diff --git a/Aeromechanik/Aeromechanik.ipynb b/Aeromechanik/Aeromechanik.ipynb index 91c6950e8b9c988195192ebed1cfbccc75f7b7b5..7d400733afcc1b844df3d81dc12865c9393a9fc8 100644 --- a/Aeromechanik/Aeromechanik.ipynb +++ b/Aeromechanik/Aeromechanik.ipynb @@ -109,8 +109,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "6d43a349", + "execution_count": 38, + "id": "790c4e5e", "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,9 @@ "from numpy import nan\n", "from scipy import interpolate\n", "import PhyPraKit as ppk\n", - "from scipy.signal import find_peaks_cwt" + "from scipy.signal import find_peaks_cwt\n", + "from IPython.display import display, HTML\n", + "from mpl_toolkits.mplot3d import Axes3D" ] }, { @@ -179,9 +181,43 @@ "\n", "*Fügen Sie Ihre Versuchsbeschreibung hier ein. Löschen Sie hierzu diesen kursiv gestellten Text aus dem Dokument.* \n", "\n", + "\n", + "$\\frac{1}{2} \\rho v^2 + \\rho g h + p_s = \\text{const.}$\n", + "\n", + "\n", + "$ p_0 = p_s + p_g + p_d $\n", + "\n", + "\n", + "\n", "---" ] }, + { + "cell_type": "code", + "execution_count": 2, + "id": "05ee67d2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "92.0+/-2.8\n" + ] + } + ], + "source": [ + "offset11 = 30 \n", + "\n", + "drehzahl11 = uarr(2600,10)\n", + "p_0 = uarr(130,2)\n", + "p_s = uarr(38,2)\n", + "d11 = uarr(10e-02,0.2e-02)\n", + "\n", + "p_d = (p_0-offset11)-(p_s-offset11)\n", + "print(p_d)" + ] + }, { "cell_type": "markdown", "id": "6d254739-c320-4fa8-9dbb-955dcb6f6e76", @@ -233,15 +269,35 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 11, "id": "2c6e6dd8-bcfa-407c-b07e-3bb7dcf8f358", "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "<div style=\"display: flex; align-items: center;\">\n", + " <img src=\"Aufgabe 1/IMG_5558.JPG\" width=\"500\" style=\"margin-right: 10px;\">\n", + " <img src=\"Aufgabe 1/IMG_5559.JPG\" width=\"500\">\n", + "</div>\n" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "**L Ö S U N G**\n", - "\n", - "*Fügen Sie numerische Berechnungen zur Lösung dieser Aufgabe hier ein. Löschen Sie hierzu diesen kursiv gestellten Text aus dem Dokument. Um Code-Fragmente und Skripte in [Python](https://www.python.org/), sowie ggf. bildliche Darstellungen direkt ins [Jupyter notebook](https://jupyter.org/) einzubinden verwandeln Sie diese Zelle in eine Code-Zelle. Fügen Sie ggf. weitere Code-Zellen zu.* \n", - "\n", - "---" + "display(HTML(\"\"\"\n", + "<div style=\"display: flex; align-items: center;\">\n", + " <img src=\"Aufgabe 1/IMG_5558.JPG\" width=\"500\" style=\"margin-right: 10px;\">\n", + " <img src=\"Aufgabe 1/IMG_5559.JPG\" width=\"500\">\n", + "</div>\n", + "\"\"\"))\n" ] }, { @@ -283,6 +339,31 @@ "---" ] }, + { + "cell_type": "code", + "execution_count": 13, + "id": "495e80a1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "<Figure size 500x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "länge der Vektoren verkleinert um 0,1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 2 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": [ + "offset = 5 #p/pa\n", + "\n", + "df21 = pd.read_csv('Aufgabe 2/2.1.csv')\n", + "\n", + "d = df21['d in cm'] \n", + "ud = df21['Uncertainty d'] \n", + "r = df21['r in cm'] \n", + "ur = df21['Uncertainty r'] \n", + "p_d = df21['p_d']\n", + "up_d = df21['Uncertainty p_d']\n", + "\n", + "dx = d / np.sqrt(d**2 + r**2)\n", + "dy = r / np.sqrt(d**2 + r**2)\n", + "dz = p_d / max(p_d) # Z-Komponente proportional zum Druck\n", + "\n", + "# Vektorgrößen proportional zu p_d (normalisiert für bessere Darstellung)\n", + "magnitude = p_d / max(p_d)\n", + "\n", + "fig = plt.figure(figsize=(5, 10))\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "ax.quiver(d, r, 0, dx * magnitude, dy * magnitude, dz, length=0.1, normalize=False, cmap=\"viridis\")\n", + "\n", + "ax.set_title(\"3D-Vektorplot des Gesamtdrucks hinter der Düse\")\n", + "ax.set_xlabel(\"Abstand d (cm)\")\n", + "ax.set_ylabel(\"Radialer Abstand r (cm)\")\n", + "ax.set_zlabel(\"Normalisierter Druck (p_d)\")\n", + "plt.show()\n", + "print('länge der Vektoren verkleinert um 0,1')\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.quiver(d, r, dx * magnitude, dy * magnitude, p_d, angles=\"xy\", scale_units=\"xy\", scale=1, cmap=\"viridis\")\n", + "plt.colorbar(label=\"Druck (p_d)\")\n", + "plt.title(\"Vektorplot des Gesamtdrucks hinter der Düse\")\n", + "plt.xlabel(\"Abstand d (cm)\")\n", + "plt.ylabel(\"Radialer Abstand r (cm)\")\n", + "plt.grid()\n", + "plt.show()\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.set_xlabel(\"Radius in cm\")\n", + "ax.set_ylabel(\"Abstand in cm\")\n", + "ax.set_zlabel(\"$p_{Dyn}$ in pa\")\n", + "surf = ax.plot_trisurf(r,d,p_d)\n", + "plt.show()\n", + "\n" + ] + }, { "cell_type": "markdown", "id": "c292d9ca-11e7-4e75-a687-067d52dc23bb", @@ -389,11 +564,70 @@ "source": [ "**V E R S U C H S B E S C H R E I B U N G**\n", "\n", - "*Fügen Sie Ihre Versuchsbeschreibung hier ein. Löschen Sie hierzu diesen kursiv gestellten Text aus dem Dokument.* \n", + "$ \\rho \\cdot g \\cdot h + \\frac{1}{2} \\cdot \\rho \\cdot v^2 + p = const. $\n", + "\n", + "geodät. Druck + dyn. Druck + stat. Druck\n", "\n", "---" ] }, + { + "cell_type": "code", + "execution_count": 63, + "id": "38afd788", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x500 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df22 = pd.read_csv('Aufgabe 2/2.2.csv')\n", + "f = df22['Umdrehungen']\n", + "uf = df22['uncert_f']\n", + "p_22 = df22['Druck']\n", + "up_22 = df22['uncert_p']\n", + "up_luft = uarr(1.29,0.02)\n", + "\n", + "fig,ax = plt.subplots(1, 1, figsize=(6, 4))\n", + "line = ax.scatter(f,p_22,marker='x')\n", + "plt.show()\n", + "\n", + "def vmod(f, pluft=nomv(up_luft), v=0.004, b=0.09):\n", + " return pluft/2*(f*v+b)**2\n", + "\n", + "\n", + "xy_data = kafe2.XYContainer(x_data=f, y_data=p_22)\n", + "xy_data.add_error(axis='x',err_val=uf)\n", + "xy_data.add_error(axis=\"y\",err_val= up_22)\n", + "linfit = kafe2.Fit(data=xy_data, model_function=vmod)\n", + "# linfit.add_parameter_constraint(name='f', value=nomv(L_CU), uncertainty=stdv(L_CU))\n", + "linfit.do_fit()\n", + "linfit.data_container.label = 'Bestimmung von v'\n", + "p = kafe2.Plot(linfit)\n", + "p.x_label = 'Frequenz f in rpm'\n", + "p.y_label = 'dynamischer Druck in Pa'\n", + "p.plot()\n", + "p.show()\n" + ] + }, { "cell_type": "markdown", "id": "d02ebf17-97f8-438b-b221-b0226c775785", @@ -456,6 +690,16 @@ "---" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "d34de52c", + "metadata": {}, + "outputs": [], + "source": [ + "df31 = pd.read_csv('')" + ] + }, { "cell_type": "markdown", "id": "1bfc8093-d438-45b4-a19b-46c9bfb383fb", diff --git a/Aeromechanik/Aufgabe 1/Paradoxon.jpg b/Aeromechanik/Aufgabe 1/Paradoxon.jpg new file mode 100644 index 0000000000000000000000000000000000000000..46d0ff9ec01eacb308b97c8b6b628a839a9128d8 Binary files /dev/null and b/Aeromechanik/Aufgabe 1/Paradoxon.jpg differ diff --git a/Elastizitaet/Elastizitaet_neu.ipynb b/Elastizitaet/Elastizitaet_neu.ipynb index 061993858d53f9ad29ac5b43318cfefb12c6984d..726c041eba4e4284301c2a01dd2e6ab458c84c48 100644 --- a/Elastizitaet/Elastizitaet_neu.ipynb +++ b/Elastizitaet/Elastizitaet_neu.ipynb @@ -244,7 +244,7 @@ "$$s = \\frac{L^3F_g}{4Ebd^3−\\alphað‘”L^3} \\qquad\\mathrm{mit}\\qquad \\alpha = 3.6\\,\\frac{ð¾ð‘”}{ð‘š}$$\n", "\n", "Diesen Zusammenhang zusammen mit einem y-Achsenabschnit wird im folgenden als Funktion für einen Fit mit Kafe2 verwendet.\n", - "Für die Erdbeschleunigung wurde hier ein Literaturwert von $g = 9.809599 \\frac{m}{s^2}$ (https://www.ptb.de/cms/fileadmin/internet/fachabteilungen/abteilung_1/1.1_masse/1.15/tabelle.pdf)\n", + "Für die Erdbeschleunigung wurde hier ein Literaturwert von $g = 9.809599 \\, \\frac{m}{s^2}$ (https://www.ptb.de/cms/fileadmin/internet/fachabteilungen/abteilung_1/1.1_masse/1.15/tabelle.pdf)\n", "\n", "---" ] @@ -264,11 +264,11 @@ "id": "6e25aff6", "metadata": {}, "source": [ - "| Gewicht (g) | Auslenkung (KS) (m ± $10^{-3}$) | Auslenkung (SS) (m ± $10^{-3}$) | Auslenkung (AS) (m ± $10^{-3}$) |\n", + "| Gewicht (g) | Auslenkung (KS) (m $10^{-3}$)| Auslenkung (SS) (m $10^{-3}$) | Auslenkung (AS) (m $10^{-3}$) |\n", "|--------------|----------------------------------|----------------------------------|----------------------------------|\n", "| 200 | $0.1 ± 0.005$ | $0.07 ± 0.005$ | $0.16 ± 0.005$ |\n", "| 500 | $0.27 ± 0.005$ | $0.19 ± 0.005$ | $0.41 ± 0.005$ |\n", - "| 1000 | $0.51 ± 0.005$ | $0.37 ± 0.005$ | $0.86 ± 0.005$ |" + "| 1000 | $0.51 ± 0.005$ | $0.37 ± 0.005$ | $0.86 ± 0.005$ |\n" ] }, { @@ -438,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "id": "8a69b341", "metadata": {}, "outputs": [ @@ -502,9 +502,9 @@ "text": [ "v_Alu = 5.169+/-0.008\n", "----------------------------------------\n", - "E von Kupfer beträgt: (1.21+/-0.24)e+05\n", - "E von Aluminium beträgt: (7.4+/-1.5)e+04\n", - "E von Stahl beträgt: (1.70+/-0.32)e+05\n" + "E von Kupfer beträgt: (1.21+/-0.24)e+05 N/mm\n", + "E von Aluminium beträgt: (7.4+/-1.5)e+04 N/mm\n", + "E von Stahl beträgt: (1.70+/-0.32)e+05 N/mm\n" ] } ], @@ -721,9 +721,9 @@ "E_Alu = E_calc(Ï_Alu,uv_Alu)\n", "E_Fe = E_calc(Ï_Fe,uv_Fe)\n", "print('----------------------------------------')\n", - "print('E von Kupfer beträgt: ',E_Cu)\n", - "print('E von Aluminium beträgt: ',E_Alu)\n", - "print('E von Stahl beträgt: ',E_Fe)" + "print('E von Kupfer beträgt: ',E_Cu , 'N/mm')\n", + "print('E von Aluminium beträgt: ',E_Alu, 'N/mm')\n", + "print('E von Stahl beträgt: ',E_Fe,'N/mm')" ] }, { @@ -735,7 +735,7 @@ "\n", "Die $\\chi^2 - probability$ von 1 ist zu groß um als Aussage über die Fits herangezogen zu werden. Jedoch ist durch die Grafik allein trivial ersichtlich, dass die Fits nicht ungenau sind und auch die Werte für $\\frac{\\chi^2}{ndf}$ liegen mit >2 in einem Guten Bereich.\n", "\n", - "Die Ergebnisse aus dem Fit sind in $\\frac{N}{mm^2}$. Die Umrechnung zu Gpa ($*10^6$) ergibt folgende Werte:\n", + "Die Ergebnisse aus dem Fit sind in $\\frac{N}{mm^2}$. Die Umrechnung zu Gpa ($\\cdot10^6$) ergibt folgende Werte:\n", "\n", "| Material | Elastizitätsmodul $E$ (Gpa) | Unsicherheit (Gpa) | Literaturwert $E$ (Gpa) | Quelle |\n", "|---------------|---------------------------------------|-----------------------------|-----------------------------------|--------------------------------------------------------------------|\n", @@ -985,7 +985,7 @@ "source": [ "**D I S K U S S I O N**\n", "\n", - "Der Wert für das Torsionmodul beträgt $G = (29 \\pm 4)\\,Gpa$. Dieser Wert is plausibel da der Literaturwert für das Torsionmodul von Aluminium $G = 25.5\\,Gpa$ beträgt ([Chemie.de](https://www.chemie.de/lexikon/Schubmodul.html)).\n", + "Der Wert für das Torsionmodul beträgt $G = (29 \\pm 4)\\,GPa$. Dieser Wert is plausibel da der Literaturwert für das Torsionmodul von Aluminium $G = 25.5\\,GPa$ beträgt ([Chemie.de](https://www.chemie.de/lexikon/Schubmodul.html)).\n", "\n", "Der $\\Chi^2$ Wert des Fit-parameters $\\alpha$ ist auch sehr gut.\n", "\n",