{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Try this yourself](https://colab.research.google.com/github/DTUWindEnergy/WindEnergyToolbox/blob/master/notebooks/fatigue/Fatigue.ipynb) (requires google account)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "z3VUJSB3am7k"
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "try:\n",
    "  import wetb\n",
    "except ModuleNotFoundError:\n",
    "  !pip install wetb\n",
    "  import wetb\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Vb-fkuCvbPKO"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from wetb.fatigue_tools.fatigue import eq_load"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8iUPoSSzg53r"
   },
   "source": [
    "# Fatigue load calculation\n",
    "## Basic example of usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 796
    },
    "colab_type": "code",
    "id": "jxR33BqObXLq",
    "outputId": "b067d283-5812-40b0-a230-e7c78d147734"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 3)\n",
      "Neq: 10, m: 3, Equivalent load: 2.6637, Expected equivalent load: 2.6637\n",
      "Neq: 10, m: 6, Equivalent load: 2.8269, Expected equivalent load: 2.8269\n",
      "Neq: 10, m: 12, Equivalent load: 2.9121, Expected equivalent load: 2.9121\n",
      "Neq: 20, m: 3, Equivalent load: 2.1142, Expected equivalent load: 2.1142\n",
      "Neq: 20, m: 6, Equivalent load: 2.5184, Expected equivalent load: 2.5184\n",
      "Neq: 20, m: 12, Equivalent load: 2.7487, Expected equivalent load: 2.7487\n"
     ]
    },
    {
     "data": {
      "image/png": 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OFX3iN48b/LcDX0YQBJ4ZfIHDuSMcvPgdbuireng1w8RsFlEQyKsmDi1D3Gdj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\niHJ0GRJILu8w5iXTausIsHjqz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FSCaYtIGNPfV21mXi8UTUERy+thu73OVDQCpGFJY8Uz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\njdRyDlqQimlC4exvcqkIi39tsYz/+Mc/wje/8U/E5wSQV9aw7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rM40MO4UnW1ziRrihEY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QSu7CfHo/7Gq4O9Ese5aMWGfxeSxoG885TMSynkchgwzibHjSmpsdBXfwCCi+vYIThFNI3IMB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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9efdxr0hyln1+XD7zsFtC0eey4bBJVZdTzf7QBWS9UDdRWRtZ1gv4brgRTdWX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\nF7kzQhD4Vtgl4Zx7e7q4cervs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ajL7QMmAAfBpdFsQfDjt4Bc4aDWQNTO7QJPl57nyp47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\nQbbJpVXW5Pq5fyxP21NHmkr9iYkEgu2ihGNAtmvjeArCVDcTU+Y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QVpzlXijJcHToak/Q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AFymRwNtiy77txW9XmyoFduk8k7vYw4O3j6bANHX++75DN+j5XRCmLOgVAKfU3N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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Signal parameters\n",
    "nr_periods = 7\n",
    "amplitude = 1.5\n",
    "offset = 0 \n",
    "\n",
    "# Fatigue load parameters\n",
    "m = [3,6,12] # Wöhler exponents\n",
    "eq_freq =[1,2] # Frequency of equivalent signal\n",
    "\n",
    "# Sinosodial signal\n",
    "time = np.linspace(0, 10, 1000)\n",
    "neq = time[-1] * np.array(eq_freq)\n",
    "signal = amplitude * np.cos(time/10*nr_periods*2*np.pi) + offset\n",
    "\n",
    "# Equivalent load\n",
    "eq_load_neq_m = np.array(eq_load(signal, m=m, neq=neq))\n",
    "print (eq_load_neq_m.shape)\n",
    "\n",
    "for eq_freq_, eq_load_m in zip(eq_freq, eq_load_neq_m):\n",
    "  plt.figure()\n",
    "  plt.plot(time, signal, label='Signal')\n",
    "  for m_, eq_load in zip(m, eq_load_m):\n",
    "    plt.plot(time, (eq_load/2) * np.cos(time*2*np.pi*eq_freq_), '--', label='%d Hz equivalent, m=%d'%(eq_freq_, m_))\n",
    "    n_i = nr_periods # No cycles\n",
    "    n_eq = 10*eq_freq_ # cycles in equivalent signal\n",
    "    S_i = amplitude*2 # peak to peak amplitude\n",
    "    expected_eq = np.round(((n_i * S_i**m_) / n_eq)**(1 / m_),4)\n",
    "    print (\"Neq: %d, m: %d, Equivalent load: %s, Expected equivalent load: %s\"%(n_eq, m_, np.round(eq_load,4), expected_eq))\n",
    "  plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Pd8mXljHxJvA"
   },
   "source": [
    "# Theory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "n33MI9AAgA8z"
   },
   "source": [
    "# Signal to cycles\n",
    "\n",
    "First the signal is reduced to only peak values (local minima and maxima) and then the number of cycles and their amplitude is found using rainflow counting.\n",
    "\n",
    "The plot below illustrates the principle and prints the amplitudes returned by the rainflow counting function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 364
    },
    "colab_type": "code",
    "id": "DJb7wTmNoBrt",
    "outputId": "9ea174ca-2c2b-4674-eb6b-f2cdea72e3d0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amplitude of half cycles [1.0, 1.0, 4.0, 4.0, 5.0, 8.0, 9.0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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lt7CGhKggQgI1nRzZM0TydaM/S7ezMf8nTk+Ywvi4CW2+JyPXORspdCYtSUuD3kxheUOP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\nKLewhvomE6MGRqHwsg9FV9j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3xwvuVV39Mfn512I0HnJqu9n51UiI5OsVlh996p0/doHd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\ngiAIZUwkX0EQBEEoYyL5CoIgCEIZ+39LFGI0+HKUvAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "signal = np.array([-0, 1, 5, 0, -1, 0, 3, 0, -4, 0, -1,4])\n",
    "plt.plot(signal, label='Signal')\n",
    "plt.plot([0,2,4,6,8,9,10,11],[0,5,-1,3,-4,0,-1,4],'.r', ms=8, label='Peaks', zorder=32)\n",
    "\n",
    "plt.plot([8.75,9,10],[-1,0,-1],'--r', label=\"2 halfcycles of 1\")\n",
    "plt.plot([2.4,4,6],[3,-1,3],'--b', label=\"2 halfcycles of 4\")\n",
    "plt.plot([0,2],[0,5],'--g', label=\"1 half cycle of 5\")\n",
    "plt.plot([8,11],[-4,4],'--y', label=\"1 half cycles of 8\")\n",
    "plt.plot([2,8],[5,-4],'--k', label=\"1 half cycle of 9\")\n",
    "plt.legend(loc='lower left')\n",
    "\n",
    "\n",
    "from wetb.fatigue_tools.fatigue import rainflow_astm\n",
    "ampl, mean = rainflow_astm(signal)\n",
    "print (\"Amplitude of half cycles\", sorted(ampl))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lTof3qswyO6p"
   },
   "source": [
    "Note, that this is the number of half cycles, i.e. the number of full cycles ($n_i$ below) are:\n",
    "\n",
    "\n",
    "| Cycles | Amplitude |\n",
    "|--------|-----------|\n",
    "| 1      | 1         |\n",
    "| 1      | 4         |\n",
    "| 0.5    | 5         |\n",
    "| 0.5    | 8         |\n",
    "| 0.5    | 9         |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZK_x1pxHgE29"
   },
   "source": [
    "# Cycles to equivalent load"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mrfI7WGapI_v"
   },
   "source": [
    "The SN-curve specifies the relation between the stress, $S$, and the the number to failure, $N$.\n",
    "\n",
    "In other words, failure will occur after $N_i$ cycles with amplitude, $S_i$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "fa0lHy7CpXPf"
   },
   "source": [
    "![](https://drive.google.com/uc?export=view&id=1_z2rioFKfh_mkzZq3lTAGYr2idSIevE-)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "nGUngIz3nQvj"
   },
   "source": [
    "The damage factor, $d_i$, of $n_i$ cycles with amplitude, $S_i$ is:\n",
    "\n",
    "$d_i =\\frac{n_i}{N_i}$\n",
    "\n",
    "where \n",
    "\n",
    "$N_i$ is the number of cycles to failure for the amplitude, $S_i$\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PD9i-LRUuNdl"
   },
   "source": [
    "According to the Palmgren-Miner linear damage hypothesis, this relation between stress and number \n",
    "to failure is linear in a log-log coodinate system with the slope: $\\frac{1}{m}$\n",
    "\n",
    "where\n",
    "\n",
    "$m$ is the Wöhler exponent\n",
    "\n",
    "This relation can be formulated as:\n",
    "\n",
    "$N_i = \\left(\\frac{S_0}{S_i}\\right)^m$\n",
    "\n",
    "Inserting this into the equation above gives us an expression for the damage factor for a number of cycles, $n_$ with amplitude $S_i$:\n",
    "\n",
    "$d_i=\\frac{n_i}{N_i} = \\frac{n_i S_i^m}{S_0^m}$\n",
    "\n",
    "The total damage, $D$, can be summed for cycles of differnce amplitudes:\n",
    "\n",
    "$D=\\frac{1}{S_0^m} \\sum{n_i S_i^m}$\n",
    "\n",
    "For a given number of cycles, $n_{eq}$, the amplitude, $S_{eq}$, that gives the same total damage can now be found:\n",
    "\n",
    "$\\frac{n_{eq}S_{eq}^m}{S_0^m}=D=\\frac{1}{S_0^m} \\sum{n_i S_i^m} \\Rightarrow S_{eq}=\\left(\\frac{\\sum{n_i S_i^m}}{n_{eq}}\\right)^\\frac{1}{m}$\n",
    "\n",
    "The 1Hz equivalent stress is found by setting $n_{eq}$ to the signal length in second, i.e. the total damage of the signal is equal to the damage of a 1Hz sinododial signal of the same length with amplitude $S_{eq}$."
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Fatigue.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}