Lugovtsov/vaki-autoelectron-emission/plots.ipynb
2023-10-07 19:38:12 +03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"id": "3e9c91d2-a8a3-4cf4-a3bd-682f4979776a",
"metadata": {},
"outputs": [],
"source": [
"# %load /home/glebi/git/experiment-automation/processing_tools.py\n",
"import numpy as np\n",
"from scipy.optimize import curve_fit\n",
"import pandas as pd\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import scienceplots\n",
"\n",
"plt.style.use(['science', 'russian-font'])\n",
"plt.style.use([\"bright\"])\n",
"\n",
"matplotlib.rcParams.update({\n",
" 'figure.figsize': [6, 4],\n",
" 'savefig.facecolor': 'white',\n",
" 'figure.dpi': 200.0,\n",
" 'font.size': 12.0,\n",
"})\n",
"\n",
"def line_func(x, arg1, arg2):\n",
" return x * arg1 + arg2"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "5e765906-9269-4ba2-81ba-fb2fd3d798f1",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(\"VAH.csv\")\n",
"cols = df.columns\n",
"\n",
"plt.plot(df[cols[0]] * 1e-3, df[cols[1]]*1e-1, marker=\".\", lw=.5, color=\"C2\", ls=\"--\")\n",
"plt.xlabel(\"Напряжение, кВ\")\n",
"plt.ylabel(\"Сила тока, мкА\")\n",
"\n",
"plt.savefig(\"hand-VAH.png\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d084ce30-37aa-440c-ab41-591ab094d21f",
"metadata": {},
"source": [
"сопротивление нашей цепи"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "5b0cd085-4398-4b10-b6cc-3147d4e616f8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13991140.642303433"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"1263.4 / (903e-7)"
]
},
{
"cell_type": "markdown",
"id": "cd1ec375-3bdd-4bcb-88a0-fa6dcf173ec4",
"metadata": {},
"source": [
"максимальное напряжение на резисторе, который снимает ток"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "cfe69bd0-e5c9-45af-826b-22e759bc6eca",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8.32"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"1600e-7 * 52e3"
]
},
{
"cell_type": "markdown",
"id": "6a53d766-e438-4378-b7b0-db3c46578f2c",
"metadata": {},
"source": [
"аналитическая функция вах"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8a4273c4-db67-40b9-b887-926d8e6866e1",
"metadata": {},
"outputs": [],
"source": [
"# def vah_func(u):\n",
"# return S_e * (1.537e10 / )"
]
},
{
"cell_type": "markdown",
"id": "59f5605a-6a22-49de-98a2-bc83e9d8d49b",
"metadata": {},
"source": [
"обработка данных"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "87f15973-cb08-477e-a81d-2a81e1536105",
"metadata": {},
"outputs": [],
"source": [
"U_min = 900\n",
"R = 26.99e3 # Ом\n",
"\n",
"column_names = [\"Voltage\", \"Current\"]\n",
"\n",
"experiment_names = [\"Первая серия измерений\", \"Вторая серия измерений\"]\n",
"file_idxs = [[1, 2, 3], [4, 5]]\n",
"\n",
"dots_result = [None, None]\n",
"ex_result = [None, None]\n",
"\n",
"for num, (ex_name, f_idxs) in enumerate(zip(experiment_names, file_idxs)):\n",
" result = pd.DataFrame(columns=column_names)\n",
"\n",
" for i in f_idxs:\n",
" df = pd.read_csv(f\"RISING-{i}.csv\", header = None)\n",
" df = df.loc[lambda x : x[4] > U_min]\n",
"\n",
" U = df[4] # В\n",
" U_cur = df[10]\n",
" I = U_cur / R # А\n",
"\n",
" result = pd.concat([result, pd.concat(dict(zip(column_names, [U, I])), axis=1)], ignore_index=True)\n",
" \n",
" result[\"Current\"] -= min(result[\"Current\"])\n",
" ex_result[num] = result.groupby(\"Voltage\").mean().reset_index()\n",
" dots_result[num] = result"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "24817123-a6cd-47a5-a153-7d4e6ab68135",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for num, (ex_name, dots, line) in enumerate(zip(experiment_names, dots_result, ex_result)):\n",
" plt.plot(dots[\"Voltage\"]*1e-3, dots[\"Current\"]*1e6, alpha=0.01, ls=\"\", marker=\".\", markersize=2, color=f\"C{num}\")\n",
" plt.plot(line[\"Voltage\"]*1e-3, line[\"Current\"]*1e6, lw=1.5, alpha=1, color=f\"C{num}\", label=ex_name)\n",
"else:\n",
" df = pd.read_csv(\"VAH.csv\")\n",
" cols = df.columns\n",
" plt.plot(df[cols[0]]*1e-3, df[cols[1]]*1e-1, marker=\".\", lw=1, markersize=3, ls=\"--\", color=\"C2\", label=\"Ручные измерения\")\n",
" \n",
"plt.xlabel(fr\"Напряжение, кВ\")\n",
"plt.ylabel(fr\"Сила тока, мкА\")\n",
"# plt.yscale(\"log\")\n",
"\n",
"plt.legend()\n",
"plt.savefig(\"all-VAH.png\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8c61ec35-5368-4a1c-8708-9f5b08d969f7",
"metadata": {},
"source": [
"### Прямые с осциллографа"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f964e34e-f019-49d3-9815-86764aad6a64",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0: k= -10.50\tb= -15.26\n",
"1: k= -7.50\tb= -17.57\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"opt_arr = []\n",
"for num, (ex_name, line) in enumerate(zip(experiment_names, ex_result)):\n",
" x = 1e3 / line[\"Voltage\"]\n",
" y = np.log(line[\"Current\"]) - 2 * np.log(line[\"Voltage\"])\n",
" \n",
" popt, pcov = curve_fit(line_func, x, y)\n",
" print(f\"{num}: k= {popt[0]:.2f}\\tb= {popt[1]:.2f}\")\n",
" opt_arr.append(popt)\n",
" \n",
" plt.plot(x, y, ls=\"\", marker=\".\", markersize=5, color=f\"C{num}\", label=ex_name)\n",
" plt.plot(x, line_func(x, *popt), lw=0.5, alpha=.5, color=f\"C{num}\")\n",
"\n",
"plt.xlabel(r\"$\\dfrac {10^3} U$, у.е.\")\n",
"plt.ylabel(r\"$\\log \\dfrac I {U^2}$, у.е.\")\n",
"\n",
"plt.legend()\n",
"plt.savefig(\"osc-NORDGAME-FAULER.png\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "bb204b4f-dc40-4da5-bb0f-465162d6460f",
"metadata": {},
"source": [
"### Прямая ручная"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6b0c2a09-1033-43c5-baa4-02616c6bdb91",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1: k= -11.41\tb= -14.52\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(\"VAH.csv\")\n",
"cols = df.columns\n",
"\n",
"volt_h = df[cols[0]]\n",
"curr_h = df[cols[1]]*1e-7\n",
"\n",
"x = 1e3 / volt_h\n",
"y = np.log(curr_h) - 2 * np.log(volt_h)\n",
"\n",
"popt, pcov = curve_fit(line_func, x, y)\n",
"print(f\"{num}: k= {popt[0]:.2f}\\tb= {popt[1]:.2f}\")\n",
"opt_arr.append(popt)\n",
"\n",
"plt.plot(x, y, ls=\"\", marker=\".\", markersize=5, color=f\"C2\", label=\"Ручные измерения\")\n",
"plt.plot(x, line_func(x, *popt), lw=0.5, alpha=.5, color=f\"C2\")\n",
"\n",
"plt.xlabel(r\"$\\dfrac {10^3} U$, у.е.\")\n",
"plt.ylabel(r\"$\\log \\dfrac I {U^2}$, у.е.\")\n",
"\n",
"plt.legend()\n",
"plt.savefig(\"hand-NORDGAME-FAULER.png\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a212083d-2d53-4522-860d-8eba58766461",
"metadata": {},
"source": [
"### Все вместе"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "d668aa7a-0a40-475b-9876-698f4bc62c0a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for num, (ex_name, line) in enumerate(zip(experiment_names, ex_result)):\n",
" x = 1e3 / line[\"Voltage\"]\n",
" y = np.log(line[\"Current\"]) - 2 * np.log(line[\"Voltage\"])\n",
" \n",
" plt.plot(x, y, ls=\"\", marker=\".\", markersize=4, color=f\"C{num}\", label=ex_name)\n",
" plt.plot(x, line_func(x, *(opt_arr[num])), lw=1, color=f\"C{num}\")\n",
"else:\n",
" x = 1e3 / volt_h\n",
" y = np.log(curr_h) - 2 * np.log(volt_h)\n",
"\n",
" plt.plot(x, y, ls=\"\", marker=\".\", markersize=4, color=f\"C2\", label=\"Ручные измерения\")\n",
" plt.plot(x, line_func(x, *(opt_arr[-1])), lw=1, color=f\"C2\")\n",
" \n",
"plt.xlabel(r\"$\\dfrac {10^3} U$, у.е.\")\n",
"plt.ylabel(r\"$\\log \\dfrac I {U^2}$, у.е.\")\n",
"\n",
"plt.legend()\n",
"plt.savefig(\"osc-NORDGAME-FAULER.png\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "31fee377-ff25-4382-8f41-228790745a73",
"metadata": {},
"source": [
"Угол наклона полученной прямой получается по формуле\n",
"\n",
"$\\tan \\alpha = -0.683 \\cdot \\dfrac {\\phi^\\frac 3 2} \\beta$\n",
"\n",
"зная $\\phi = 4.5$ эВ -- работу выхода, находим $\\beta$ -- форм-фактор острия:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "21ac3719-9a57-4f80-9858-fc3c018fb1ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"beta:\t6.21e-01\n",
"beta:\t8.69e-01\n",
"beta:\t5.71e-01\n"
]
}
],
"source": [
"for opt in opt_arr:\n",
" tan_a = opt[0]\n",
" beta = -0.683 * (4.5**(3/2)) / tan_a\n",
" print(f\"beta:\\t{beta:.2e}\")"
]
},
{
"cell_type": "markdown",
"id": "d030c573-6440-4bcc-bab6-2887bd67624d",
"metadata": {},
"source": [
"# тоже самое, но для каждого файла в отдельности"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "9e61c01d-77b7-4984-b906-68f55031aed4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['RISING-1.csv',\n",
" 'RISING-2.csv',\n",
" 'RISING-3.csv',\n",
" 'RISING-4.csv',\n",
" 'RISING-5.csv',\n",
" 'BOTH-1.csv',\n",
" 'BOTH-2.csv',\n",
" 'BOTH-3.csv']"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"file_names = [f\"RISING-{i}.csv\" for i in range(1, 6)] + [f\"BOTH-{i}.csv\" for i in range(1, 4)]\n",
"file_names"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "cef56c78-13e9-435f-b84e-9549f195e647",
"metadata": {},
"outputs": [],
"source": [
"U_min = 900\n",
"R = 26.99e3 # Ом\n",
"\n",
"column_names = [\"Voltage\", \"Current\"]\n",
"dots_result = []\n",
"\n",
"for num, f_name in enumerate(file_names):\n",
" result = pd.DataFrame(columns=column_names)\n",
"\n",
" df = pd.read_csv(f_name, header = None)\n",
" df = df.loc[lambda x : x[4] > U_min]\n",
"\n",
" U = df[4] # В\n",
" U_cur = df[10]\n",
" I = U_cur / R # А\n",
"\n",
" result = pd.concat([result, pd.concat(dict(zip(column_names, [U, I])), axis=1)], ignore_index=True)\n",
" \n",
" result[\"Current\"] -= min(result[\"Current\"])\n",
" dots_result.append(result.groupby(\"Voltage\").mean().reset_index())"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "ec61c33d-578b-45e4-9146-049724620a32",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0: k= -15.31\tb= -11.32\n",
"1: k= -10.81\tb= -14.96\n",
"2: k= -15.25\tb= -11.58\n",
"3: k= -10.82\tb= -15.03\n",
"4: k= -7.69\tb= -17.53\n",
"5: k= -7.45\tb= -17.89\n",
"6: k= -7.95\tb= -17.49\n",
"7: k= -7.96\tb= -17.50\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"opt_arr = []\n",
"for num, (f_name, line) in enumerate(zip(file_names, dots_result)):\n",
" x = 1e3 / line[\"Voltage\"]\n",
" y = np.log(line[\"Current\"]) - 2 * np.log(line[\"Voltage\"])\n",
" \n",
" popt, pcov = curve_fit(line_func, x, y)\n",
" print(f\"{num}: k= {popt[0]:.2f}\\tb= {popt[1]:.2f}\")\n",
" opt_arr.append(popt)\n",
" \n",
" plt.plot(x, y, ls=\"--\", marker=\".\", markersize=5, color=f\"C{num}\", label=f_name)\n",
" # plt.plot(x, line_func(x, *popt), lw=0.5, alpha=.5, color=f\"C{num}\")\n",
"\n",
"plt.xlabel(r\"$\\dfrac {10^3} U$, у.е.\")\n",
"plt.ylabel(r\"$\\log \\dfrac I {U^2}$, у.е.\")\n",
"\n",
"plt.legend()\n",
"plt.savefig(\"separ-NORDGAME-FAULER.png\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "285e6509-6d8b-4235-8fc8-1134142e685d",
"metadata": {},
"outputs": [],
"source": [
"opt_arr = np.array(opt_arr)\n",
"k_arr = opt_arr.T[0]\n",
"b_arr = opt_arr.T[1]"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "90c41f99-6ee6-43e1-abd5-9957a1df13ff",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\\begin{tabular}{rrrrrrrr}\n",
"\\hline\n",
" -15.31 & -10.81 & -15.25 & -10.82 & -7.69 & -7.45 & -7.95 & -7.96 \\\\\n",
" -11.32 & -14.96 & -11.58 & -15.03 & -17.53 & -17.89 & -17.49 & -17.50 \\\\\n",
"\\hline\n",
"\\end{tabular}\n"
]
}
],
"source": [
"from tabulate import tabulate\n",
"print(tabulate(opt_arr.T, tablefmt=\"latex\", floatfmt=\".2f\"))"
]
},
{
"cell_type": "markdown",
"id": "4b8623ef-91d3-455d-9093-8c2a60201356",
"metadata": {},
"source": [
"### Первый и второй случаи (b от ln -k)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "5af98fb6-4675-493e-aad6-19a8810a096a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"k= 8.97\tb= -36.05\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.log(-k_arr)\n",
"y = b_arr\n",
"\n",
"popt, pcov = curve_fit(line_func, x, y)\n",
"print(f\"k= {popt[0]:.2f}\\tb= {popt[1]:.2f}\")\n",
"\n",
"plt.plot(x, y, ls=\"\", marker=\".\", markersize=5, color=f\"C0\", label=\"Коэффициенты прямой\")\n",
"plt.plot(x, line_func(x, *popt), lw=0.5, alpha=.5, color=f\"C0\")\n",
"\n",
"plt.xlabel(r\"$b$, у.е.\")\n",
"plt.ylabel(r\"$\\log -k$, у.е.\")\n",
"\n",
"plt.legend()\n",
"plt.savefig(\"separ-1-KOEF.png\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9591a07f-d002-4b3c-b329-cfc1823e5080",
"metadata": {},
"source": [
"### Третий случай (b + 2 * log(-k) от exp(-b / 2))"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "0202a50a-02d6-40dd-8d79-854d179273e4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"k= -0.00\tb= -6.90\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.exp(-b_arr / 2)\n",
"y = b_arr + 2 * np.log(-k_arr)\n",
"\n",
"popt, pcov = curve_fit(line_func, x, y)\n",
"print(f\"k= {popt[0]:.2f}\\tb= {popt[1]:.2f}\")\n",
"\n",
"plt.plot(x, y, ls=\"\", marker=\".\", markersize=5, color=f\"C0\", label=\"Коэффициенты прямой\")\n",
"plt.plot(x, line_func(x, *popt), lw=0.5, alpha=.5, color=f\"C0\")\n",
"\n",
"plt.xlabel(r\"$\\exp{-b / 2}$, у.е.\")\n",
"plt.ylabel(r\"$b + 2\\log{-k}$, у.е.\")\n",
"\n",
"plt.legend()\n",
"plt.savefig(\"separ-3-KOEF.png\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "8dfd4820-1065-4364-abe3-498825506a74",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"idx = 900\n",
"U_min = 800\n",
"\n",
"for i in range(1, 4):\n",
" df = pd.read_csv(f\"BOTH-{i}.csv\", header = None)\n",
" data = [None, None]\n",
" df = df.loc[lambda x : x[4] > U_min]\n",
" \n",
" data[0] = df.loc[lambda x : x.index < idx]\n",
" data[1] = df.loc[lambda x : x.index >= idx]\n",
" \n",
" for (i, d) in enumerate(data):\n",
" U = d[4] * 1e-3 # кВ\n",
" U_res = d[10]\n",
" R = 26.99e3 # Ом\n",
" I = U_res / R * 1e6 # мкА\n",
"\n",
" plt.plot(U, I, lw=5, alpha=0.2, ls=\"\", marker=\"o\", markersize=4, color=f\"C{i}\")\n",
" \n",
" \n",
"plt.xlabel(fr\"Напряжение, кВ\")\n",
"plt.ylabel(fr\"Сила тока, мкА\")\n",
"# plt.yscale(\"log\")\n",
"\n",
"plt.savefig(\"all-VAH-BOTH.png\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d2dc3e7e-c3bd-4dfe-9b14-26e190916c39",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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