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    "cells": [
        {
            "cell_type": "markdown",
            "id": "273b1434",
            "metadata": {},
            "source": [
                "# Example: Sizing a plant to meet constant electrical load"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "fdac6c2b",
            "metadata": {},
            "source": [
                "##\n",
                "**Imports**\n",
                "\n",
                "Install hydesign if needed.\n",
                "Import basic libraries. \n",
                "Import HPP model assembly class.\n",
                "Import the examples file path."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "id": "80c0165d",
            "metadata": {},
            "outputs": [],
            "source": [
                "# Install hydesign if needed\n",
                "import importlib\n",
                "if not importlib.util.find_spec(\"hydesign\"):\n",
                "    !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/hydesign.git   "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "910971c3",
            "metadata": {},
            "outputs": [],
            "source": [
                "import pandas as pd\n",
                "import numpy as np\n",
                "from hydesign.assembly.hpp_assembly_constantoutput import hpp_model_constant_output as hpp_model\n",
                "from hydesign.examples import examples_filepath\n",
                "import matplotlib.pyplot as plt"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "77b91c1d",
            "metadata": {},
            "source": [
                "## Evaluation\n",
                "First we evaluate a specific configuration. The minimum load constraint is implemented as a penalty, so not meeting it will result in severly penalized financial metrics as seen below:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "id": "64b2b3f4",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "Fixed parameters on the site\n",
                        "-------------------------------\n",
                        "longitude = -0.864258\n",
                        "latitude = 48.744116\n",
                        "altitude = 302.0\n"
                    ]
                }
            ],
            "source": [
                "examples_sites = pd.read_csv(f'{examples_filepath}examples_sites.csv', index_col=0, sep=';')\n",
                "name = 'France_good_wind'\n",
                "ex_site = examples_sites.loc[examples_sites.name == name]\n",
                "longitude = ex_site['longitude'].values[0]\n",
                "latitude = ex_site['latitude'].values[0]\n",
                "altitude = ex_site['altitude'].values[0]\n",
                "input_ts_fn = examples_filepath+ex_site['input_ts_fn'].values[0]\n",
                "sim_pars_fn = examples_filepath+ex_site['sim_pars_fn'].values[0].replace('.yml','_benchmark.yml')\n",
                "H2_demand_fn = examples_filepath+ex_site['H2_demand_col'].values[0]\n",
                "\n",
                "PPA = 40 # Euro/MWh\n",
                "hpp = hpp_model(\n",
                "    latitude=latitude,\n",
                "    longitude=longitude,\n",
                "    altitude=altitude,\n",
                "    num_batteries = 10,\n",
                "    work_dir = './',\n",
                "    sim_pars_fn = sim_pars_fn,\n",
                "    input_ts_fn = input_ts_fn,\n",
                "    ppa_price = PPA,\n",
                "    load_min = 3, #MW\n",
                "    load_min_penalty = 100, #MEuro\n",
                "    battery_deg = True,\n",
                ")\n",
                "x=[35.0, 300.0, 10.0, 3, 7.0, 30, 25.0, 180.0, 1.0, 30, 7, 10.0]"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "5613388a",
            "metadata": {},
            "outputs": [],
            "source": [
                "outs = hpp.evaluate(*x)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "id": "792a4ec0",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "Design:\n",
                        "---------------\n",
                        "clearance [m]: 35.000\n",
                        "sp [W/m2]: 300.000\n",
                        "p_rated [MW]: 10.000\n",
                        "Nwt: 3.000\n",
                        "wind_MW_per_km2 [MW/km2]: 7.000\n",
                        "solar_MW [MW]: 30.000\n",
                        "surface_tilt [deg]: 25.000\n",
                        "surface_azimuth [deg]: 180.000\n",
                        "DC_AC_ratio: 1.000\n",
                        "b_P [MW]: 30.000\n",
                        "b_E_h [h]: 7.000\n",
                        "cost_of_battery_P_fluct_in_peak_price_ratio: 10.000\n",
                        "\n",
                        "\n",
                        "NPV_over_CAPEX: 0.024\n",
                        "NPV [MEuro]: 1.257\n",
                        "IRR: 0.060\n",
                        "LCOE [Euro/MWh]: 60.573\n",
                        "CAPEX [MEuro]: 51.866\n",
                        "OPEX [MEuro]: 0.825\n",
                        "Wind CAPEX [MEuro]: 30.446\n",
                        "Wind OPEX [MEuro]: 0.690\n",
                        "PV CAPEX [MEuro]: 6.900\n",
                        "PV OPEX [MEuro]: 0.135\n",
                        "Batt CAPEX [MEuro]: 11.536\n",
                        "Batt OPEX [MEuro]: 0.000\n",
                        "Shared CAPEX [MEuro]: 2.985\n",
                        "Shared Opex [MEuro]: 0.000\n",
                        "penalty lifetime [MEuro]: 0.528\n",
                        "AEP [GWh]: 79.189\n",
                        "GUF: 0.904\n",
                        "grid [MW]: 10.000\n",
                        "wind [MW]: 30.000\n",
                        "solar [MW]: 30.000\n",
                        "Battery Energy [MWh]: 210.000\n",
                        "Battery Power [MW]: 30.000\n",
                        "Total curtailment [GWh]: 1624.454\n",
                        "Awpp [km2]: 4.286\n",
                        "Apvp [km2]: 0.368\n",
                        "Plant area [km2]: 4.286\n",
                        "Rotor diam [m]: 206.013\n",
                        "Hub height [m]: 138.006\n",
                        "Number of batteries used in lifetime: 2.000\n",
                        "Break-even PPA price [Euro/MWh]: 39.204\n",
                        "Capacity factor wind [-]: 0.439\n",
                        "\n"
                    ]
                }
            ],
            "source": [
                "hpp.print_design(x, outs) "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "56682178",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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",
                        "text/plain": [
                            "<Figure size 1200x400 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1200x400 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1200x300 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/plain": [
                            "<matplotlib.legend.Legend at 0x27180a49f50>"
                        ]
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1200x400 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1200x400 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "G_MW = hpp.prob['G_MW'] \n",
                "b_P = hpp.prob['b_P']\n",
                "b_E = hpp.prob['b_E']\n",
                "load_min = hpp.prob['load_min']\n",
                "\n",
                "b_E_SOC_t = hpp.prob.get_val('ems.b_E_SOC_t')\n",
                "b_t = hpp.prob.get_val('ems.b_t')\n",
                "price_t = hpp.prob.get_val('ems.price_t')\n",
                "\n",
                "wind_t = hpp.prob.get_val('ems.wind_t')\n",
                "solar_t = hpp.prob.get_val('ems.solar_t')\n",
                "hpp_t = hpp.prob.get_val('ems.hpp_t')\n",
                "hpp_curt_t = hpp.prob.get_val('ems.hpp_curt_t')\n",
                "grid_MW = hpp.prob.get_val('ems.G_MW')\n",
                "\n",
                "\n",
                "n_start = int(24*365*7.2) \n",
                "n_days_plot = 100\n",
                "\n",
                "\n",
                "\n",
                "plt.figure(figsize=[12,4])\n",
                "# plt.plot(price_t[:24*n_days_plot], label='price')\n",
                "plt.plot(b_E_SOC_t[n_start:n_start+24*n_days_plot]/b_E, label='SoC [MWh]')\n",
                "plt.plot(b_t[n_start:n_start+24*n_days_plot]/b_P, label='Battery P [MW]')\n",
                "plt.xlabel('time [hours]')\n",
                "plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.15),\n",
                "           ncol=3, fancybox=0, shadow=0)\n",
                "\n",
                "plt.figure(figsize=[12,4])\n",
                "# plt.plot(wind_t[n_start:n_start+24*n_days_plot], label='wind')\n",
                "# plt.plot(solar_t[n_start:n_start+24*n_days_plot], label='PV')\n",
                "plt.plot(hpp_t[:24*n_days_plot], label='HPP')\n",
                "# plt.plot(hpp_curt_t[:24*n_days_plot], label='HPP curtailed')\n",
                "\n",
                "plt.axhline(load_min, label='load_min MW', color='r', alpha = 0.2)\n",
                "plt.axhline(grid_MW, label='Grid MW', color='k', alpha = 0.2)\n",
                "plt.xlabel('time [hours]')\n",
                "plt.ylabel('Power [MW]')\n",
                "plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.15),\n",
                "           ncol=5, fancybox=0, shadow=0)\n",
                "plt.show()\n",
                "\n",
                "N_life = hpp.sim_pars['N_life']\n",
                "life_h = N_life*365*24\n",
                "age = np.arange(life_h)/(24*365)\n",
                "\n",
                "SoH = np.copy(hpp.prob.get_val('battery_degradation.SoH'))\n",
                "plt.figure(figsize=[12,3])\n",
                "plt.plot( age, SoH, label=r'$C_{bfl}=0$')\n",
                "plt.plot( age, 0.7*np.ones_like(age), label=r'$min(1-L) = 0.7$', color='r',alpha=0.5)\n",
                "plt.xlabel('age [years]')\n",
                "plt.ylabel(r'Battery State of Health, $1-L(t)$ [-]')\n",
                "plt.legend(title='Cost of Battery fluctuations',\n",
                "            loc='upper center', bbox_to_anchor=(0.5, 1.27),\n",
                "            ncol=3, fancybox=0, shadow=0)\n",
                "plt.show()  \n",
                "\n",
                "\n",
                "b_E_SOC_t = hpp.prob.get_val('ems_long_term_operation.b_E_SOC_t_with_deg')\n",
                "b_t = hpp.prob.get_val('ems_long_term_operation.b_t_with_deg')\n",
                "price_t = hpp.prob.get_val('ems.price_t')\n",
                "\n",
                "hpp_t = hpp.prob.get_val('ems_long_term_operation.hpp_t_with_deg')\n",
                "hpp_curt_t = hpp.prob.get_val('ems_long_term_operation.hpp_curt_t_with_deg')\n",
                "grid_MW = hpp.prob.get_val('ems.G_MW')\n",
                "\n",
                "\n",
                "n_start = int(24*365*7.2) \n",
                "n_days_plot = 100\n",
                "\n",
                "\n",
                "\n",
                "plt.figure(figsize=[12,4])\n",
                "# plt.plot(price_t[:24*n_days_plot], label='price')\n",
                "plt.plot(b_E_SOC_t[n_start:n_start+24*n_days_plot]/b_E, label='SoC [MWh]')\n",
                "plt.plot(b_t[n_start:n_start+24*n_days_plot]/b_P, label='Battery P [MW]')\n",
                "plt.xlabel('time [hours]')\n",
                "plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.15),\n",
                "           ncol=3, fancybox=0, shadow=0)\n",
                "\n",
                "plt.figure(figsize=[12,4])\n",
                "# plt.plot(wind_t[n_start:n_start+24*n_days_plot], label='wind')\n",
                "# plt.plot(solar_t[n_start:n_start+24*n_days_plot], label='PV')\n",
                "plt.plot(hpp_t[:24*n_days_plot], label='HPP')\n",
                "# plt.plot(hpp_curt_t[:24*n_days_plot], label='HPP curtailed')\n",
                "\n",
                "plt.axhline(load_min, label='load_min MW', color='r', alpha = 0.2)\n",
                "plt.axhline(grid_MW, label='Grid MW', color='k', alpha = 0.2)\n",
                "plt.xlabel('time [hours]')\n",
                "plt.ylabel('Power [MW]')\n",
                "plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.15),\n",
                "           ncol=5, fancybox=0, shadow=0)\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "id": "3d5b1a1a-5431-47f7-b097-719f6ef56b38",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "220\n"
                    ]
                },
                {
                    "data": {
                        "text/plain": [
                            "array([ 0.15616438,  0.15890411,  0.16164384,  0.22465753,  1.15616438,\n",
                            "        1.15890411,  1.16164384,  1.22465753,  1.92054795,  2.09863014,\n",
                            "        2.15616438,  2.15890411,  2.16164384,  2.22465753,  2.92054795,\n",
                            "        3.09863014,  3.15616438,  3.15890411,  3.16164384,  3.22465753,\n",
                            "        3.92054795,  4.09863014,  4.15616438,  4.15890411,  4.16164384,\n",
                            "        4.22465753,  4.92054795,  5.09863014,  5.15616438,  5.15890411,\n",
                            "        5.16164384,  5.22465753,  5.92054795,  6.09863014,  6.15616438,\n",
                            "        6.15890411,  6.16164384,  6.22465753,  6.92054795,  7.09863014,\n",
                            "        7.15616438,  7.15890411,  7.16164384,  7.22465753,  7.92054795,\n",
                            "        8.09863014,  8.15616438,  8.15890411,  8.16164384,  8.22465753,\n",
                            "        8.28493151,  8.92054795,  9.09863014,  9.15616438,  9.15890411,\n",
                            "        9.16164384,  9.22465753,  9.28493151,  9.92054795, 10.09863014,\n",
                            "       10.15616438, 10.15890411, 10.16164384, 10.22465753, 10.28493151,\n",
                            "       10.34246575, 10.92054795, 11.09863014, 11.15616438, 11.15890411,\n",
                            "       11.16164384, 11.22465753, 11.28493151, 11.34246575, 11.88493151,\n",
                            "       11.92054795, 12.09863014, 12.15616438, 12.15890411, 12.16164384,\n",
                            "       12.22465753, 12.28493151, 12.34246575, 12.7260274 , 12.88493151,\n",
                            "       12.92054795, 13.09863014, 13.15616438, 13.15890411, 13.16164384,\n",
                            "       13.22465753, 13.28493151, 13.34246575, 13.7260274 , 13.88493151,\n",
                            "       13.92054795, 14.09863014, 14.15616438, 14.15890411, 14.16164384,\n",
                            "       14.22465753, 14.28493151, 14.34246575, 14.7260274 , 14.88493151,\n",
                            "       14.92054795, 15.09863014, 15.15616438, 15.15890411, 15.16164384,\n",
                            "       15.22465753, 15.26849315, 15.28493151, 15.34246575, 15.7260274 ,\n",
                            "       15.88493151, 15.92054795, 16.09863014, 16.15616438, 16.15890411,\n",
                            "       16.16164384, 16.22465753, 16.26849315, 16.28493151, 16.34246575,\n",
                            "       16.7260274 , 16.8109589 , 16.88493151, 16.92054795, 17.09863014,\n",
                            "       17.15616438, 17.15890411, 17.16164384, 17.22465753, 17.26849315,\n",
                            "       17.28493151, 17.34246575, 17.55890411, 17.71232877, 17.7260274 ,\n",
                            "       17.8109589 , 17.88493151, 17.92054795, 18.09863014, 18.15616438,\n",
                            "       18.15890411, 18.16164384, 18.22465753, 18.26849315, 18.28493151,\n",
                            "       18.34246575, 18.55890411, 18.71232877, 18.7260274 , 18.8109589 ,\n",
                            "       18.88493151, 18.92054795, 19.09863014, 19.15616438, 19.15890411,\n",
                            "       19.16164384, 19.22465753, 19.26849315, 19.28493151, 19.34246575,\n",
                            "       19.55890411, 19.71232877, 19.7260274 , 19.8109589 , 19.88493151,\n",
                            "       19.92054795, 20.09863014, 20.15616438, 20.15890411, 20.16164384,\n",
                            "       20.22465753, 20.26849315, 20.28493151, 20.34246575, 20.55890411,\n",
                            "       20.71232877, 20.7260274 , 20.8109589 , 20.88493151, 20.92054795,\n",
                            "       21.09863014, 21.15616438, 21.15890411, 21.16164384, 21.22465753,\n",
                            "       21.26849315, 21.28493151, 21.34246575, 21.55890411, 21.60273973,\n",
                            "       21.71232877, 21.7260274 , 21.8109589 , 21.85753425, 21.88493151,\n",
                            "       21.92054795, 22.09863014, 22.13972603, 22.15616438, 22.15890411,\n",
                            "       22.16164384, 22.22465753, 22.26849315, 22.28493151, 23.15616438,\n",
                            "       23.15890411, 23.16164384, 23.22465753, 23.92054795, 24.09863014,\n",
                            "       24.15616438, 24.15890411, 24.16164384, 24.22465753, 24.92054795])"
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "hpp_t = hpp.prob.get_val('ems_long_term_operation.hpp_t_with_deg')\n",
                "penalty_t_with_deg = hpp.prob.get_val('ems_long_term_operation.penalty_t_with_deg')\n",
                "\n",
                "df_aux = pd.DataFrame(\n",
                "    index = range(len(hpp_t)),\n",
                ")\n",
                "df_aux['day'] = np.floor(df_aux.index.values/24)\n",
                "df_aux['hpp_t'] = hpp_t\n",
                "df_aux['penalty_t'] = penalty_t_with_deg\n",
                "\n",
                "aux_mins = np.repeat( df_aux.groupby('day').min().values, 24,axis=0)\n",
                "df_aux['min_hpp_day'] = aux_mins[:,0]\n",
                "\n",
                "load_min = hpp.load_min\n",
                "\n",
                "\n",
                "# Get the number of days per year where the load is not meet\n",
                "print ( len(df_aux.loc[df_aux['min_hpp_day']<load_min, 'day'].unique()) )\n",
                "\n",
                "# get the year fraction when they start to occur\n",
                "df_aux.loc[df_aux['min_hpp_day']<load_min, 'day'].unique()/365 \n"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "ec039bd1",
            "metadata": {},
            "source": [
                "## Sizing\n",
                "To optimize the size of the different technologies in order to meet the load we can do a sizing optimization:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "id": "5cc3d097",
            "metadata": {},
            "outputs": [],
            "source": [
                "from hydesign.Parallel_EGO import EfficientGlobalOptimizationDriver\n",
                "import os"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "id": "0b7426a5",
            "metadata": {},
            "outputs": [],
            "source": [
                "n_procs = int(os.cpu_count())"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "id": "6da96944",
            "metadata": {},
            "outputs": [],
            "source": [
                "ex_site = examples_sites.loc[9]\n",
                "longitude = ex_site['longitude']\n",
                "latitude = ex_site['latitude']\n",
                "altitude = ex_site['altitude']\n",
                "input_ts_fn = examples_filepath+ex_site['input_ts_fn']\n",
                "sim_pars_fn = examples_filepath+ex_site['sim_pars_fn'].replace('.yml','_benchmark.yml')\n",
                "H2_demand_fn = examples_filepath+ex_site['H2_demand_col']\n",
                "inputs = {\n",
                "    'name': ex_site['name'],\n",
                "    'longitude': longitude,\n",
                "    'latitude': latitude,\n",
                "    'altitude': altitude,\n",
                "    'input_ts_fn': input_ts_fn,\n",
                "    'sim_pars_fn': sim_pars_fn,\n",
                "    'H2_demand_fn': H2_demand_fn,\n",
                "\n",
                "    'opt_var': \"NPV_over_CAPEX\",\n",
                "    'num_batteries': 10,\n",
                "    'n_procs': n_procs - 1,\n",
                "    'n_doe': 20,\n",
                "    'n_clusters': 5,\n",
                "    'n_seed': 0,\n",
                "    'max_iter': 2,\n",
                "    'final_design_fn': 'hydesign_design_0.csv',\n",
                "    'npred': 3e4,\n",
                "    'tol': 1e-6,\n",
                "    'min_conv_iter': 3,\n",
                "    'work_dir': './',\n",
                "    'hpp_model': hpp_model,\n",
                "    'PPA_price': 40,\n",
                "    'load_min': 3, # MW\n",
                "    'variables': {\n",
                "    'clearance [m]':\n",
                "        #{'var_type':'design',\n",
                "        #  'limits':[10, 60],\n",
                "        #  'types':'int'\n",
                "        #  },\n",
                "        {'var_type':'fixed',\n",
                "           'value': 35\n",
                "           },\n",
                "    'sp [W/m2]':\n",
                "        #{'var_type':'design',\n",
                "        # 'limits':[200, 359],\n",
                "        # 'types':'int'\n",
                "        # },\n",
                "        {'var_type':'fixed',\n",
                "           'value': 300\n",
                "           }, \n",
                "    'p_rated [MW]':\n",
                "        {'var_type':'design',\n",
                "          'limits':[1, 10],\n",
                "          'types':'int'\n",
                "          },\n",
                "        # {'var_type':'fixed',\n",
                "        #  'value': 6\n",
                "         # },\n",
                "    'Nwt':\n",
                "        {'var_type':'design',\n",
                "          'limits':[1, 400],\n",
                "          'types':'int'\n",
                "          },\n",
                "        # {'var_type':'fixed',\n",
                "        #   'value': 200\n",
                "        #   },\n",
                "    'wind_MW_per_km2 [MW/km2]':\n",
                "        #{'var_type':'design',\n",
                "        #  'limits':[5, 9],\n",
                "        #  'types':'float'\n",
                "        #  },\n",
                "         {'var_type':'fixed',\n",
                "           'value': 7\n",
                "           },\n",
                "    'solar_MW [MW]':\n",
                "        {'var_type':'design',\n",
                "           'limits':[1, 400],\n",
                "           'types':'int'\n",
                "          },\n",
                "        #{'var_type':'fixed',\n",
                "        #  'value': 20\n",
                "        #  },\n",
                "    'surface_tilt [deg]':\n",
                "        # {'var_type':'design',\n",
                "        #   'limits':[0, 50],\n",
                "        #   'types':'float'\n",
                "        #   },\n",
                "        {'var_type':'fixed',\n",
                "          'value': 25\n",
                "          },\n",
                "    'surface_azimuth [deg]':\n",
                "        # {'var_type':'design',\n",
                "        #   'limits':[150, 210],\n",
                "        #   'types':'float'\n",
                "        #   },\n",
                "        {'var_type':'fixed',\n",
                "          'value': 180\n",
                "          },\n",
                "    'DC_AC_ratio':\n",
                "        # {'var_type':'design',\n",
                "        #   'limits':[1, 2.0],\n",
                "        #   'types':'float'\n",
                "        #   },\n",
                "        {'var_type':'fixed',\n",
                "          'value':1.6,\n",
                "          },\n",
                "    'b_P [MW]':\n",
                "        {'var_type':'design',\n",
                "           'limits':[0, 100],\n",
                "           'types':'int'\n",
                "          },\n",
                "        #{'var_type':'fixed',\n",
                "        #  'value': 50\n",
                "        #  },\n",
                "    'b_E_h [h]':\n",
                "        {'var_type':'design',\n",
                "           'limits':[1, 10],\n",
                "           'types':'int'\n",
                "          },\n",
                "        #{'var_type':'fixed',\n",
                "        #  'value': 6\n",
                "        #  },\n",
                "    'cost_of_battery_P_fluct_in_peak_price_ratio':\n",
                "        {'var_type':'design',\n",
                "          'limits':[0, 20],\n",
                "          'types':'float'\n",
                "          },\n",
                "#         {'var_type':'fixed',\n",
                "#           'value': 10},\n",
                "    }}\n",
                "\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "id": "dfe77a59",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "\n",
                        "\n",
                        "\n",
                        "Sizing a HPP plant at Denmark_good_wind:\n",
                        "\n",
                        "\n",
                        "Fixed parameters on the site\n",
                        "-------------------------------\n",
                        "longitude = 8.594398\n",
                        "latitude = 56.227322\n",
                        "altitude = 85.0\n",
                        "\n",
                        "\n",
                        "\n",
                        "Initial 20 simulations took 1.47 minutes\n",
                        "  Current solution -NPV_over_CAPEX = 3.395E-01\n",
                        "  Current No. model evals: 20\n",
                        "\n",
                        "Update sm and extract candidate points took 0.22 minutes\n",
                        "Check-optimal candidates: new 17 simulations took 1.62 minutes\n",
                        "  Current solution -NPV_over_CAPEX = -2.099E-02\n",
                        "  Current No. model evals: 36\n",
                        "  rel_yopt_change = -1.72E+01\n",
                        "Iteration 1 took 1.86 minutes\n",
                        "\n",
                        "Update sm and extract candidate points took 0.23 minutes\n",
                        "Check-optimal candidates: new 17 simulations took 1.63 minutes\n",
                        "  Current solution -NPV_over_CAPEX = -1.698E-01\n",
                        "  Current No. model evals: 52\n",
                        "  rel_yopt_change = -8.76E-01\n",
                        "Iteration 2 took 1.88 minutes\n",
                        "\n",
                        "\n",
                        "Design:\n",
                        "---------------\n",
                        "clearance [m]: 35.000\n",
                        "sp [W/m2]: 300.000\n",
                        "p_rated [MW]: 1.000\n",
                        "Nwt: 14.000\n",
                        "wind_MW_per_km2 [MW/km2]: 7.000\n",
                        "solar_MW [MW]: 53.000\n",
                        "surface_tilt [deg]: 25.000\n",
                        "surface_azimuth [deg]: 180.000\n",
                        "DC_AC_ratio: 1.600\n",
                        "b_P [MW]: 51.000\n",
                        "b_E_h [h]: 5.000\n",
                        "cost_of_battery_P_fluct_in_peak_price_ratio: 6.922\n",
                        "\n",
                        "\n",
                        "NPV_over_CAPEX: 0.170\n",
                        "NPV [MEuro]: 8.172\n",
                        "IRR: 0.072\n",
                        "LCOE [Euro/MWh]: 55.735\n",
                        "CAPEX [MEuro]: 48.123\n",
                        "OPEX [MEuro]: 0.566\n",
                        "Wind CAPEX [MEuro]: 13.517\n",
                        "Wind OPEX [MEuro]: 0.184\n",
                        "PV CAPEX [MEuro]: 18.868\n",
                        "PV OPEX [MEuro]: 0.382\n",
                        "Batt CAPEX [MEuro]: 13.439\n",
                        "Batt OPEX [MEuro]: 0.000\n",
                        "Shared CAPEX [MEuro]: 2.299\n",
                        "Shared Opex [MEuro]: 0.000\n",
                        "penalty lifetime [MEuro]: 0.180\n",
                        "AEP [GWh]: 76.818\n",
                        "GUF: 0.877\n",
                        "grid [MW]: 10.000\n",
                        "wind [MW]: 14.000\n",
                        "solar [MW]: 53.000\n",
                        "Battery Energy [MWh]: 255.000\n",
                        "Battery Power [MW]: 51.000\n",
                        "Total curtailment [GWh]: 727.951\n",
                        "Awpp [km2]: 2.000\n",
                        "Apvp [km2]: 0.650\n",
                        "Plant area [km2]: 2.000\n",
                        "Rotor diam [m]: 65.147\n",
                        "Hub height [m]: 67.574\n",
                        "Number of batteries used in lifetime: 1.000\n",
                        "Break-even PPA price [Euro/MWh]: 34.922\n",
                        "Capacity factor wind [-]: 0.234\n",
                        "\n",
                        "Optimization with 2 iterations and 52 model evaluations took 5.47 minutes\n",
                        "\n"
                    ]
                }
            ],
            "source": [
                "EGOD = EfficientGlobalOptimizationDriver(**inputs)\n",
                "EGOD.run()\n",
                "result = EGOD.result"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "8fc768b4-16a1-40ca-acbc-ed070d0b65aa",
            "metadata": {},
            "source": [
                "# Export the DOE "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "id": "3983f4cd",
            "metadata": {},
            "outputs": [],
            "source": [
                "n_doe = inputs['n_doe']\n",
                "n_seed = inputs['n_seed']\n",
                "pd.DataFrame(\n",
                "    columns = EGOD.kwargs['design_vars'],\n",
                "    data = EGOD.xdoe).to_csv(f'DOE_n_doe_{n_doe}_seed_{n_seed}.csv')"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3 (ipykernel)",
            "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": "3.11.9"
        }
    "nbformat": 4,
    "nbformat_minor": 5
}