{ "cells": [ { "cell_type": "markdown", "id": "c5463259-4347-4f98-a96d-d0c9fea52423", "metadata": {}, "source": [ "# Infos zum Praktikum\n", "\n", "\n", "::::{grid}\n", ":gutter: 3\n", "\n", ":::{grid-item-card} [Versuchsanleitungen](Versuche.md)\n", "```{image} pictures/IMG_5597.jpeg\n", ":height: 120\n", "```\n", "^^^\n", ":::\n", "\n", ":::{grid-item-card} [Online Latex-Vorlage](https://hsuhhde.sharepoint.com/:u:/s/Messtechnik2024_mst/EbHIojMHpshGvAvYxf5sOFMBfDSCth2Y__Qxtx3SbGYfhg?e=FVVMvd)\n", "```{image} pictures/vorlage2.jpg\n", ":height: 120\n", "```\n", "^^^\n", "Abgabe als PDF!\n", ":::\n", "\n", ":::{grid-item-card} [Word-Vorlage](https://hsuhhde.sharepoint.com/:w:/r/sites/MesstechnikHT23_mst/Freigegebene%20Dokumente/General/Praktikumsvorlagen/Word-Vorlage_Praktikum_Messtechnik.docx?d=wa845bbc7dd434471b44313d9275da187&csf=1&web=1&e=7N30sW)\n", "```{image} pictures/vorlage2.jpg\n", ":height: 120\n", "```\n", "^^^\n", "Abgabe als PDF!\n", ":::\n", "::::\n", "\n", "\n", "Vor Beginn deines ersten Praktikumsversuchs ist es wichtig, folgendes Grundwissen zu beachten:\n", "\n", "- [**Einheiten:**](1_Einheiten.ipynb) Welche Maßeinheiten gibt es? Was sind SI-Einheiten? Welche Präfixe sind gebräuchlich?\n", "- [**Messunsicherheiten:**](1_Messunsicherheiten.ipynb) Welche Arten von Unsicherheiten gibt es? Welche statistischen Methoden stehen zur Verfügung, um Messreihen auszuwerten? Wie werden Messunsicherheiten angegeben (Messwert und Fehlerbalken)?\n", "- [**Fehlerfortpflanzung:**](1_Fehlerfortpflanzung.ipynb) Wie wird die Fehlerfortpflanzung durchgeführt? Welche Besonderheiten sind bei systematischen, zufälligen und korrelierten Unsicherheiten zu beachten?\n", "- [**Kurvenanpassung:**](1_Kurvenanpassung.ipynb) Wie werden Messdaten sinnvoll visualisiert? Wie kann man Zusammenhänge in den Daten darstellen?\n", "\n", "## Grundidee: Daten sammeln\n", "\n", "Die Messtechnik dient dazu, physikalische Größen quantitativ zu beobachten und ist daher ein wesentlicher Bestandteil der Physik. Eine *quantitative* Beschreibung erfordert immer einen Zahlenwert, $x$, und eine Maßeinheit, $E$. Um einen möglichst *genauen* experimentellen Wert zu erzielen, wird ein erheblicher Teil der Experimentierzeit für die Vorbereitung und Planung des Experiments sowie für die Datenauswertung aufgewendet. Dabei werden auch Daten aufgenommen und visualisiert, um Ergebnisse zu überprüfen und gegebenenfalls Messungen zu wiederholen. Es ist wichtig zu beachten, dass Messungen immer zufälligen Schwankungen unterliegen, was bedeutet, dass das Messergebnis immer variieren wird. Eine Messung wird niemals den *wahren* Wert liefern können, daher ist eine sorgfältige Messung und Auswertung notwendig. In der Wissenschaft gibt es bewährte Methoden und Techniken, um Unsicherheiten und Schwankungen der Messgröße quantitativ zu beschreiben und somit die Qualität der Messung oder des Experiments zu bewerten. Die grundlegenden Normen für die Messtechnik sind in der *DIN-Norm DIN 1319* und dem *GUM* (Guide to the Expression of Uncertainty in Measurement) festgehalten.\n", "\n", "- **Planung:** Was soll gemessen werden? Welche Vorbereitungen sind erforderlich? Welche Fehlerquellen oder Störeinflüsse sind zu beachten, und welche systematischen Unsicherheiten sind bekannt?\n", "- **Durchführung:** Führe ein Protokoll! Wurden alle relevanten Informationen sorgfältig dokumentiert und in Tabellen zusammengefasst, notiert oder fotografiert?\n", "- **Auswertung:** Überprüfe die Ergebnisse auf Vollständigkeit und Übersichtlichkeit. Dies umfasst auch eine umfassende Bewertung der Messunsicherheiten.\n", "- **Überprüfung:** Ergeben die Ergebnisse Sinn und stimmen sie mit den Erwartungen überein? Sind sie konsistent mit anderen Ergebnissen in der Literatur?\n", "- **Präsentation:** Stelle die Messergebnisse vollständig dar, einschließlich des Messwerts, der Maßeinheit und der Messunsicherheit. Verwende die wissenschaftliche Notation für Potenzen von Zehn.\n", "\n", "## Datenauswertung\n", "\n", "Während des Praktikums werdet ihr Daten aufnehmen, auswerten und grafisch darstellen müssen. Verwendet dafür eine geeignete Software, die die Datenanalyse und Fit-Analysen unterstützt. In diesem Kurs werden Beispiele in Python gezeigt, und wir verwenden Jupyter Notebooks. Alternativ könnt ihr auch [Qti-Plot](https://qtiplot.com) (kostenlos) oder [Matlab](https://de.mathworks.com/products/matlab.html) (Lizenzen über die HSU verfügbar) nutzen.\n", "\n", "- [Python](https://www.python.org): Kostenlos verfügbar, und die [Tutorials](T_Tutorials) im *Lecture Book* verwenden Python in Form von [Jupyter-Notebooks](https://docs.jupyter.org/en/latest/).\n", "- [Matlab](https://de.mathworks.com/products/matlab.html): Lizenzen sind über die HSU erhältlich.\n", "- [QtiPlot](https://qtiplot.com): Kostenlos verfügbar.\n", "- Wir raten von der Datenanalyse in Excel ab.\n", "\n", "```{warning}\n", "Alle Beispiele im *Metrology Lecture Book* sind Jupyter-Notebooks und verwenden Python. Unter **🐍 Jupyter Notebooks** findet ihr eine Sammlung von hilfreichen Jupyter-Notebooks für das Messtechnik-Praktikum.\n", "```\n", "\n", "### Programmieren mit Python\n", "\n", "Es gibt zahlreiche Tutorials und Online-Ressourcen, die euch das Erlernen der Python-Programmierung leicht und verständlich ermöglichen. Für die Tutorials sind folgende Grundkenntnisse erforderlich, die ihr innerhalb der Tutorials erlernen könnt:\n", "\n", "* **Grundlagen:** Schleifen, Funktionen, Listen, Tupel, Mengen, Wörterbücher.\n", "* **Algebra:** [numpy](https://numpy.org), [scipy](https://scipy.org)\n", " * **Fit/Modellanpassungen:** [lmfit](https://pypi.org/project/lmfit/), [scipy](https://scipy.org) (z.B. curve_fit), [numpy](https://numpy.org) (z.B. polyfit)\n", " * **Spektralanalyse:** [scipy](https://scipy.org) (z.B. rfft)\n", "* **Datenverarbeitung:** [pandas](https://pandas.pydata.org) (z.B. DataFrames)\n", "* **Datenvisualisierung:** [matplotlib](https://matplotlib.org)\n", "\n", "\n", "## Anschauliche Diagramme\n", "\n", "Mittels Diagrammen (engl. *Plots*) werden Messwerte dargestellt. Die folgenden Regeln helfen dabei, dass die Diagramme anschaulich sind und der Betrachter direkt erkennt, worum es geht:\n", "\n", "- **Schriftgröße:** Nutze eine gut leserliche Schriftgröße. \n", "- **Achsenbeschriftung:** Beschrifte die Achsen richtig, eindeutig und mit vollständiger Angabe: physikalische Größe und Maßeinheit!\n", "- **Skalierung:** Wähle eine passende Skalierung in 1er-/2er-/5er oder 10er- (Dekaden) Schritten auf den Achsen.\n", "- **Markierungen:** \n", " - Wähle eine gute erkennbare Markierung für Messpunkte: `lw=0.4`, `ms=0.1`\n", " - Wähle eine angebrachte Linienbreite für Kurven: \n", "- **Titel:** Nutze passende Über-/ oder Unterschriften für das Diagramm, insbesondere wenn diese in der Auswertung im Text erwähnt werden.\n", "- **Anderes:** Weitere Punkte und Linien, die nicht gemessen wurden, sondern nur als *Hilfe* dienen (z.B. Fit-Funktionen, Modelle, Referenzlinien) oder Kommentare sind, sollten besonders gekennzeichnet werden. \n", "- **Messunsicherheiten:** Für Messwerte (in Form von Fehlerbalken), aber auch für Funktionsterme und Ausgleichsgeraden, müssen Messunsicherheiten in den Graphen angegeben werden. \n", "\n", "\n", ":::{admonition} Aufgabe\n", ":class: tip\n", "Im Folgenden ist eine sehr ungünstige Darstellung gewählt, um die Messdaten zu zeigen. Klicke oben auf dieser Webseite auf die Rakete und starte `Live Code` und optimier die Darstellung des Diagramms. Folgende Hinweise geben wir dir mit auf den Weg:\n", "\n", "* Änder die Schriftgröße: `plt.rcParams['font.size'] = 4;`\n", "* Lösch die Limitierungen auf den Achsen oder passe sie an: \n", " - `plt.xlim([1850,2040])`\n", " - `plt.ylim([-5,5])`\n", "* Wähle eine geeignete Achsenbeschriftung (Hinweis: Es handelt sich um Klimadaten von der NASA, die die Jahresmitteltemperaturabweichung in °C über die Jahre zeigen)\n", " - `plt.xlabel('x')`\n", " - `plt.ylabel('y')`\n", "* Änder die Einträge in der Legende\n", " * Messwerte (graue Datenpunkte): `label=\"Werte\"`\n", " * Geglättete Messwerte von der NASA (blau): `label=\"Irgendeine Kurve von irgendwem berechnet\"`\n", " * Fit-Funktion/Modell-Funktion (rot): label=\"fit\"\n", "* Durch die Messdaten (blau) soll eine Ausgleichsgerade (rot, \"Fit\") gelegt werden, die möglichst gut den linearen Anstieg ab 1980 darstellt. Änder hierfür die `1880` an mehreren Stellen.\n", "* ...\n", ":::" ] }, { "cell_type": "code", "execution_count": 5, "id": "3346fbc7-6713-4fe3-97c5-712be2d0f6bf", "metadata": { "tags": [ "thebe-init" ] }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Lineares Model Output: 0.008°C/Jahr\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Benötigte Libraries:\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import plotly.offline as py\n", "py.init_notebook_mode(connected=True)\n", "import plotly.graph_objs as go\n", "import plotly.tools as tls\n", "import seaborn as sns\n", "import time\n", "\n", "# MatplotLib Settings:\n", "plt.style.use('default') # Matplotlib Style wählen\n", "fig = plt.figure(figsize=(9,5)) # Plot-Größe\n", "plt.rcParams['font.size'] = 4; # Schriftgröße\n", "\n", "link = 'data/graph.csv' # Beispieldatei mit Klimadaten\n", "global_mean = pd.read_csv(link, header = 1) # Daten einlesen\n", "global_mean[\"uncertainty\"] = 0.25 #Messunsicherheiten abschätzen, hier 0.25K Temperaturgenauigkeit angenommen\n", "\n", "# Lineare Regression berechnen:\n", "x=global_mean.loc[global_mean[\"Year\"] >= 1880,\"Year\"]\n", "y=global_mean.loc[global_mean[\"Year\"] >= 1880,\"No_Smoothing\"]\n", "y_err = global_mean.loc[global_mean[\"Year\"] >= 1880,\"uncertainty\"]\n", "model = np.polyfit(x, y, deg=1, w=1/y_err, cov=True) # 1. Wert = Anstieg , 2. Wert = Schnittpunkt mit y-Achse\n", "y_model = model[0][0]*x+model[0][1] # Modell einer linearen Regression\n", "\n", "# print(global_mean) # Eingelesene Daten ausgeben\n", "plt.errorbar(global_mean[\"Year\"],global_mean[\"No_Smoothing\"], yerr=global_mean[\"uncertainty\"], ls=\"-\", lw=0.4, marker=\"s\", ms=0.1, color=\"tab:gray\", alpha=0.5, label=\"Werte\");\n", "plt.plot(global_mean[\"Year\"],global_mean[\"Lowess(5)\"], lw=4, color=\"tab:blue\", label=\"Irgendeine Kurve von irgendwem berechnet\");\n", "plt.plot(x,y_model, ls=\"-\", lw=4, color=\"tab:red\", label=f\"fit\");\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.xlim([1850,2040])\n", "plt.ylim([-5,5])\n", "plt.legend();\n", "plt.grid();\n", "\n", "# Temperaturanstieg ausgeben:\n", "print(f\"Lineares Model Output: {model[0][0]:.3f}°C/Jahr\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "9f0011cb-c5f3-4eb7-adbf-674760ac3841", "metadata": { "tags": [ "remove-input", "remove-output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temperaturanstieg pro Jahr (von 1980 bis 2020): 0.019°C/Jahr\n" ] }, { "data": { "application/papermill.record/image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from myst_nb import glue\n", "\n", "# MatplotLib Settings:\n", "plt.style.use('default') # Matplotlib Style wählen\n", "fig = plt.figure(figsize=(9,5)) # Plot-Größe\n", "plt.rcParams['font.size'] = 10; # Schriftgröße\n", "\n", "link = 'data/graph.csv' # Beispieldatei mit Klimadaten\n", "global_mean = pd.read_csv(link, header = 1) # Daten einlesen\n", "global_mean[\"uncertainty\"] = 0.25 #Messunsicherheiten abschätzen, hier 0.25K Temperaturgenauigkeit angenommen\n", "\n", "# Lineare Regression berechnen:\n", "x=global_mean.loc[global_mean[\"Year\"] >= 1980,\"Year\"]\n", "y=global_mean.loc[global_mean[\"Year\"] >= 1980,\"No_Smoothing\"]\n", "y_err = global_mean.loc[global_mean[\"Year\"] >= 1980,\"uncertainty\"]\n", "model = np.polyfit(x, y, deg=1, w=1/y_err, cov=True) # 1. Wert = Anstieg , 2. Wert = Schnittpunkt mit y-Achse\n", "y_model = model[0][0]*x+model[0][1] # Modell einer linearen Regression\n", "\n", "# print(global_mean) # Eingelesene Daten ausgeben\n", "plt.errorbar(global_mean[\"Year\"],global_mean[\"No_Smoothing\"], yerr=global_mean[\"uncertainty\"], ls=\"-\", lw=1, marker=\"s\", ms=3, color=\"tab:gray\", alpha=0.5, label=\"Werte\");\n", "plt.plot(global_mean[\"Year\"],global_mean[\"Lowess(5)\"], lw=3, color=\"tab:blue\", label=\"Glättung (NASA)\");\n", "plt.plot(x,y_model, ls=\"-\", lw=3, color=\"tab:red\", label=f\"lineare Regression y=({model[0][0]*1000:.3f}+-{np.sqrt(model[1][0][0]*1000):.3f})1e-3*x+({model[0][1]:.3f}+-{np.sqrt(model[1][1][1]):.3f})\");\n", "plt.xlabel('Jahr')\n", "plt.ylabel(\"Jahresmitteltemperaturabweichung [°C]\")\n", "plt.legend();\n", "plt.grid();\n", "\n", "# Temperaturanstieg ausgeben:\n", "print(f\"Temperaturanstieg pro Jahr (von 1980 bis 2020): {model[0][0]:.3f}°C/Jahr\")\n", "glue(\"glued_klimadaten_fig\", fig, display=False)" ] }, { "cell_type": "markdown", "id": "cb7dd871-0880-46f4-9487-a3a10bdc1df6", "metadata": {}, "source": [ "`````{div} full-width\n", "````{admonition} Beispiel-Lösung\n", ":class: dropdown\n", "\n", "```python\n", "# MatplotLib Settings:\n", "plt.style.use('default') # Matplotlib Style wählen\n", "fig = plt.figure(figsize=(9,5)) # Plot-Größe\n", "plt.rcParams['font.size'] = 10; # Schriftgröße\n", "\n", "link = 'data/graph.csv' # Beispieldatei mit Klimadaten\n", "global_mean = pd.read_csv(link, header = 1) # Daten einlesen\n", "global_mean[\"uncertainty\"] = 0.25 #Messunsicherheiten abschätzen, hier 0.25K Temperaturgenauigkeit angenommen\n", "\n", "# Lineare Regression berechnen:\n", "x=global_mean.loc[global_mean[\"Year\"] >= 1980,\"Year\"]\n", "y=global_mean.loc[global_mean[\"Year\"] >= 1980,\"No_Smoothing\"]\n", "y_err = global_mean.loc[global_mean[\"Year\"] >= 1980,\"uncertainty\"]\n", "model = np.polyfit(x, y, deg=1, w=1/y_err, cov=True) # 1. Wert = Anstieg , 2. Wert = Schnittpunkt mit y-Achse\n", "y_model = model[0][0]*x+model[0][1] # Modell einer linearen Regression\n", "\n", "# print(global_mean) # Eingelesene Daten ausgeben\n", "plt.errorbar(global_mean[\"Year\"],global_mean[\"No_Smoothing\"], yerr=global_mean[\"uncertainty\"], ls=\"-\", lw=1, marker=\"s\", ms=3, color=\"tab:gray\", alpha=0.5, label=\"Werte\");\n", "plt.plot(global_mean[\"Year\"],global_mean[\"Lowess(5)\"], lw=3, color=\"tab:blue\", label=\"Glättung (NASA)\");\n", "plt.plot(x,y_model, ls=\"-\", lw=3, color=\"tab:red\", label=f\"lineare Regression y=({model[0][0]*1000:.3f}+-{np.sqrt(model[1][0][0]*1000):.3f})1e-3*x+({model[0][1]:.3f}+-{np.sqrt(model[1][1][1]):.3f})\");\n", "plt.xlabel('Jahr')\n", "plt.ylabel(\"Jahresmitteltemperaturabweichung [°C]\")\n", "plt.legend();\n", "plt.grid();\n", "\n", "# Temperaturanstieg ausgeben:\n", "print(f\"Temperaturanstieg pro Jahr (von 1980 bis 2020): {model[0][0]:.3f}°C/Jahr\")\n", "\n", "```\n", "\n", "```{glue:} glued_klimadaten_fig\n", "```\n", "````\n", "`````" ] } ], "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }