{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "*Given a general layout (perhaps one of several candidates at this stage) and some idea of the maximum take-off weight, the next major step of the conceptual design process is the constraint analysis, which will yield the required wing area and thrust - effectively giving 'scale' to the concept.*\n", "\n", "*The constraint analysis establishes the boundaries of the feasible part of the thrust to weight ratio (T/W) versus wing loading (W/S) space. Each element of the mission of the aircraft 'bites out' a chunk from this space and the final aeroplane we will progress to the subsequent stages of the design process will have to 'live' in the remaining subspace - generally at the lowest thrust/smallest wing point of the remaining feasible chunk.*\n", "\n", "*In this notebook we explore how the constraintanalysis module approaches modelling a key component of drag, the* **lift-induced drag** *, and the know-how required to understand what's going on behind the scenes.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating the Induced Drag Factor with ADRpy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drag Composition and Drag Polar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The drag force an aircraft encounters during flight is the sum of the drag forces that can be divided into the following categories:\n", "\n", "$$D_{total} = D_{parasite} + D_{induced} + \\big{[}D_{wave}\\big{]}_{M > 1}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Where parasite drag is the sum of pressure/form, skin friction, and interference drag effects, induced drag is the pressure drag from induced-downwash vortex development, and wave drag is a supersonic phenomena encompassing drag due to the generation of shockwaves. In terms of aerodynamic coefficients:\n", "\n", "$$D = \\frac{1}{2} \\rho V^2 S C_D$$\n", "\n", "$$\\implies C_{D,total} = C_{D,parasite} + C_{D,induced} + \\big{[}C_{D,wave}\\big{]}_{M > 1}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The coefficients of profile and wave drag can be broken down further into lift-independent (zero-lift) $C_{D_0}$ and lift-dependent (lift-induced) $C_{D_i}$ components:\n", "\n", "$$C_{D,{parasite}} = \\begin{cases} \n", "C_{D_{0}, parasite}\\\\\n", "C_{D_{i}, parasite}\\\\\n", "\\end{cases}$$\n", "\n", "$$C_{D,{induced}} = C_{D_{i}, induced}$$\n", "\n", "$$C_{D,{wave}} = \\begin{cases} \n", "C_{D_{0}, wave}\\\\\n", "C_{D_{i}, wave}\\\\\n", "\\end{cases}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The aerodynamic coefficient of drag $C_D$ of a wing, may now be written as the sum of zero-lift $(C_{D_0})$ and lift-induced $(C_{D_{i}})$ components of the profile, induced, and wave drags:\n", "\n", "$$C_{D_{0}} = C_{D_{0}, parasite} + {\\big{[}C_{D_{0}, wave}}\\big{]}_{M > 1}$$\n", "\n", "$$C_{D_{i}} = C_{D_{i}, parasite} + C_{D_{i}, induced} + {\\big{[}C_{D_{i}, wave}}\\big{]}_{M > 1}$$\n", "\n", "$$\\implies C_D = C_{D_{0}} + C_{D_{i}}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Classical wing theory tells us $C_{D_{i}, induced}$ vortex drag may be written as a function of the square of the lift coefficient $C_L$, the aspect ratio $AR$, and a span efficiency factor $e$ due to a departure $\\delta$ from the elliptical lift distribution loading case:\n", "\n", "$$e = \\frac{1}{1 + \\delta} \\hspace{1cm} [\\delta \\geq 0]$$\n", "\n", "$$\\implies C_D = C_{D_{0}} + \\frac{{C_L}^2}{\\pi AR e} + C_{D_{i}, parasite} + {\\big{[}C_{D_{i}, wave}\\big{]}}_{M > 1}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assuming the lift-induced components of $D_{profile}$ and $D_{wave}$ also have quadratic dependence on $C_L$, we can introduce the Oswald span efficiency factor $e_0$:\n", "\n", "$$C_D = C_{D_{0}} + \\frac{{C_L}^2}{\\pi AR}\\bigg{(}\\frac{1}{e} + \\pi AR \\big{(}c_{d_{i}, parasite} + {\\big{[}c_{d_{i}, wave}}\\big{]}_{M > 1}\\big{)}\\bigg{)}$$\n", "\n", "$$C_D = C_{D_{0}} + \\frac{{C_L}^2}{\\pi AR e_0}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which has given us the 'drag polar', and can be rewritten through the substitution of an induced drag factor $K$:\n", "\n", "$$ K = \\frac{1}{\\pi AR e_0}$$\n", "\n", "$$\\implies C_D = C_{D_{0}} + K{C_L}^2$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating 'K' for Subsonic Aircraft: The Oswald efficiency number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a fixed-wing aircraft we can assume $AR$ to be constant, such that $K = f({e_0})$. It now becomes necessary to estimate $e_0$, for which there are several empirical approximations:\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Raymer, Aircraft Design -- a Conceptual Approach, AIAA Education Series\n", "\n", "$$e_{0, straightwing} = 1.78(1-0.045 \\cdot AR^{0.68}) - 0.64$$\n", "\n", "*Implemented as* `oswaldspaneff1`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Brandt et al, Introduction to Aeronautics -- a Design perspective, AIAA Education Series\n", "\n", "$$e_0 = \\frac{2}{2 - AR + \\sqrt{4 + AR^2(1 + \\tan^2 \\Lambda_{MT})}}$$\n", "\n", "where $\\Lambda_{MT}$ is the sweep angle of the maximum thickness chord station.\n", "\n", "*Implemented as* `oswaldspaneff2`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Raymer, Aircraft Design -- a Conceptual Approach, AIAA Education Series\n", "\n", "$$e_{0, sweptwing} = 4.61(1-0.045 \\cdot AR^{0.68})(\\cos\\Lambda_{LE})^{0.15} - 3.1 \\hspace{1cm}[\\Lambda_{LE} > 30^{\\circ}]$$\n", "\n", "where $\\Lambda_{LE}$ is the sweep angle of the leading edge.\n", "\n", "*Implemented as* `oswaldspaneff3`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Nita and Scholz, Estimating the Oswald Factor from Basic Aircraft Geometrical Parameters\n", "A taper ratio $\\lambda$ correction:\n", "\n", "$$\\Delta \\lambda = -0.357 + 0.45 \\cdot exp(-0.0375 \\cdot \\Lambda_{25, deg})$$\n", "\n", "$$\\lambda_H = \\lambda - \\Delta \\lambda$$\n", "\n", "where $\\Lambda_{25, deg}$ is the sweep angle of the quarter-chord line in degrees." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hoerner's inviscid span efficiency estimate:\n", "\n", "$$\\frac{\\delta}{AR} = 0.0524{(\\lambda_H)}^4 - 0.15{(\\lambda_H)}^3 + 0.1659{(\\lambda_H)}^2 -0.0706{(\\lambda_H)} + 0.0119 $$\n", "\n", "$$e = \\frac{1}{1 + \\big{(}\\frac{\\delta}{AR}\\big{)}AR}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correction for Fuselage presence:\n", "\n", "$$k_{e, F} = 1 - 2 {\\bigg{(}\\frac{d_F}{b}\\bigg{)}}^2 \\hspace{1cm} \\bigg{[}\\frac{d_F}{b}=0.114\\bigg{]}$$\n", "\n", "where $d_F / b$ is the ratio of fuselage diameter to wingspan, and is given as the average of a sample of GA aircraft." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correction for viscous drag from lift:\n", "\n", "$$k_{e, D_0} = 0.85$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correction for compressibility effects, based on empirical fit of subsonic transport aircraft :\n", "\n", "$$k_{e, M} = \\begin{cases}\n", "M_{\\infty} \\leq 0.3: 1\\\\\n", "M_{\\infty} > 0.3: 1 - 0.001521 {\\big{(}\\frac{M_{\\infty}}{0.3}-1\\big{)}}^{10.82}\\\\\n", "\\end{cases}$$\n", "\n", "where $M_{\\infty}$ is the free-stream Mach number." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the Oswald efficiency number:\n", "\n", "$$e_0 = e \\cdot k_{e, F} \\cdot k_{e, D_0} \\cdot k_{e, M}$$\n", "\n", "*Implemented as* `oswaldspaneff4`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Finding K (Mach Invariant)\n", "\n", "These equations are implemented separately as `oswaldspaneff1`, `oswaldspaneff2`, `oswaldspaneff3`, `oswaldspaneff4` respectively, and can be found in `induceddragfact` in the `AircraftConcept` class (the latter method takes the `whichoswald` argument, where the user can specify whether to use one of the four equations (e.g., `whichoswald=2` for Brandt et al) or average several of them (e.g., `whichoswald=123` yields an average of the first three).\n", "\n", "Use of the equations and their corresponding, resultant induced drag factor estimates are demonstrated below." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Make sure we have a copy of ADRpy!\n", "from ADRpy import constraintanalysis as ca" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "\n", "matplotlib.rcParams['figure.dpi'] = 160\n", "\n", "# Aspect ratio (AR) range to be swept\n", "ar_range = np.arange(2,35,0.1)\n", "e1 = []; e2 = []; e4 = []; e24 = [] \n", "k1 = []; k2 = []; k4 = []; k24 = []\n", "for ar in ar_range:\n", " # Gently swept wing\n", " exdesign = {'aspectratio':ar, 'sweep_le_deg': 2, 'sweep_mt_deg': 1}\n", " exconcept = ca.AircraftConcept(brief={}, design=exdesign, performance={}, designatm={})\n", " k1.append(exconcept.induceddragfact(1))\n", " k2.append(exconcept.induceddragfact(2))\n", " k4.append(exconcept.induceddragfact(4, mach_inf=0.3))\n", " k24.append(exconcept.induceddragfact(24, mach_inf=0.3))\n", " e1.append(exconcept.oswaldspaneff1())\n", " e2.append(exconcept.oswaldspaneff2())\n", " e4.append(exconcept.oswaldspaneff4(mach_inf=0.3))\n", " e24.append((e2[-1] + e4[-1]) / 2.0)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 1, sharex='all', gridspec_kw={'hspace': 0.4})\n", "fig.suptitle(\"Calculated $K$ from $e_0$ estimates, $\\Lambda_{LE}=$\"+str(exdesign['sweep_le_deg'])+\"$^{\\circ}$\")\n", "\n", "axs[0].plot(ar_range, e1, label='[1] Raymer straight', c='red')\n", "axs[0].plot(ar_range, e2, label='[2] Brandt swept', c='blue')\n", "axs[0].plot(ar_range, e4, label='[4] Nita, Scholz', c='orange')\n", "axs[0].plot(ar_range, e24, label='[24] Average', lw=2, c='purple', ls='--')\n", "axs[0].grid(True)\n", "axs[0].set(xlabel='AR', ylabel='$e_0$')\n", "axs[0].set_ylim(0, 1)\n", "axs[0].legend(title='whichoswald', loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "axs[1].plot(ar_range, k1, label='[1] Raymer straight', c='red')\n", "axs[1].plot(ar_range, k2, label='[2] Brandt swept', c='blue')\n", "axs[1].plot(ar_range, k4, label='[4] Nita, Scholz', c='orange')\n", "axs[1].plot(ar_range, k24, label='[24] Average', lw=2, c='purple', ls='--')\n", "axs[1].grid(True)\n", "axs[1].set(xlabel='AR', ylabel='$K$')\n", "axs[1].set_ylim(0, 0.2)\n", "axs[1].legend(title='whichoswald', loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "plt.show()\n", "\n", "fig.clear()\n", "plt.close(fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above figures show that for a concept aircraft with gentle $\\Lambda_{LE} = 2^{\\circ}$, `oswaldspaneff2` and `oswaldspaneff4` show very good agreement across the $AR$ investigated. For moderate $AR$ $\\sim$ ($4 - 8$) `oswaldspaneff1` shows some agreement with regards to magnitude of prediction, however disagree on the relationship between $e_0$ and $AR$.\n", "\n", "`oswaldspaneff1` is strongly dependent on $AR$ to the point where the model actually reaches a finite minimum value of $K$, which would be an optimal design point. This is not a reasonable conclusion to reach given our classical understanding that larger $AR$ is associated with lower $K$, as is a fundamental philosophy in glider aircraft design. For this reason, it is recommended to avoid using the `whichoswald=1` argument outside of moderate $AR$ designs when finding $K$ for straight-wing concepts.\n", "\n", "The gentle wing-sweep omits `oswaldspaneff3` from consideration here, as the method is intended for use with wings of $\\Lambda_{LE} > 30$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Aspect ratio (AR) range to be swept\n", "ar_range = np.arange(1.8,8,0.1)\n", "e2 = []; e3 = []; e4 = []; e234 = [] \n", "k2 = []; k3 = []; k4 = []; k234 = []\n", "for ar in ar_range:\n", " # Highly swept wing\n", " exdesign = {'aspectratio':ar, 'sweep_le_deg': 60, 'sweep_mt_deg': 36}\n", " exconcept = ca.AircraftConcept(brief={}, design=exdesign, performance={}, designatm={})\n", " k2.append(exconcept.induceddragfact(2))\n", " k3.append(exconcept.induceddragfact(3))\n", " k4.append(exconcept.induceddragfact(4, mach_inf=0.3))\n", " k234.append(exconcept.induceddragfact(234, mach_inf=0.3))\n", " e2.append(exconcept.oswaldspaneff2())\n", " e3.append(exconcept.oswaldspaneff3())\n", " e4.append(exconcept.oswaldspaneff4(mach_inf=0.3))\n", " e234.append((e2[-1] + e3[-1] + e4[-1]) / 3.0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 1, sharex='all', gridspec_kw={'hspace': 0.4})\n", "fig.suptitle(\"Calculated $K$ from $e_0$ estimates, $\\Lambda_{LE}=$\"+str(exdesign['sweep_le_deg'])+\"$^{\\circ}$\")\n", "\n", "axs[0].plot(ar_range, e2, label='[2] Brandt swept', c='blue')\n", "axs[0].plot(ar_range, e3, label='[3] Raymer swept', c='skyblue')\n", "axs[0].plot(ar_range, e4, label='[4] Nita, Scholz', c='orange')\n", "axs[0].plot(ar_range, e234, label='[234] Average', lw = 2, c='purple', ls='--')\n", "axs[0].grid(True)\n", "axs[0].set(xlabel='AR', ylabel='$e_0$')\n", "axs[0].set_ylim(0, 1)\n", "axs[0].legend(title='whichoswald', loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "axs[1].plot(ar_range, k2, label='[2] Brandt swept', c='blue')\n", "axs[1].plot(ar_range, k3, label='[3] Raymer swept', c='skyblue')\n", "axs[1].plot(ar_range, k4, label='[4] Nita, Scholz', c='orange')\n", "axs[1].plot(ar_range, k234, label='[234] Average', lw = 2, c='purple', ls='--')\n", "axs[1].grid(True)\n", "axs[1].set(xlabel='AR', ylabel='$K$')\n", "axs[1].set_ylim(0, 0.3)\n", "axs[1].legend(title='whichoswald', loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "plt.show()\n", "\n", "fig.clear()\n", "plt.close(fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above diagram visualises the change in $k$ and $e_0$ estimates with $AR$, for a concept high wing-sweep aircraft ($\\Lambda_{LE} > 30$). Where high-sweep angles are a common design goal for supersonic aircraft $([\\text{F-14}_{AR}=2.58]$; $[\\text{EF-111}_{AR}=1.95]$; $[\\text{M-2000C}_{AR}=2.03])$, it should then be reasonable to assume these models are best evaluated in low $AR$ use-cases, where the models show good agreement. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Raymer's model again appears to imply the existence of a finite minimum for $K$, and so it is again recommended to avoid using the `whichoswald=3` argument when estimating $K$ for swept-wing concepts with moderate or larger $AR$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Finding K (Mach Dependent)\n", "\n", "The Oswald efficiency estimators `whichoswald=123` provide estimates for $K$, provided $K \\neq f(M)$. In reality this is not the case, and the astute observer will have noticed that `oswaldspaneff4` and any method dependent on it (such as `induceddragfact(whichoswald=4)`) aren't *really* Mach independent functions. The Oswald estimate actually contains Mach dependent solutions which can be found by providing the `mach_inf` argument as shown below, but by default `mach_inf=0.3` (which is the case when the method is not explicitly called for using the whichoswald argument)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\yar1u19\\pycharmprojects\\aircraftdesignrecipes\\venv\\lib\\site-packages\\ADRpy\\constraintanalysis.py:583: RuntimeWarning: Specified Mach 0.85 is out of bounds for oswaldspaneff4, e_0 ~= 0\n", " warnings.warn(calcmsg, RuntimeWarning)\n", "c:\\users\\yar1u19\\pycharmprojects\\aircraftdesignrecipes\\venv\\lib\\site-packages\\ADRpy\\constraintanalysis.py:583: RuntimeWarning: Specified Mach 0.86 is out of bounds for oswaldspaneff4, e_0 ~= 0\n", " warnings.warn(calcmsg, RuntimeWarning)\n", "c:\\users\\yar1u19\\pycharmprojects\\aircraftdesignrecipes\\venv\\lib\\site-packages\\ADRpy\\constraintanalysis.py:583: RuntimeWarning: Specified Mach 0.87 is out of bounds for oswaldspaneff4, e_0 ~= 0\n", " warnings.warn(calcmsg, RuntimeWarning)\n", "c:\\users\\yar1u19\\pycharmprojects\\aircraftdesignrecipes\\venv\\lib\\site-packages\\ADRpy\\constraintanalysis.py:583: RuntimeWarning: Specified Mach 0.88 is out of bounds for oswaldspaneff4, e_0 ~= 0\n", " warnings.warn(calcmsg, RuntimeWarning)\n", "c:\\users\\yar1u19\\pycharmprojects\\aircraftdesignrecipes\\venv\\lib\\site-packages\\ADRpy\\constraintanalysis.py:583: RuntimeWarning: Specified Mach 0.89 is out of bounds for oswaldspaneff4, e_0 ~= 0\n", " warnings.warn(calcmsg, RuntimeWarning)\n" ] } ], "source": [ "import math\n", "\n", "import numpy as np\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "\n", "matplotlib.rcParams['figure.dpi'] = 160\n", "\n", "# Gently swept wing\n", "exdesign = {'aspectratio':8, 'sweep_le_deg': 2, 'sweep_mt_deg': 1}\n", "exconcept = ca.AircraftConcept(brief={}, design=exdesign, performance={}, designatm={})\n", "\n", "# Mach (M) range to be swept\n", "mach_range = np.arange(0,0.9,0.01)\n", "e4 = []; k4 = []\n", "for mach in mach_range:\n", " # Note how both oswaldspaneff4 and induceddragfact methods can take a Mach number argument\n", " e4.append(exconcept.oswaldspaneff4(mach_inf=mach))\n", " k4.append(exconcept.induceddragfact(whichoswald=4, mach_inf=mach))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** The above warning(s) are thrown on purpose, to inform the designer that it may not be possible for the aircraft concept to fly at the desired Mach. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 1, sharex='all', gridspec_kw={'hspace': 0.4})\n", "fig.suptitle(\"Calculated $K = f(Mach)$ from $e_0$ estimates, $\\Lambda_{LE}=$\"+str(exdesign['sweep_le_deg'])+\"$^{\\circ}$\")\n", "\n", "axs[0].plot(mach_range, e4, label='[4] Nita, Scholz', c='orange')\n", "axs[0].grid(True)\n", "axs[0].set(xlabel='Mach', ylabel='$e_0$')\n", "axs[0].set_ylim(0, 1)\n", "axs[0].legend(title='whichoswald', loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "axs[1].plot(mach_range, k4, label='[4] Nita, Scholz', c='orange')\n", "axs[1].grid(True)\n", "axs[1].set(xlabel='Mach', ylabel='$K$')\n", "axs[1].set_ylim(0, 0.6)\n", "axs[1].legend(title='whichoswald', loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "plt.show()\n", "\n", "fig.clear()\n", "plt.close(fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model is based on performance data of subsonic transport aircraft (aircraft with large radii leading edge wings), and is therefore not recommended for use in evaluating high subsonic or supersonic transport concepts ." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating 'K' for Supersonic Aircraft: Leading-Edge Suction Method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Mach invariant Oswald methods assume that $K$ is a constant value, whereas in reality, aircraft deviate from $C_L / C_D$ plots as if $K = f(C_L)$. This is because the greater $C_L$ are achieved at greater angle-of-attack $\\alpha$, for which $C_{D_{i}parasite}$ viscous separation effects are a strong function of. A fixed $K$ approximation is fine for aircraft with large aerofoil LE radii, but unsuitable for the consideration of thin-wing supersonic aircraft which are far more vulnerable to the separation effects. The following method for determining $K$ in thin-winged supersonic aircraft is taken from 'Aircraft Design -- a Conceptual Approach, AIAA Education Series', by Raymer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### K Bounding Case 1: Full-suction\n", "\n", "Curvature in an aerofoil results in lower pressure regions that provide a suction effect, keeping incoming air sticking to the curved geometry. For a lifting aerofoil in inviscid flow and free of induced-downwash effects, the LE undergoes a suction force $F_S$ parallel to the chord-line that exactly balances the component of the normal force $N$ aligned with the freestream. This is known as the 100% suction case:\n", "\n", "$$F_S \\cos \\alpha = N \\sin \\alpha$$\n", "\n", "$$S = \\frac{F_S \\cos \\alpha}{N \\sin \\alpha + C_{D_{total}}} = \\frac{N \\sin \\alpha}{N \\sin \\alpha} =100 \\% \\hspace{1cm} \\big{[}C_{D,{total}} \\vert_{M < 1} = 0\\big{]}$$\n", "\n", "where $S$ is the suction factor, and $S \\in [0, 1]$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This means the aerofoil experiences no drag force, an idealised 2-D case known as d'Alembert's paradox. An inviscid 3-D wing $(C_{D_{i, induced}} > 0)$ with $\\delta=0$ then experiences an Oswald efficiency factor of unity:\n", "\n", "$$\\frac{1}{e_0} = \\frac{1}{\\big{(}\\frac{1}{1 + \\delta}\\big{)}} + \\pi AR \\big{(}c_{d_{i}, parasite} + {\\big{[}c_{d_{i}, wave}\\big{]}}_{M > 1}\\big{)}$$\n", "\n", "$$ = (1 + 0) + \\pi AR \\big{(}0 + 0\\big{)} \\hspace{1cm} [M < 1]$$\n", "\n", "$$ \\implies e_0 = 1 $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Leading to a theoretical lower bound for induced-drag factor $K$, for subsonic real wings in which the 100% suction case applies:\n", "\n", "$$ K = \\frac{1}{\\pi AR e_0} $$\n", "\n", "$$ K_{100} = \\frac{1}{\\pi AR} $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### K Bounding Case 2: Zero-suction\n", "\n", "Similar to the first case, considering an inviscid and zero induced-downwash flow allows us to negate $C_{D_i}$ effects. On the contrary, a lifting flat-plate with zero-thickness geometry has zero-area surface geometry normal to the chord line, and therefore can not demonstrate LE suction pressure. This is referred to as a 0% suction case:\n", "\n", "$$S = \\frac{F_S \\cos \\alpha}{N \\sin \\alpha + C_{D,{total}}} = \\frac{0}{N \\sin \\alpha} =0 \\% \\hspace{1cm} \\big{[}C_{D,{total}} \\vert_{M < 1} = 0; F_S \\vert_{flatplate} = 0\\big{]}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since any force can only act normal to the chord, $N$ may be decomposed into $L$ and $D_{i}$:\n", "\n", "$$L = N \\cos \\alpha$$\n", "\n", "$$D_{i} = N \\sin \\alpha$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By non-dimensionalising to aerodynamic coefficients and substituting:\n", "\n", "$$C_{D_i} = C_L \\tan \\alpha$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Small angle approximation:\n", "\n", "$$C_{D_i} = K{C_L}^2 \\cong C_L \\alpha$$\n", "\n", "$$2D \\hspace{0.5cm}\\rightarrow\\hspace{0.5cm} K_{0} = ({C_{L_{\\alpha}, 2D}})^{-1} $$\n", "\n", "$$3D \\hspace{0.5cm}\\rightarrow\\hspace{0.5cm} K_{0} = ({C_{L_{\\alpha}, 3D}})^{-1} $$\n", "\n", "where $C_{L_{\\alpha}}$ is the lift slope of the aerofoil or wing considered." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Determination of Suction Factor S\n", "\n", "Given the bounds of $K$ are based on limiting suction cases, we can find $K$ as a suction-weighted average of the limiting cases, from % suction $S$ achieved:\n", "\n", "$$K = S \\cdot K_{100} + (1 - S) \\cdot K_0$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The suction factor $S$ is a function of the difference in wing design $C_L$ ($C_{L,cruise}$) versus actual $C_L$ achieved. With the intention that this tool be used for conceptual design only, an empirical estimate of $S$ is sufficient. Raymer provides a figure indicating typical suction value goals for supersonic aircraft, which was used as the basis for the ADRpy suction model." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "\n", "matplotlib.rcParams['figure.dpi'] = 160\n", "\n", "# List of actual CL demanded in flight along the x-axis\n", "cl_achieved = np.arange(-1, 2, 0.01)\n", "\n", "# List of original design CL\n", "cl_cruise_array = np.array([.0, .1, .3, .4, .5, .6, .8])\n", "\n", "\n", "# Suction model\n", "def y_suction(cl_delta, cl_crs, a, c, r):\n", " k = (-0.5 * cl_crs ** 2) - (0.25 * cl_crs) -0.22\n", " b = 1 + r * k \n", " x = cl_delta\n", " y = a * (x - b) * np.exp(-c * (x - 0.1)) * -np.tan(0.1 * (x - k))\n", " return y\n", "\n", "# Sample suction curves\n", "y_03 = y_suction(cl_delta=cl_achieved, cl_crs=0.3, a=22.5, c=1.95, r=0)\n", "y_08 = y_suction(cl_delta=cl_achieved, cl_crs=0.8, a=5.77, c=1, r=-1.29)\n", "\n", "# In the ADRpy constraints module, each cl_cruise is used to find a weighted average of the sample curves:\n", "# weight = np.interp(cl_cruise, [0.3, 0.8], [1, 0])\n", "# y_0x = weight * y_03 + (1 - weight) * y_08" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0, 0, 1, 1]) \n", "\n", "# Create predictions of new suction curves by weighting the sample curves\n", "for cl_cruise in cl_cruise_array:\n", " weight = np.interp(cl_cruise, [0.3, 0.8], [1, 0])\n", " y_0x = weight * y_03 + (1 - weight) * y_08\n", " ax.plot((cl_achieved+cl_cruise), y_0x, label = str(cl_cruise))\n", "\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(reversed(handles), reversed(labels), title='$C_{L, cruise}$', loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", "ax.set_xlim(0, 1)\n", "ax.set_ylim(0, 1)\n", "ax.set_title('ADRpy Suction Model for Supersonic Aircraft')\n", "ax.set(xlabel='$C_L$ achieved', ylabel='Suction Factor $S$')\n", "ax.grid(True)\n", "plt.gca().set_aspect('equal', adjustable='box')\n", "plt.show()\n", "\n", "fig.clear()\n", "plt.close(fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Direct comparisons of the ADRpy model to Raymer's plot suggest the model can fairly accurately match the suction peak values, but tends to overpredict suction for smaller design $C_L$ and greater achieved $C_L$. Given these are typical design goal values for aircraft at the concept design stage, and not indicative of real-world performance metrics, the model is reasonably accurate for use in ADRpy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Change of K bounding cases with Mach\n", "\n", "A key aspect of $K$ is that it is a function of the flight Mach number $M$ (free-stream Mach number $M_{\\infty}$). One of the reasons that this is the case, is because shock formation in the transonic regime reduces the maximum attainable suction, reaching 0% when the leading edge becomes supersonic:\n", "\n", "$${M^*}_{LE} = \\frac{M^*}{\\cos \\Lambda_{LE}}$$\n", "\n", "$$K_{100} = \\begin{cases}\n", "M \\leq M^*: {(\\pi AR)}^{-1}\\\\\n", "M > {M^*}_{LE}: K_0\\\\\n", "\\end{cases} = f(M_{\\infty})$$\n", "\n", "where $M = M^* = 1$ is the sonic condition for the freestream, and $M = {M^*}_{LE}$ is the sonic condition for the leading edge of the wing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that for $\\Lambda_{LE} > 0$, $K_{100}$ is undefined for a free-stream mach between the sonic conditions $(M^* < M < {M^*}_{LE})$. This is by design, and it is suggested that for the concept stage, the value of $K_{100}$ in this transonic regime is best evaluated with a \"that looks about right\" curve-fit approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The other reason that $K = f(M)$, is that the lift-slope $C_{L_{\\alpha}}$ of aerofoils/wings is dependent on Mach compressibility effects, amongst other parameters:\n", "\n", "$$K_0 = \\frac{1}{C_{L_{\\alpha}}(M)} = f(M)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It becomes necessary for ADRpy to be able to predict the lift-slope of concept aircraft using the `liftslope` method. An example follows." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "\n", "matplotlib.rcParams['figure.dpi'] = 160\n", "\n", "mach_array = np.arange(0, 2, 0.001)\n", "\n", "exconcept = ca.AircraftConcept(brief={}, design={}, performance={}, designatm={})\n", "\n", "slopeslist = []\n", "for mach_number in mach_array:\n", " slopeslist.append(exconcept.liftslope_prad(mach_number))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0, 0, 1, 1]) \n", "\n", "ax.plot(mach_array, slopeslist)\n", "ax.fill([0.6, 0.6, 1.4, 1.4], [0, 14, 14, 0], color='green', alpha=0.1, label='$C_{L_{\\\\alpha}}$ = $f($Interpolation$)$')\n", "\n", "ax.set_xlim(0, 2)\n", "ax.set_ylim(0, 14)\n", "ax.set_title('ADRpy Lift-slope vs Mach Model')\n", "ax.set(xlabel='Mach Number', ylabel='Lift-slope $C_{L_{\\\\alpha}}$ [rad$^{-1}$]')\n", "ax.legend()\n", "ax.grid(True)\n", "plt.show()\n", "\n", "fig.clear()\n", "plt.close(fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the `induceddragfact` method that is also embedded within the `constraintanalysis` module, the lift-slope model is an aggregation of several empirical methods for estimating the lift-slope of real aircraft wings. These methods can not be called individually, and `liftslope` will always take an average of several methods. The region of Mach for which $M \\in [0.8, 1.3]$ is typically referred to as the transonic flight regime, where classical techniques for finding the lift-slope encounter the Prandtl-Glauert singularity. The shaded region indicates where the model departs from theory and instead estimates the value of $C_{L_{\\alpha}}$ from a weighted combination of theory, empirical models, and interpolation of the two." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Prediction of K\n", "\n", "The information above is consolidated alongside oswald predictions of $K$, to produce a weighted average of both methods as a function of Mach number (preferring to use the $K_{LESM}$ method for $M \\geq 1$). The resulting estimate of $K$ can be obtained by calling the `induceddragfact_lesm` method in the `constraintanalysis` module, and an example of its usage is demonstrated below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import math\n", "\n", "import numpy as np\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "\n", "matplotlib.rcParams['figure.dpi'] = 160\n", "\n", "mach_array = np.arange(0, 2, 0.001)\n", "\n", "exbrief = {'cruisealt_m': 12000, 'cruisespeed_ktas': 570}\n", "exdef = {'aspectratio': 4, 'sweep_le_deg': 27, 'sweep_25_deg': 20, 'wingarea_m2': 38, 'weight_n': 23541 * 9.81}\n", "exconcept = ca.AircraftConcept(brief=exbrief, design=exdef, performance={}, designatm={})\n", "\n", "klist = []\n", "k0list = []\n", "k100list = [1.0 / (math.pi * exconcept.aspectratio)] * 2\n", "for mach_number in mach_array:\n", " klist.append(exconcept.induceddragfact_lesm(mach_inf=mach_number, cl_real=0.455))\n", " k0list.append(1 / exconcept.liftslope_prad(mach_inf=mach_number))\n", " \n", "machstar_le = 1 / math.cos(math.radians(exconcept.sweep_le_deg))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_axes([0, 0, 1, 1]) \n", "\n", "ax.plot(mach_array, k0list, label=\"$K_0 = C_{L_{\\\\alpha}}^{-1}$\", lw=2.5, color='royalblue')\n", "ax.plot(np.array([0, 1]), np.array(k100list), label=\"$K_{100} = \\\\pi AR^{-1}$\", lw=2.5, color='magenta')\n", "ax.plot(np.array([1, 2]), np.array(k100list), alpha=0.2, lw=2.5, ls='--', color='magenta')\n", "ax.plot(mach_array, klist, label=\"$K$\", color='limegreen')\n", "\n", "ax.plot(np.array([machstar_le, machstar_le]), np.array([0, 1]), color='k', ls='--')\n", "\n", "ax.set_xlim(0, 2)\n", "ax.set_ylim(0, 1.05 * max(k0list))\n", "ax.set_title('ADRpy Induced Drag Factor $K$ vs Mach Model')\n", "ax.set(xlabel='Mach Number', ylabel='Induced Drag Factor $K$')\n", "ax.grid(True)\n", "ax.legend(loc='best', ncol=3)\n", "plt.show()\n", "\n", "fig.clear()\n", "plt.close(fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dashed vertical black line indicates the LE sonic condition $M = {M^*}_{LE}$ where leading edge suction $S$ becomes 0%, and $K = K_0$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no utility in the code for the backward-calculation of the Oswald efficiency factor, but a manual rain-check never hurts:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "elist = []\n", "\n", "for kfactor in klist:\n", " elist.append(1 / (math.pi * exconcept.aspectratio * kfactor))\n", "\n", "fig = plt.figure()\n", "ax = fig.add_axes([0, 0, 1, 1]) \n", "\n", "ax.plot(mach_array, elist, label='LESM', c='purple')\n", "ax.plot(mach_range, e4, label='[4] Nita, Scholz', c='orange')\n", "ax.grid(True)\n", "ax.set_title('ADRpy Oswald Efficiency Factor $e_0$ vs Mach Model')\n", "ax.set(xlabel='Mach', ylabel='$e_0$')\n", "ax.set_xlim(0, 2)\n", "ax.set_ylim(0, 1)\n", "ax.legend(title='Oswald Method', loc='best')\n", "plt.show()\n", "\n", "fig.clear()\n", "plt.close(fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph is in agreement with a comment in Raymer's publication, that the Oswald efficiency factor is approximately 0.3-0.5 at Mach 1.2." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }