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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_calib = ra.loc[ra.label.str.startswith('Max'), 'data'].values.astype(float)\n", + "e_calib = [4.784, 5.490, 6.002, 7.687]\n", + "\n", + "(k_calib, b_calib), cov = np.polyfit(n_calib, e_calib, deg=1, cov=True)\n", + "cov = np.sqrt(cov.diagonal())\n", + "\n", + "plt.scatter(n_calib, e_calib)\n", + "plt.plot(n_calib, n_calib*k_calib+b_calib)\n", + "plt.xlabel(r\"$N_i$\", fontsize=16)\n", + "plt.ylabel(r\"$E_i, МэВ$\", fontsize=16)\n", + "print(k_calib, b_calib, cov)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "def toE(x):\n", + " return x*k_calib + b_calib" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4.0, 8.0)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " amp label data\n", + "0 0 \n", + "1 0 \n", + "2 0 Max1 1738.639\n", + "3 0 HWHH 18.0629\n", + "4 0 Integral 6.734" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pu = pd.read_excel('./pu.xlsx', header=None)\n", + "pu.drop(columns=1, inplace=True)\n", + "pu.columns = ['amp', 'label', 'data']\n", + "pu.fillna('', inplace=True)\n", + "pu.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4.5, 6.0)" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ], + "text/plain": [ + " amp label data\n", + "0 0 Max1 1388.36534\n", + "1 0 HWHH 49.67623\n", + "2 0 Integral 1.025753\n", + "3 0 \n", + "4 0 Max2 1566.426348" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "u = pd.read_excel('./u.xlsx', header=None)\n", + "u.drop(columns=1, inplace=True)\n", + "u.columns = ['amp', 'label', 'data']\n", + "u.fillna('', inplace=True)\n", + "u.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3.0, 6.0)" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " amp label data\n", + "0 0 \n", + "1 0 Max1 1581.10229\n", + "2 0 HWHH 17.9732\n", + "3 0 Integral 1.750395\n", + "4 0 " + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "auth = pd.read_excel('./auth.xlsx', header=None)\n", + "auth.drop(columns=1, inplace=True)\n", + "auth.columns = ['amp', 'label', 'data']\n", + "auth.fillna('', inplace=True)\n", + "auth.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4.0, 6.0)" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
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$N_i$$\\Delta N_i$$E_i$$\\Delta E_i$$R_i$$R_\\text{фл}$
Образец
${ }^{239} \\mathrm{Pu}$1738.63900018.0629005.2172790.0555190.0103890.000831
${ }^{239} \\mathrm{Pu}$1845.02479012.3447495.5442700.0379430.0066910.000806
${ }^{226} \\mathrm{Ra}$1594.68780030.2240004.7748250.0928980.0189530.000868
${ }^{226} \\mathrm{Ra}$1828.16377726.1500905.4924460.0803760.0143040.000810
${ }^{226} \\mathrm{Ra}$1998.10760023.1827006.0147920.0712550.0116020.000774
${ }^{226} \\mathrm{Ra}$2540.18378724.5099507.6809380.0753350.0096490.000685
${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$1581.10229017.9732004.7330680.0552430.0113680.000872
${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$1841.89129618.6075545.5346390.0571930.0101020.000807
${ }^{238} \\mathrm{U}$1388.36534049.6762304.1406640.1526870.0357800.000932
${ }^{238} \\mathrm{U}$1566.42634869.0020004.6879590.2120870.0440510.000876
\n", + "
" + ], + "text/plain": [ + " $N_i$ $\\Delta N_i$ \\\n", + "Образец \n", + "${ }^{239} \\mathrm{Pu}$ 1738.639000 18.062900 \n", + "${ }^{239} \\mathrm{Pu}$ 1845.024790 12.344749 \n", + "${ }^{226} \\mathrm{Ra}$ 1594.687800 30.224000 \n", + "${ }^{226} \\mathrm{Ra}$ 1828.163777 26.150090 \n", + "${ }^{226} \\mathrm{Ra}$ 1998.107600 23.182700 \n", + "${ }^{226} \\mathrm{Ra}$ 2540.183787 24.509950 \n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 1581.102290 17.973200 \n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 1841.891296 18.607554 \n", + "${ }^{238} \\mathrm{U}$ 1388.365340 49.676230 \n", + "${ }^{238} \\mathrm{U}$ 1566.426348 69.002000 \n", + "\n", + " $E_i$ $\\Delta E_i$ \\\n", + "Образец \n", + "${ }^{239} \\mathrm{Pu}$ 5.217279 0.055519 \n", + "${ }^{239} \\mathrm{Pu}$ 5.544270 0.037943 \n", + "${ }^{226} \\mathrm{Ra}$ 4.774825 0.092898 \n", + "${ }^{226} \\mathrm{Ra}$ 5.492446 0.080376 \n", + "${ }^{226} \\mathrm{Ra}$ 6.014792 0.071255 \n", + "${ }^{226} \\mathrm{Ra}$ 7.680938 0.075335 \n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 4.733068 0.055243 \n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 5.534639 0.057193 \n", + "${ }^{238} \\mathrm{U}$ 4.140664 0.152687 \n", + "${ }^{238} \\mathrm{U}$ 4.687959 0.212087 \n", + "\n", + " $R_i$ $R_\\text{фл}$ \n", + "Образец \n", + "${ }^{239} \\mathrm{Pu}$ 0.010389 0.000831 \n", + "${ }^{239} \\mathrm{Pu}$ 0.006691 0.000806 \n", + "${ }^{226} \\mathrm{Ra}$ 0.018953 0.000868 \n", + "${ }^{226} \\mathrm{Ra}$ 0.014304 0.000810 \n", + "${ }^{226} \\mathrm{Ra}$ 0.011602 0.000774 \n", + "${ }^{226} \\mathrm{Ra}$ 0.009649 0.000685 \n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 0.011368 0.000872 \n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 0.010102 0.000807 \n", + "${ }^{238} \\mathrm{U}$ 0.035780 0.000932 \n", + "${ }^{238} \\mathrm{U}$ 0.044051 0.000876 " + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "maximums = pd.DataFrame([tmp_maxes, tmp_hwhh], columns=tmp_labels).transpose()\n", + "maximums.index.name = 'Образец'\n", + "maximums.columns = ['$N_i$', '$\\Delta N_i$']\n", + "maximums.loc[:, '$E_i$'] = toE(maximums['$N_i$'])\n", + "maximums.loc[:, '$\\Delta E_i$'] = k_calib*(maximums['$\\Delta N_i$'])\n", + "maximums.loc[:, '$R_i$'] = maximums.loc[:, '$\\Delta N_i$']/maximums.loc[:, '$N_i$']\n", + "maximums.loc[:, '$R_\\\\text{фл}$'] = 1/np.sqrt(maximums.loc[:, '$E_i$']/3.6e-6)\n", + "maximums" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\begin{table}[c]\n", + "\\begin{tabular}{lrrrrrr}\n", + "\\toprule\n", + "Образец & $N_i$ & $\\Delta N_i$ & $E_i$ & $\\Delta E_i$ & $R_i$ & $R_\\text{фл}$ \\\\\n", + "\\midrule\n", + "${ }^{239} \\mathrm{Pu}$ & 1738.639 & 18.063 & 5.217 & 0.056 & 0.010 & 8.31e-04 \\\\\n", + "${ }^{239} \\mathrm{Pu}$ & 1845.025 & 12.345 & 5.544 & 0.038 & 0.007 & 8.06e-04 \\\\\n", + "${ }^{226} \\mathrm{Ra}$ & 1594.688 & 30.224 & 4.775 & 0.093 & 0.019 & 8.68e-04 \\\\\n", + "${ }^{226} \\mathrm{Ra}$ & 1828.164 & 26.150 & 5.492 & 0.080 & 0.014 & 8.10e-04 \\\\\n", + "${ }^{226} \\mathrm{Ra}$ & 1998.108 & 23.183 & 6.015 & 0.071 & 0.012 & 7.74e-04 \\\\\n", + "${ }^{226} \\mathrm{Ra}$ & 2540.184 & 24.510 & 7.681 & 0.075 & 0.010 & 6.85e-04 \\\\\n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ & 1581.102 & 17.973 & 4.733 & 0.055 & 0.011 & 8.72e-04 \\\\\n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ & 1841.891 & 18.608 & 5.535 & 0.057 & 0.010 & 8.07e-04 \\\\\n", + "${ }^{238} \\mathrm{U}$ & 1388.365 & 49.676 & 4.141 & 0.153 & 0.036 & 9.32e-04 \\\\\n", + "${ }^{238} \\mathrm{U}$ & 1566.426 & 69.002 & 4.688 & 0.212 & 0.044 & 8.76e-04 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\end{table}\n", + "\n" + ] + } + ], + "source": [ + "print(\n", + "maximums.reset_index().style.format(precision=3, formatter={\n", + " '$R_\\\\text{фл}$': \"{:.2e}\",\n", + "}).hide(axis=0).to_latex(\n", + " hrules=True, position='c'\n", + ")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Образец\n", + "${ }^{239} \\mathrm{Pu}$ 0.009558\n", + "${ }^{239} \\mathrm{Pu}$ 0.005885\n", + "${ }^{226} \\mathrm{Ra}$ 0.018085\n", + "${ }^{226} \\mathrm{Ra}$ 0.013494\n", + "${ }^{226} \\mathrm{Ra}$ 0.010829\n", + "${ }^{226} \\mathrm{Ra}$ 0.008964\n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 0.010495\n", + "${ }^{241} \\mathrm{Am} + ^{230} \\mathrm{Th}$ 0.009296\n", + "${ }^{238} \\mathrm{U}$ 0.034848\n", + "${ }^{238} \\mathrm{U}$ 0.043174\n", + "dtype: float64" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "-maximums.loc[:, '$R_\\\\text{фл}$'] + maximums.loc[:, '$R_i$']" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [], + "source": [ + "t = [1620*365.25*24*60, 3.82*24*60, 3.11, 1.63e-4/60]" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "149.57223634859957 -59.9056033977335 [9.15322031 3.79577423]\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$\\\\log{\\\\frac{T_{1/2}}{1 мин.}},$')" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(1/np.sqrt(e_calib), np.log10(t), xerr=maximums.loc['${ }^{226} \\mathrm{Ra}$', '$\\Delta E_i$']/e_calib/np.sqrt(e_calib),\n", + " lw=0, marker='o', elinewidth=1)\n", + "(a, b), cov = np.polyfit(1/np.sqrt(e_calib), np.log10(t), deg=1, cov=True)\n", + "cov = np.sqrt(cov.diagonal())\n", + "print(a, b, cov)\n", + "\n", + "var_e = np.linspace(0.36, 0.46, 10)\n", + "plt.plot(var_e, a*var_e+b)\n", + "plt.xlabel(r\"$1/\\sqrt{E_\\alpha}, МэВ^{-1/2}$\", fontsize=16)\n", + "plt.ylabel(r\"$\\log{\\frac{T_{1/2}}{1 мин.}},$\", fontsize=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [], + "source": [ + "inertia = (1.0545e-34)**2/((maximums.loc['${ }^{226} \\mathrm{Ra}$', r'$E_i$'].values)*1.6e-19*1e6)" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "data": { + 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+\large \textit{\small Московский физико-технический институт (государственный университет)} + +\vspace{5cm} +\textit{Работа 5.5.2} + +\vspace{1cm} +\textbf{\huge Спектрометрия $\alpha$-излучения с помощью полупроводникового детектора} + +\vspace{12cm} + +\begin{flushright} +\parbox{0.45\textwidth}{ +Выполнил: \\[0.5cm] +Киракосян Давид Арсенович (Б02-006) \\[0.2cm] +} +\end{flushright} + +\vfill + +\today +\end{center} +\end{titlepage} + +\textbf{Цель Работы:} C помощью кремниевого поверхностно-барьерного детектора измеряются спектры $\alpha$-частиц, испускаемых различными радиоактивными ядрами - ${ }^{226} \mathrm{Ra},{ }^{238} \mathrm{U},{ }^{241} \mathrm{Am} + ^{230} \mathrm{Th}$ и ${ }^{239} \mathrm{Pu}$. Исследуется тонкая структура $\alpha-$ излучения и последовательность радиоактивных распадов в семействе урана. + +\section{Теоретические сведения} +К числу радиоактивных процессов относятся $\alpha$- и $\beta$-распады (в том числе и $K$-захват), $\gamma$-излучение, деление ядер, а также испускание запаздывающих нейтронов и протонов. В этой работе изучается $\alpha$-распад.\\ +Энергию вылетающих из ядра $\alpha$-частиц легко подсчитать на основе законов сохранения. Если родительское (исходное) ядро имеет массу $M_1$, а дочернее (конечное) - $M_2$, то законы сохранения энергии и импульса записываются в форме + +$$ +\begin{gathered} +M_2 c^2=M_1 c^2+m_\alpha c^2+T_1+T_\alpha, \\ +\mathrm{p}_1+\mathrm{p}_\alpha=0 +\end{gathered} +$$ + +где $T_1$ и $\mathrm{p}_1$ - кинетическая энергия и импульс отдачи дочернего ядра, a $T_\alpha$ и $\mathrm{p}_\alpha$ - кинетическая энергия и импульс $\alpha$-частицы. + +Ясно, что вылет $\alpha$-частицы из ядра возможен лишь в том случае, если разность энергий покоя родительского и дочернего ядра будет больше энергии покоя $\alpha$-частицы. В силу того, что реально $\alpha$-распад испытывают лишь тяжелые ядра с $A>200$, энергия отдачи ядра очень мала и фактически кинетическая энергия $\alpha$-частицы равна разности энергий покоя исходного и конечного ядер. Именно поэтому вылетающие $\alpha$-частицы имеют строго определенную энергию. + +Однако экспериментально обнаружено, что энергетический спектр $\alpha$-частиц многих $\alpha$-активных ядер состоит из нескольких линий, одна из которых преобладающее. Дискретность линий и их относительная интенсивность объяснимы, поскольку, во-первых, $\alpha$-частицы могут испускаться ядром, находящимися в возбужденном состоянии (длиннопробежные $\alpha$-частицы), а во-вторых может происходить $\alpha$-распад из основного состояния родительского ядра на возбужденные состояния дочернего ядра (короткопробежные $\alpha$-частицы). Так как период полураспада для $\alpha$-частиц примерно в $10^5$ раз больше периода $\alpha$-распада, то интенсивность длиннопробежных $\alpha$-частиц очень мала. + +Тяжелые ядра, как правило, в основном состоянии деформированы (исключением являются магические ядра). Это означает, что низколежащими состояниями являются вращательные полосы, и именно на эти состояния обычно и происходит распад родительского ядра, приводящий к появлению группы короткопробежных $\alpha$-частиц. Как известно, энергия вращательных уровней определяется выражением + +$$ +E_\text{вp}=\frac{\hbar^2}{2 \mathcal{I}} l(l+1). +$$ + +Тем самым измерение тонкой структуры энергетического спектра $\alpha$ частиц дает возможность определить момент инерции ядра $\mathcal{I}$. + +Периоды полураспада $\alpha$-активных ядер очень сильно зависят от энергии вылетающих частиц. Экспериментально установленная зависимость (закон Гейгера-Нэттола) имеет вид: + +\begin{equation}\label{eq:gey_net} +\lg T_{1 / 2}=\frac{a}{\sqrt{E_\alpha}}+b . +\end{equation} + +Коэффициенты $a$ и $b$ очень слабо зависят от заряда ядра $Z$. + +\section{Экспериментальная установка} +В состав экспериментальной установки входит альфа-спектрометр, форвакуумный насос и персональный компьютер. (Рис. \ref{fig:scheme}) + +\begin{figure}[h] + \centering + \includegraphics[width=0.8\textwidth]{710a8508-9868-4ef0-989c-5313e27d6a45} \caption{Блок-схема спектрометра $\alpha$-излучения} + \label{fig:scheme} +\end{figure} + +Форвакуумный насос, соединенный с корпусом альфа-спектрометра вакуум-ным шлангом, откачивает измерительную камеру до давления 0,2 мм рт. ст.\\ +Установка автоматически поддерживает давление в измерительной камере в рабочем диапазоне от 0,2 до 2,0 мм рт. ст. Откачка блокируется при разгер-метизации камеры. Соединение и отсоединение измерительной камеры с атмосферой осуществляется с помощью двух электромагнитных клапанов.\\ +Внешний вид альфа-спектромерта изображен рис \ref{fig:spectrometer}а. + +\begin{figure}[h] + \centering + \includegraphics[width=0.8\textwidth]{1447354b-08af-499c-9336-bcffb286f7cc} \caption{Блок-схема спектрометра $\alpha$-излучения} + \label{fig:spectrometer} +\end{figure} + +Здесь 1 - крышка измерительной камеры, 2 - прижимная ручка, 3 - кнопка разгерметизации (напуска атмосферы), 4 - индикатор давления в камере (показывает давление в мм рт. ст.). Внутри измерительной камеры альфа-спектрометра (рис. 26) располагается полупроводниковый детектор 5, держатель образца 6 вместе с металлической подложкой 7, на которую устанавливают образцы с радиоактивными источниками. Металлическая подложка 7 соединена гибким проводником с источником постоянного напряжения. На подложку 7 подается отрицательный потенциал (относительно корпуса измерительной камеры) для того, чтобы ядра отдачи, получившие импульс, направленный вверх, не попадали на детектор и не загрязняли его. Держатель образца 6 вместе с самим образцом можно располагать на нескольких фиксированных расстояниях от детектора. Электрический сигнал с полупроводникового детектора усиливается, поступает на плату аналогово-цифрового преобразователя (АЦП) и обрабатывается компьютером. + +Амплитуда электрического сигнала с полупроводникового детектора пропорциональна энергии а - частицы, и поэтому с помощью компьютера мы регистрируем спектры источников. Осуществляется это с помощью установленной на компьютере программы "Прогресс" + +При использовании детектора в спектрометрических целях особое значение приобретает его разрешающая способность, т. е. ширина кривой распределения импульсов по амплитудам при строго постоянной энергии регистрируемых частиц. Форма такой кривой распределения обычно бывает близка к кривой ошибок (гауссовой кривой) + +$$ +W(U) d U=\frac{1}{\sqrt{2 \pi} \sigma} e^{-\left(U-U_0\right)^2 /\left(2 \sigma^2\right)} d U +$$ + +Распределение (5) имеет вид колокола с максимумом при $U=U_0$. Разрешающую способность спектрометра определяют по величине $\delta$ ширине кривой $W(U)$, измеренной на половине высоты. Энергетическим разрешением спектрометра обычно называют величину + +$$ +R=\frac{\delta}{U_0} \cdot 100 \% . +$$ + +Нетрудно найти связь между $\delta$ и б: + +$$ +\delta=2 \sqrt{2 \ln 2} \sigma . +$$ + +Одной из основных причин, вызывающих разброс импульсов по амплитуде, является статистическая флуктуация числа электрондырочных пар, создаваемых падающей частицей. Среднее число пар $N$ равно + +$$ +N=E / E_{\mathrm{cp}}, +$$ + +где $E$ - энергия, теряемая частицей в детекторе, а $E_{\mathrm{cp}}=3.6$ эВ - энергия, необходимая для создания пары электрон-дырка. Среднеквадратичное отклонение $\sigma$ равно + +$$ +\sigma=\sqrt{N}=\sqrt{E / E_{\mathrm{cp}}} +$$ + +Вклад флуктуаций числа пар в энергетическое разрешение + +$$ +R_{\text {флук }}=\frac{\sigma}{N} \cdot 100 \%=\sqrt{\frac{E_{\mathrm{cp}}}{E}} \cdot 100 \% . +$$ + +\section{Ход Работы} +Получим зависимость счета на сцинтилляторе $N'_\text{ч}$ от номера канала $N$ для разных веществ: ${}^{226}\mathrm{Ra},{}^{238}\mathrm{U}, { }^{239} \mathrm{Pu}$, ${}^{241}\mathrm{Am} + ^{230} \mathrm{Th}$. Спектр ${ }^{226} \mathrm{Ra}$ будем использовать для калибровки горизонтальной оси. Найдем номера пиков: + +\begin{equation}\label{} + N_1 = 1594.7, \quad N_2 = 1828.2, \quad N_3 = 1998.1, \quad N_4 = 2540.2 +\end{equation} + +Мы знаем, что этим пикам соответствуют табличные значения энергии $4.784, 5.490$, $6.002, 7.687$ МэВ соответственно. Тогда проведем калибровку спектрометра, построив линейную зависимость энергии гамма-кванта от номера канала $E_i = f(N_i)$ (Рис. \ref{fig:calib}). Результат калибровки: + +\begin{equation} + E_i = (-0.1267 + 0.0031N_i ) \; \text{МэВ} +\end{equation} +\begin{figure}[h!] +\centering +\includegraphics[width=0.65\textwidth]{05cdfd8e-505f-4549-8864-26c91e3d9761} +\caption{Калибровочный график $E_i = f(N_i)$} +\label{fig:calib} +\end{figure} + +С помощью полученной зависимости переведем все полученные значения каналов в энергии, а счет сцинтиллятора не будем отнормировать по времени, так как все измерения были проведены за $600 \pm 3$ секунды. Также занесем значения максимумов в таблицу \ref{table:energy} + +\begin{figure}[h!] +\centering +\includegraphics[width=0.7\textwidth]{c199c04d-a769-427b-b585-fb9c75c84bc0} +\caption{Спектр ${ }^{226} \mathrm{Ra}$} +\end{figure} + +\begin{figure}[h!] +\centering +\includegraphics[width=0.7\textwidth]{44b70cf4-4b6c-48fa-825a-fe3d68087e3e} +\caption{Спектр ${ }^{239} \mathrm{Pu}$} +\end{figure} + + +\begin{figure}[h!] +\centering +\includegraphics[width=0.7\textwidth]{d85fc747-d9e2-4576-84f2-54f3d4065373} +\caption{Спектр ${ }^{238} \mathrm{U}$} +\end{figure} + +\begin{figure}[h!] +\centering +\includegraphics[width=0.7\textwidth]{5f5f271d-9b7a-45db-9c74-f1768a235b47} +\caption{Спектр ${ }^{241} \mathrm{Am} + ^{230} \mathrm{Th}$} +\end{figure} + +\begin{table}[h!] + \centering + \caption{Пики $\alpha$-спектров} +\begin{tabular}{l|c|c|c|c|c|c} +\toprule +Образец & $N_i$ & $\Delta N_i$ & $E_i$ & $\Delta E_i$ & $R_i$ & $R_\text{фл}, 10^{-4}$ \\ +\midrule ${ }^{239} \mathrm{Pu}$ & 1738.639 & 18.063 & 5.217 & 0.056 & 0.010 & 8.31 \\ +${ }^{239} \mathrm{Pu}$ (доч.) & 1845.025 & 12.345 & 5.544 & 0.038 & 0.007 & 8.06 \\ +${ }^{226} \mathrm{Ra}$ & 1594.688 & 30.224 & 4.775 & 0.093 & 0.019 & 8.68 \\ +${ }^{226} \mathrm{Ra}$ (доч.) & 1828.164 & 26.150 & 5.492 & 0.080 & 0.014 & 8.10 \\ +${ }^{226} \mathrm{Ra}$ (доч.) & 1998.108 & 23.183 & 6.015 & 0.071 & 0.012 & 7.74 \\ +${ }^{226} \mathrm{Ra}$ (доч.) & 2540.184 & 24.510 & 7.681 & 0.075 & 0.010 & 6.85 \\ +${ }^{241} \mathrm{Am} + ^{230} \mathrm{Th}$ & 1581.102 & 17.973 & 4.733 & 0.055 & 0.011 & 8.72 \\ +${ }^{241} \mathrm{Am} + ^{230} \mathrm{Th}$ (доч.) & 1841.891 & 18.608 & 5.535 & 0.057 & 0.010 & 8.07 \\ +${ }^{238} \mathrm{U}$ & 1388.365 & 49.676 & 4.141 & 0.153 & 0.036 & 9.32 \\ +${ }^{238} \mathrm{U}$ (доч.) & 1566.426 & 69.002 & 4.688 & 0.212 & 0.044 & 8.76 \\ +\bottomrule +\end{tabular} + \label{table:energy} +\end{table} + +Для ${ }^{226} \mathrm{Ra}$ разница $R_i - R_\text{фл} = 0.01$. + +Построим теперь зависимость $T_{1/2}(1/\sqrt{E_\alpha})$, для проверки закона Гейгера-Нетолла (\ref{eq:gey_net}). Времена полураспада ${ }^{226} \mathrm{Ra}$ и дочерних ядер приведены в таблице \ref{table:gey_net}. График представлен на Рис. \ref{fig:gey_net}. + +\begin{table}[h!] +\centering +\caption{Время полураспадов ${ }^{226} \mathrm{Ra}$ и дочерних ядер} +\label{table:gey_net} +\begin{tabular}{l|c|c|c|c} +\toprule +Образец & ${ }^{226}_{88} \mathrm{Ra}$ & ${ }^{222}_{86} \mathrm{Rn}$ & ${ }^{218}_{84} \mathrm{Po}$ & ${ }^{214}_{84} \mathrm{Po}$ \\ +\midrule + $T_{1/2}$ & 1620 лет & 3.82 суток & 3.11 мин. & $1.63 10^{-4}$ сек. \\ +\bottomrule +\end{tabular} +\end{table} + +\begin{figure}[h!] + \centering + \includegraphics[width=0.7\textwidth]{ea5bb392-4357-4db4-853a-a0e22ec27231} \caption{Проверка закона Гейгера-Нетолла} + \label{fig:gey_net} +\end{figure} + +\newpage +\section{Вывод} +В ходе работы были проведены измерения спектров $\alpha$-излучения, были получены энергии $\alpha$-распадов для разных веществ, которые приведены в таблице \ref{table:energy}. Также был проверен закон Гейгера-Нетолла связывающий период полураспада с энергией излучения. + + +\end{document} \ No newline at end of file diff --git a/5.5.2/pdf/Kirakosyan_D.pdf b/5.5.2/pdf/Kirakosyan_D.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ca6c94bd030ff809f1b8a61025dc48b24005777a GIT binary patch literal 1294108 zcmeFXV~{6bw|L3_k=9#(o!+e_e%bOV) z8Rx{w9eLK;Yn{y8Nv0qoM$1UY3PaZOT<`_M$_!ut*c(~F@bCcWWi0JX4V^5#Oicic ze_H@XCQcSc1`Ytd1V9_W$jHJ0U}9$n=mO~F0j%r*dQkv72RkPVfL;#px25vWaAsB} zMgSiljH#W;KS2Ti&o&rVmVcXwil>7qfL=q%)a>sxOzq5FECB4B0D3V?8y8cjzh@gm z7gG^aV|$aoqyBYPFm$qY2K)npu)U3|t(`M~6+o}xWNKn*>|*cqcWQrU1)x{|2L}N2 z-{UU`l6EGh9)COjLde1JuMRVN04w9)`%nVVE7{w-09aZ7)lmM6DS(lg`G1CV`wyU) z{ts~IB}D+*JPbyrj7BUR3~Z+CtV~R1MrI7GCdQmh>>RAd3=E76YN3i%}t&ECOFf-(*0lZ6E<`) zw6Qn;H#=Zu`!|jLw_;TO8|1H-{D)>4IobdBR5md9Cy&bv4S<=}u!6DkfF{krh4K!L zkT4+@>*u@|&wa_|p`PIDr63~6GYLK8@$LtzOfKJYmYw;fdHGEmSz5?>-#(+y-GY?$ z#73m`-aWS+bYsews|b(%_?daP6Jd;Od+b|1FQ*}~j(`J+f9?p=1EydH?+g-@Ap9U8 z*s?P-Z6>*W?iV&QyjB)Gcu2{ye%#;T@!9t{x1T4VgyQD92h+ZPjm*ZBWi|zz$1VWR zhZY5s#NfjNP=N;2Wtab}fc`q^|8ihqdpj3XJD0!i!|^XDW&b*mp^*JQKEv>LXXRw2 zV`66maIi4aad7@)I)9Dp?*)LregCo@Q)hcuC*!|tu>UjuuMz!=jDHyVcP9P`|DWvr zw@my81uV>*{~HCi${qEa3{V#{>ZOga)SbZx$?0uWN*xoDsbk;%LcJ*USCh0X0N7uq zef-tSEx9sfhsvsRkMu;sW`hd>&X#G_J*Ur4X36ZBz6}MMXWf6CAh}x!D;En?-!RMe z52raU`tYdCE|cd7n_}&M#b!cYx1@*D+7&O)E6!BauPb6+WqdF^sx#8<&EA+yy72&thz^DooSBcmGeN$1lQy{942kXgeLLA(9XE+OS8<-*c<1<@WO zo9|5$iB~P-*a|FfLoN}vVJb!aBN!T7eP0FRvO}C?`fXOS6u714qB0pH9Rv(Js-GYb z8*ZG=5XZS7x~Mm%l~_f+%xjJ_xuIsPKUH&fSSe|>DrSLjto+-G**5vkn}zDx>C(l{ zcSUjQDcn%o*oZSIn&z(ZZj(9Cn_L(4g=IxdQ#JhL^n}{5sLZaeZ?gtLBbucw75klrMA@X9Mw{O(!c7AG!^jss$T*G^kipr>zES_Php&3szke9$_`gXy&i_098UO0>uL%D`kW2tJ z2FAaS1OLj6f1VuvQ>kp6f79*XSDhGFaFzMbcQ#5TsX~@$B^7P`uN& zaGOUyG6M(3^6|Ae5Mml8P;x>7%1a7@f?H?-vH=oG9&CSq{&Z`sK|E?N7Py!|o!}ZLJK!$yRzk6Q4s1Luz?sHYYa%H}+BNjHZ zviycT{XoCsI7YE|4;~={3#)N4C_r`5keazSS&^?jIYtDsu1GIyZHxV*YU;qowfoNohPZk;Q4e*``OrY175xal} zR7C%t5>RXQClCT9%jrziaDocf!2t;5r%TdT1+xbY?6Fy#_9)&KC`pHk5_hv zN|q9+yiW1f?rbTFZV48X?|FT@m{sgGw?x3L+8}AKok9%D77o19Rfi(Vr_AogW}Kxq z*yqc9FIX+EHkp>DjM)n)F1u25R~m)weWxW&cGIw-xj0te=cF(7Lh!vpW3r?C_@Q_r-Vy7q)VLrG(&ur-vM&;B2Js~qEuO)xf8 zlqNZ__=RKM(o@I47;SzVMZhu%&y!a_Hsoz#Q&>ge+9$b&ti)^^Y@zGJS`VH4J|$5Ck_2hj~@SUT?^Wb?>F~Ne_>TjU0cpgEs%?k zBkv(BQU|igu7-RL!1+FKzR#~Is=2rI4=qZ#WJKB9XT|i-iKPk)*-1-obyn5-&pMQk zC&}$$(ofw1)h|)UoBQPy1&w`28JC+%AahbF7ur2>7Dap>9Oa1?&cJlgPPWW_Iv|{& zF6>cZ$g6&`^~o)URHX|v3w0nNCmja5lXX#0$gX^S4Ol=jgp+h!`X+L$Ed5N-5UT

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