",
"\n",
"Frecuencia_Respiratoria_Inferior = 0.1\n",
"Frecuencia_Respiratoria_Superior = 0.4\n",
"Frecuencia_Cardiaca_Superior = 60/60 ## Esto es 60 / frecuencia_Minima porque son ciclos por minuto y tengo que transformar a segundos\n",
"Frecuencia_Cardiaca_Inferior = 60/80 ##\n",
"\n",
"Distancia_Paciente_Minima = 400\n",
"Distancia_Paciente_Maxima = 1000\n",
"\n",
"Periodo_Muestreo_Lenta = 0.0001\n",
"\n",
"###### Comienzo las simulaciones de la señal lenta\n",
"### Muestra de las variables aleatorias\n",
"np.random.seed(42)\n",
"\n",
"Distancia_Paciente = np.random.uniform(Distancia_Paciente_Minima, Distancia_Paciente_Maxima) \n",
"\n",
"Amplitud_Respitatoria = np.random.uniform(low = Amplitud_Respiratoria_Minima, high = Amplitud_Respiratoria_Maxima, size = 1)\n",
"Amplitud_Cardiaca = np.random.uniform(low = Amplitud_Cardiaca_Minima, high = Amplitud_Cardiaca_Maxima, size = 1)\n",
"\n",
"Frecuencia_Respiratoria = np.random.uniform(low = Frecuencia_Respiratoria_Inferior, high = Frecuencia_Respiratoria_Superior, size = 1)\n",
"Frecuencia_Cardiaca = np.random.uniform(low = Frecuencia_Cardiaca_Inferior, high = Frecuencia_Cardiaca_Superior, size = 1)\n",
"\n",
"Fase_Respiracion = np.random.uniform(0, np.pi)\n",
"Fase_Cardiaca = np.random.uniform(0, np.pi)\n",
"\n",
"### Muestreo la señal lenta generada / Genero la señal lenta\n",
"Timepo_Inicio = 0\n",
"Tiempo_Fin = 1000\n",
"ValoresLinea = np.linspace(Timepo_Inicio,Tiempo_Fin,int(Tiempo_Fin/Periodo_Muestreo_Lenta))\n",
"Resultado_Desfasaje = Evaluacion_Señal_Lenta(ValoresLinea, Distancia_Paciente, Amplitud_Respitatoria, Frecuencia_Respiratoria,\n",
" Fase_Respiracion, Amplitud_Cardiaca, Frecuencia_Cardiaca, Fase_Cardiaca)\n",
"\n",
"plt.figure()\n",
"plt.plot(ValoresLinea,Resultado_Desfasaje)\n",
"plt.grid()\n",
"\n",
"print(\"Frecuencia respiratoria:\",Frecuencia_Respiratoria[0])\n",
"print(\"Frecuencia cardiaca:\", Frecuencia_Cardiaca[0])\n",
"\n",
"print(\"Amplitud respiratoria\", Amplitud_Respitatoria[0])\n",
"print(\"Amplitud cardiaca\", Amplitud_Cardiaca[0])\n"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Estimacion_PMUSIC = spectrum.pmusic(Resultado_Desfasaje, IP=100, NSIG=20, sampling=1/Periodo_Muestreo_Lenta)\n",
"Fig_MMUSIC = Estimacion_PMUSIC.plot()\n",
"\n",
"# Obtener la figura y los ejes\n",
"fig = plt.gcf()\n",
"ax = fig.axes[0]\n",
"\n",
"# Establecer los límites de los ejes\n",
"ax.set_xlim([0, 2]) # Reemplaza f_min y f_max por los valores deseados\n",
"#ax.set_ylim([p_min, p_max]) # Reemplaza p_min y p_max por los valores deseados\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()\n",
"\n",
"Fig_MMUSIC = Estimacion_PMUSIC.plot()\n",
"\n",
"fig1 = plt.gcf()\n",
"\n",
"ax1 = fig1.axes[0]\n",
"\n",
"ax1.set_xlim([0, 0.5]) # Reemplaza f_min y f_max por los valores deseados\n",
"#ax.set_ylim([p_min, p_max]) # Reemplaza p_min y p_max por los valores deseados\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()\n",
"\n",
"Fig_MMUSIC = Estimacion_PMUSIC.plot()\n",
"\n",
"fig1 = plt.gcf()\n",
"\n",
"ax1 = fig1.axes[0]\n",
"\n",
"ax1.set_xlim([0, 0.1]) # Reemplaza f_min y f_max por los valores deseados\n",
"#ax.set_ylim([p_min, p_max]) # Reemplaza p_min y p_max por los valores deseados\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()\n",
"\n",
"Fig_MMUSIC = Estimacion_PMUSIC.plot()\n",
"\n",
"fig1 = plt.gcf()\n",
"\n",
"ax1 = fig1.axes[0]\n",
"\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "PrimerKernel",
"language": "python",
"name": "primerkernel"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}