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plant/Plant_AEP.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## AEP calculation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "$$AEP = \\sum_{wt=0}^{N}\\sum_{wd_{ref}=0}^{360}\\sum_{ws = cut{\\text -}in}^{cut{\\text -}out} Power \\cdot Weight$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "$$Power = PowerCurve_{wt}\\left(LocalWind,\\theta_{yaw}\\right)\\cdot \\frac{\\rho}{\\rho_{ref}}$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "$$\\begin{align}LocalWind = WS \\cdot SpeedUp - WakeDeficits\\end{align}$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "$$  Weight=\\begin{cases}\n",
+    "    P, & \\text{if $P$ is provided}.\\\\\n",
+    "    f \\cdot Weibull(A,k,ws), & \\text{otherwise}.\n",
+    "  \\end{cases}$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Where \n",
+    "\n",
+    "- $wt$: wind turbine\n",
+    "- $wd$: reference wind direction\n",
+    "- $ws$: reference wind speed\n",
+    "- $\\theta_{yaw}$: yaw missalignment of the wind turbine\n",
+    "- $PowerCurve_{wt}$: the wind-speed and yaw-misalignment dependent power curve of the wind turbine\n",
+    "- $WakeDeficits$: Deficits from other wind turbines"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Required data variables:\n",
+    "\n",
+    "- $P$: Probability of flow case\n",
+    "\n",
+    "or\n",
+    "\n",
+    "- $f$: Sector probability\n",
+    "- $A$: Weibull scale parameter\n",
+    "- $k$: Weibull shape parameter"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Optional data variables:\n",
+    "\n",
+    "- $WS$: Wind speed, defaults to reference wind speed, $ws$\n",
+    "- $SpeedUp$: Speed up factor, defaults to 1\n",
+    "- $\\rho$: Air density, defaults to reference density, $\\rho_{ref}$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "These required and optional data varaibles may be constant or dependent on any of\n",
+    "- $ws$ \n",
+    "- $wd$\n",
+    "- $position$ in terms of\n",
+    "  - gridded 2D position, (x,y)\n",
+    "  - gridded 3D position, (x,y,z)\n",
+    "  - wt position"
+   ]
+  },
+  {
+   "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": "3.8.2"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": true
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

plant/examples/example_data/GriddedSite.yml

@@ -0,0 +1,158 @@
+coords:
+  wd:
+    data:
+    - 0.0
+    - 22.5
+    - 45.0
+    - 67.5
+    - 90.0
+    - 112.5
+    - 135.0
+    - 157.5
+    - 180.0
+    - 202.5
+    - 225.0
+    - 247.5
+    - 270.0
+    - 292.5
+    - 315.0
+    - 337.5
+    dims:
+    - wd
+  x:
+    data:
+    - -2000
+    - -1500
+    - -1000
+    - -500
+    - 0
+    - 500
+    - 1000
+    - 1500
+    - 2000
+    dims:
+    - x
+  y:
+    data:
+    - -2000
+    - -1500
+    - -1000
+    - -500
+    - 0
+    - 500
+    - 1000
+    - 1500
+    - 2000
+    dims:
+    - y
+data_vars:
+  P:
+    data:
+    - 0.025
+    - 0.024
+    - 0.029
+    - 0.036
+    - 0.063
+    - 0.065
+    - 0.1
+    - 0.122
+    - 0.063
+    - 0.038
+    - 0.039
+    - 0.083
+    - 0.213
+    - 0.046
+    - 0.032
+    - 0.022
+    dims:
+    - wd
+  Speedup:
+    data:
+    - - 0.954030230586814
+      - 0.979030230586814
+      - 1.0040302305868138
+      - 1.029030230586814
+      - 1.0540302305868139
+      - 1.0790302305868138
+      - 1.104030230586814
+      - 1.1290302305868138
+      - 1.154030230586814
+    - - 0.9731688868873821
+      - 0.9981688868873821
+      - 1.023168886887382
+      - 1.048168886887382
+      - 1.073168886887382
+      - 1.098168886887382
+      - 1.1231688868873821
+      - 1.148168886887382
+      - 1.1731688868873822
+    - - 0.9877582561890373
+      - 1.0127582561890374
+      - 1.0377582561890373
+      - 1.0627582561890372
+      - 1.0877582561890373
+      - 1.1127582561890372
+      - 1.1377582561890374
+      - 1.1627582561890373
+      - 1.1877582561890374
+    - - 0.9968912421710645
+      - 1.0218912421710646
+      - 1.0468912421710646
+      - 1.0718912421710645
+      - 1.0968912421710644
+      - 1.1218912421710643
+      - 1.1468912421710646
+      - 1.1718912421710646
+      - 1.1968912421710645
+    - - 1.0
+      - 1.0250000000000001
+      - 1.05
+      - 1.075
+      - 1.1
+      - 1.125
+      - 1.1500000000000001
+      - 1.175
+      - 1.2000000000000002
+    - - 0.9968912421710645
+      - 1.0218912421710646
+      - 1.0468912421710646
+      - 1.0718912421710645
+      - 1.0968912421710644
+      - 1.1218912421710643
+      - 1.1468912421710646
+      - 1.1718912421710646
+      - 1.1968912421710645
+    - - 0.9877582561890373
+      - 1.0127582561890374
+      - 1.0377582561890373
+      - 1.0627582561890372
+      - 1.0877582561890373
+      - 1.1127582561890372
+      - 1.1377582561890374
+      - 1.1627582561890373
+      - 1.1877582561890374
+    - - 0.9731688868873821
+      - 0.9981688868873821
+      - 1.023168886887382
+      - 1.048168886887382
+      - 1.073168886887382
+      - 1.098168886887382
+      - 1.1231688868873821
+      - 1.148168886887382
+      - 1.1731688868873822
+    - - 0.954030230586814
+      - 0.979030230586814
+      - 1.0040302305868138
+      - 1.029030230586814
+      - 1.0540302305868139
+      - 1.0790302305868138
+      - 1.104030230586814
+      - 1.1290302305868138
+      - 1.154030230586814
+    dims:
+    - x
+    - y
+dims:
+  wd: 16
+  x: 9
+  y: 9

plant/examples/example_data/NonGriddedSite.yml

@@ -0,0 +1,85 @@
+coords:
+  i:
+    data:
+    - 0
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    - 11
+    - 12
+    - 13
+    - 14
+    - 15
+    dims:
+    - i
+  wd:
+    data:
+    - 0.0
+    - 22.5
+    - 45.0
+    - 67.5
+    - 90.0
+    - 112.5
+    - 135.0
+    - 157.5
+    - 180.0
+    - 202.5
+    - 225.0
+    - 247.5
+    - 270.0
+    - 292.5
+    - 315.0
+    - 337.5
+    dims:
+    - wd
+data_vars:
+  P:
+    data:
+    - 0.025
+    - 0.024
+    - 0.029
+    - 0.036
+    - 0.063
+    - 0.065
+    - 0.1
+    - 0.122
+    - 0.063
+    - 0.038
+    - 0.039
+    - 0.083
+    - 0.213
+    - 0.046
+    - 0.032
+    - 0.022
+    dims:
+    - wd
+  Speedup:
+    data:
+    - 1.0
+    - 1.01
+    - 1.02
+    - 1.03
+    - 1.04
+    - 1.05
+    - 1.06
+    - 1.07
+    - 1.08
+    - 1.09
+    - 1.1
+    - 1.11
+    - 1.12
+    - 1.13
+    - 1.1400000000000001
+    - 1.15
+    dims:
+    - i
+dims:
+  i: 16
+  wd: 16