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https://github.com/galera951/experiment-automation.git
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343 lines
126 KiB
Plaintext
343 lines
126 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "80b69570-3c97-4533-a6e0-f5e254110784",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"from scipy.optimize import curve_fit\n",
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"import pandas as pd\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"import matplotlib\n",
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"import scienceplots\n",
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"\n",
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"plt.style.use(['science', 'russian-font'])\n",
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"\n",
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"matplotlib.rcParams.update({\n",
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" 'figure.figsize': [6, 4],\n",
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" 'savefig.facecolor': 'white',\n",
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" 'figure.dpi': 150.0,\n",
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" 'font.size': 12.0,\n",
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"})"
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]
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},
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{
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"cell_type": "markdown",
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"id": "287d428d-047c-4f87-a3d2-dd87b14ed429",
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"metadata": {},
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"source": [
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"При увеличении частоты УЗ волн расстояние между полосами увеличивается"
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]
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},
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{
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"cell_type": "markdown",
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"id": "d957de11-49fd-40a5-8788-54bde84a02dd",
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"metadata": {},
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"source": [
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"## Первый способ"
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]
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},
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{
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"cell_type": "markdown",
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"id": "212f0889-b035-48c6-a902-5e3696c27e61",
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"metadata": {
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"tags": []
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},
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"source": [
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"**Расстояние между наиболее чёткими дифракционными картинами**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "8c92872b-c1dc-4c49-abdb-5a0542e1312c",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"1568.356"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"Lambda = 50+38-14\n",
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"Lambda = Lambda * 10 * 2 # в микронах удвоенное +- 2 микрона\n",
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"\n",
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"Lambda = Lambda * 1e-6 # длина УЗ волны в м\n",
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"nu = 1.0597e6 # частота в Гц\n",
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"\n",
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"v = Lambda * nu # Скорость звука в воде по формуле (5)\n",
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"v"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "ecfa5265-d5d0-4194-94e1-82b48d7689b4",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"1480"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"Lambda = 50+38-14\n",
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"Lambda = Lambda * 10 * 2 # в микронах удвоенное +- 2 микрона\n",
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"Lambda"
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]
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},
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{
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"cell_type": "markdown",
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"id": "d3f7247d-7b4c-4c6e-8ec5-88d9becaf144",
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"metadata": {},
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"source": [
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"## Второй способ"
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]
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},
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{
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"cell_type": "markdown",
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"id": "c7011dfa-0db8-4cff-bbb8-cc4e42836911",
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"metadata": {},
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"source": [
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"**Положения максимумов на разных частотах** в делениях винта (цена -- 4 мкм, погр 4 мкм)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "eae1dcdf-7f12-4cc0-b47c-950502dbd13b",
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"metadata": {},
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"outputs": [],
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"source": [
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"x_array = np.array([\n",
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" (1.059, 3, [-106, -69, -34, 2, 36, 72, 108]),\n",
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" # (2.898, 2, [-194, -96, 1, 101, 199]),\n",
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" (1.210, 2, [-81, -40, 0, 42, 81]),\n",
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" # (2.951, 1, [-98, 0, 99]),\n",
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" (0.902, 2, [-58, -29, 1, 30, 61]),\n",
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" (0.294, 1, [-10, 0, 9]),\n",
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" (0.439, 2, [-29, -14, 0, 16, 30]),\n",
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" (0.669, 2, [-47, -24, 0, 23, 46])\n",
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"],\n",
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"dtype=[('frequency', 'f4'), ('count', 'i4'), ('data', 'O')])\n",
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"x_array.sort(0)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "e4bb6e63-0945-4fb8-86e2-a122a27342b5",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 900x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 900x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"k1 = []\n",
|
||
"for x in x_array:\n",
|
||
" count = x['count']\n",
|
||
" m = np.linspace(-count, count, count * 2 + 1, dtype=np.int32)\n",
|
||
" y = 4 * np.array(x['data'])\n",
|
||
" y = y - y[count]\n",
|
||
" k1.append(np.mean(y[count+1:] / m[count+1:]))\n",
|
||
" \n",
|
||
" plt.errorbar(m, y, yerr=4, label=f'${x[\"frequency\"]:.2f}$ MHz', marker='.')\n",
|
||
" \n",
|
||
"plt.xlabel('Номер максимума', fontsize='small')\n",
|
||
"plt.ylabel('Расстояние до центрального максимума, мкм', fontsize='small')\n",
|
||
"plt.legend(frameon=True, fontsize='x-small')\n",
|
||
"plt.savefig(r'images/r_on_m.svg')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"k2 = np.mean(k1 / x_array['frequency'])\n",
|
||
"plt.errorbar(x_array['frequency'], k1, marker='.', ls='', ms=6)\n",
|
||
"plt.plot(x_array['frequency'], k2 * x_array['frequency'], color='C0', lw=1)\n",
|
||
"plt.ylabel(r'$\\Delta x_m / \\Delta m$', fontsize='small')\n",
|
||
"plt.xlabel(r'Частота, МГц', fontsize='small')\n",
|
||
"plt.savefig(r'images/deltax_on_nu.svg')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4a240cce-bfaf-4f8b-becf-17e1f7724fba",
|
||
"metadata": {},
|
||
"source": [
|
||
"Полоса пропускания красного фильтра 6400+-200 ангстрем"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "921a119b-62b2-45bb-9982-c8d80e12ff31",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"1440.463516686639"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"f = 30e-2\n",
|
||
"lamb = 640e-9\n",
|
||
"v = f * lamb / k2 * 1e12 # по формулам 5, 6\n",
|
||
"v"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "34ee029f-b068-404b-8547-c5ac67ead220",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Третий способ"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "332667c3-7164-4702-a533-18f74ca7f67a",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Длина волны по методу тёмного поля от частоты**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "943094f5-a196-4dfe-823b-cdae8f375a30",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"s = '''lambda[del]/2,nu[MHz]\n",
|
||
"27.33,0.599\n",
|
||
"22.00,0.708\n",
|
||
"17.60,0.901\n",
|
||
"15.33,1.023\n",
|
||
"13.14,1.243\n",
|
||
"5.53,2.889\n",
|
||
"5.33,2.980'''\n",
|
||
"s = s.split('\\n')\n",
|
||
"\n",
|
||
"df = pd.DataFrame([list(map(float, i.split(','))) for i in s[1:]], columns=s[0].split(','))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "fafead29-8ce6-420f-aa62-fa24afac5c29",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"1484.112292358804"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"k = 2 / 43 # Цена деления окулярной шкалы микроскопа, мм\n",
|
||
"\n",
|
||
"Lambda_temn = df[df.columns[0]]*2 * k * 1e-3 # длина волны по методу темн поля\n",
|
||
"nu_temn = df[df.columns[1]] * 1e6 # частота\n",
|
||
"\n",
|
||
"v = np.mean(nu_temn * Lambda_temn)\n",
|
||
"v"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2f54defb-0072-4cdf-a30b-05351cfd5197",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Дополнительно"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5eed1189-92d8-4317-9b40-e0a9ea938af2",
|
||
"metadata": {},
|
||
"source": [
|
||
"При перемещении проволоки стало ничего не видно"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "17885155-3769-426f-8be1-62ad3275d077",
|
||
"metadata": {},
|
||
"source": [
|
||
"Второе явление обяснить"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.10.10"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|