Notebook5_Multi-objective_optimization_Pymoo_final.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d9e8a1f7",
   "metadata": {},
   "source": [
    "## Notebook 5: Multi-objective optimization of heating and cooling loads"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05ddb746",
   "metadata": {},
   "source": [
    "**1. Prepare Problem**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9e693914",
   "metadata": {},
   "outputs": [],
   "source": [
    "# a) Load libraries\n",
    "import pandas as pd\n",
    "from pandas import set_option\n",
    "from pandas import DataFrame\n",
    "\n",
    "import numpy as np\n",
    "import random\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from SALib.analyze import sobol\n",
    "from SALib.sample.sobol import sample as sobol_sample\n",
    "from SALib.analyze import sobol as sobol_analyze\n",
    "\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "from pymoo.algorithms.moo.nsga2 import NSGA2\n",
    "from pymoo.factory import get_sampling, get_crossover, get_mutation\n",
    "from pymoo.optimize import minimize\n",
    "from pymoo.core.problem import Problem\n",
    "from pymoo.problems.functional import FunctionalProblem\n",
    "from pymoo.operators.sampling.rnd import FloatRandomSampling\n",
    "from pymoo.operators.crossover.sbx import SBX\n",
    "from pymoo.operators.mutation.pm import PolynomialMutation\n",
    "from pymoo.core.termination import Termination\n",
    "\n",
    "import pickle\n",
    "import warnings\n",
    "from sklearn.exceptions import ConvergenceWarning\n",
    "\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning, module=\"sklearn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9f0544c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(768, 10)\n",
      "   Relative Compactness  Surface Area  Wall Area  Roof Area  Overall Height  \\\n",
      "0                  0.98         514.5      294.0     110.25             7.0   \n",
      "1                  0.98         514.5      294.0     110.25             7.0   \n",
      "2                  0.98         514.5      294.0     110.25             7.0   \n",
      "3                  0.98         514.5      294.0     110.25             7.0   \n",
      "4                  0.90         563.5      318.5     122.50             7.0   \n",
      "5                  0.90         563.5      318.5     122.50             7.0   \n",
      "6                  0.90         563.5      318.5     122.50             7.0   \n",
      "7                  0.90         563.5      318.5     122.50             7.0   \n",
      "8                  0.86         588.0      294.0     147.00             7.0   \n",
      "9                  0.86         588.0      294.0     147.00             7.0   \n",
      "\n",
      "   Orientation  Glazing Area  Glazing Area Distribution  Heating Load  \\\n",
      "0            2           0.0                          0         15.55   \n",
      "1            3           0.0                          0         15.55   \n",
      "2            4           0.0                          0         15.55   \n",
      "3            5           0.0                          0         15.55   \n",
      "4            2           0.0                          0         20.84   \n",
      "5            3           0.0                          0         21.46   \n",
      "6            4           0.0                          0         20.71   \n",
      "7            5           0.0                          0         19.68   \n",
      "8            2           0.0                          0         19.50   \n",
      "9            3           0.0                          0         19.95   \n",
      "\n",
      "   Cooling Load  \n",
      "0         21.33  \n",
      "1         21.33  \n",
      "2         21.33  \n",
      "3         21.33  \n",
      "4         28.28  \n",
      "5         25.38  \n",
      "6         25.16  \n",
      "7         29.60  \n",
      "8         27.30  \n",
      "9         21.97  \n",
      "Relative Compactness         float64\n",
      "Surface Area                 float64\n",
      "Wall Area                    float64\n",
      "Roof Area                    float64\n",
      "Overall Height               float64\n",
      "Orientation                    int64\n",
      "Glazing Area                 float64\n",
      "Glazing Area Distribution      int64\n",
      "Heating Load                 float64\n",
      "Cooling Load                 float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# b) Load dataset\n",
    "# Load and view each file in the dataset\n",
    "data = pd.read_csv('EPB_data.csv', header=0)\n",
    "print(data.shape)\n",
    "print(data.head(10))\n",
    "print(data.dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "891117d9",
   "metadata": {},
   "source": [
    "One of the approach in optimizing building energy efficiency is to minimize total energy consumption, which is the sum of heating and cooling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "848ccc10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(768, 8) (768, 2)\n"
     ]
    }
   ],
   "source": [
    "# Define features and label\n",
    "X = data.drop(columns=['Heating Load', 'Cooling Load'], axis = 1)\n",
    "y = data[['Heating Load', 'Cooling Load']]\n",
    "print(X.shape, y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74102799",
   "metadata": {},
   "source": [
    "**2. Dataset summary**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ae17f8e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Relative Compactness  Surface Area  Wall Area  Roof Area  \\\n",
      "count               768.000       768.000    768.000    768.000   \n",
      "mean                  0.764       671.708    318.500    176.604   \n",
      "std                   0.106        88.086     43.626     45.166   \n",
      "min                   0.620       514.500    245.000    110.250   \n",
      "25%                   0.682       606.375    294.000    140.875   \n",
      "50%                   0.750       673.750    318.500    183.750   \n",
      "75%                   0.830       741.125    343.000    220.500   \n",
      "max                   0.980       808.500    416.500    220.500   \n",
      "\n",
      "       Overall Height  Orientation  Glazing Area  Glazing Area Distribution  \\\n",
      "count         768.000      768.000       768.000                    768.000   \n",
      "mean            5.250        3.500         0.234                      2.812   \n",
      "std             1.751        1.119         0.133                      1.551   \n",
      "min             3.500        2.000         0.000                      0.000   \n",
      "25%             3.500        2.750         0.100                      1.750   \n",
      "50%             5.250        3.500         0.250                      3.000   \n",
      "75%             7.000        4.250         0.400                      4.000   \n",
      "max             7.000        5.000         0.400                      5.000   \n",
      "\n",
      "       Heating Load  Cooling Load  \n",
      "count       768.000       768.000  \n",
      "mean         22.307        24.588  \n",
      "std          10.090         9.513  \n",
      "min           6.010        10.900  \n",
      "25%          12.992        15.620  \n",
      "50%          18.950        22.080  \n",
      "75%          31.668        33.133  \n",
      "max          43.100        48.030  \n"
     ]
    }
   ],
   "source": [
    "# a) Descriptive statistics\n",
    "set_option(\"display.precision\", 3)\n",
    "print(data.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9631265e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([], dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking categorical features\n",
    "cat_features = data.select_dtypes(include='O').keys()\n",
    "# display variabels\n",
    "cat_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4fbe7e40",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# b) Data visualizations\n",
    "# Box and Whisker Plots of a few features\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = [10, 6]\n",
    "plt.rcParams[\"figure.autolayout\"] = True\n",
    "\n",
    "raw_plot = pd.DataFrame(data)\n",
    "raw_plot.plot(kind='box', subplots=True, layout=(4,3), sharex=False, sharey=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4826ad34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create the stack bar chart of Heating and Cooling Load\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(np.arange(len(data['Heating Load'])), data['Heating Load'], label='Heating Load')\n",
    "ax.bar(np.arange(len(data['Cooling Load'])), data['Cooling Load'], bottom=data['Heating Load'], label='Cooling Load')\n",
    "\n",
    "# add labels, title and legend\n",
    "ax.set_xlabel('Number of Samples')\n",
    "ax.set_ylabel('Energy Consumption (kWh)')\n",
    "ax.set_title('Heating and Cooling Load')\n",
    "ax.legend()\n",
    "\n",
    "# show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "de09e66c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure with subplots\n",
    "fig, axes = plt.subplots(nrows=4, ncols=3, figsize=(12, 8))\n",
    "\n",
    "# Flatten the axes array to simplify plotting\n",
    "axes = axes.flatten()\n",
    "\n",
    "# Loop through each feature and create a density plot\n",
    "for i, feature in enumerate(raw_plot.columns):\n",
    "    sns.kdeplot(raw_plot[feature], ax=axes[i], color='steelblue', fill=True)\n",
    "    axes[i].set_title(feature)\n",
    "\n",
    "# Adjust the layout and spacing of the subplots\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f74f14e",
   "metadata": {},
   "source": [
    "It appears that only surface area follows Gaussian distrbution. The nonlinearity of other featues suggest that this is a complicated dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d0806163",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# correlation matrix between all pairs of attributes\n",
    "corr_matrix = data.corr(method='pearson')\n",
    "\n",
    "# Create a heatmap using seaborn\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "sns.heatmap(corr_matrix, vmin=-1, vmax=1, annot=True, cmap=\"coolwarm\", ax=ax)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6d2fc79",
   "metadata": {},
   "source": [
    "The correlation matrix indicates heating and coolind loads and energy consumption are strongly correlated to Overall Height and Relative Compactness. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4adce91d",
   "metadata": {},
   "source": [
    "The Sobol indices are a measure of the importance of each input variable in a simulation model, with respect to its contribution to the output variability. They can be used to determine the most important input variables and to prioritize the areas for improvement in a building design."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "45af8790",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Define the problem for Sobol analysis\n",
    "problem = {\n",
    "    'num_vars': 8,\n",
    "    'names': ['Relative_Compactness', 'Surface_Area', 'Wall_Area', 'Roof_Area', 'Overall_Height', 'Orientation', 'Glazing_Area', 'Glazing_Area_Distribution'],\n",
    "    'bounds': [(X.iloc[:, i].min(), X.iloc[:, i].max()) for i in range(8)]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9a3ce2ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the fitted Random Forest model from disk\n",
    "with open('finalized_model_multivariate.sav', 'rb') as file:\n",
    "    model_RF = pickle.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4a239c2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 1024 # number of samples\n",
    "# Generate samples\n",
    "X_sobol = sobol_sample(problem, N, calc_second_order=False)\n",
    "\n",
    "# Calculate the Sobol Indices for each target variable\n",
    "y_sobol_0 = model_RF.predict(X_sobol)[:, 0]\n",
    "Si_0 = sobol.analyze(problem, y_sobol_0, calc_second_order=False)\n",
    "\n",
    "y_sobol_1 = model_RF.predict(X_sobol)[:, 1]\n",
    "Si_1 = sobol.analyze(problem, y_sobol_1, calc_second_order=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d6c2b37",
   "metadata": {},
   "source": [
    "The Sobol indices sensitivity analysis suggest that there is a strong correlation between Energy Consumption and three factors: Glazing Area, Glazing Area Distribution, and Relative Compactness."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6e5cd48c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set figure size\n",
    "fig, ax = plt.subplots(figsize=(20, 16))\n",
    "\n",
    "# Set X axis labels and positions\n",
    "names = problem['names']\n",
    "x = np.arange(len(names))\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(names, fontsize=18, rotation=45)\n",
    "\n",
    "# Plot the bars for heating load\n",
    "width = 0.4\n",
    "rects1 = ax.bar(x - width/2, Si_0['S1'], width, label='Heating Load')\n",
    "\n",
    "# Plot the bars for cooling load\n",
    "rects2 = ax.bar(x + width/2, Si_1['S1'], width, label='Cooling Load')\n",
    "\n",
    "# Add axis labels and title\n",
    "ax.set_ylabel('Sobol index', fontsize=18)\n",
    "ax.set_title('Sobol indices for Heating and Cooling Load', fontsize=28)\n",
    "\n",
    "# Add legend\n",
    "ax.legend(fontsize=18)\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f5a8653",
   "metadata": {},
   "source": [
    "**3. Prepare Data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b51f9418",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relative Compactness          12\n",
      "Surface Area                  12\n",
      "Wall Area                      7\n",
      "Roof Area                      4\n",
      "Overall Height                 2\n",
      "Orientation                    4\n",
      "Glazing Area                   4\n",
      "Glazing Area Distribution      6\n",
      "Heating Load                 586\n",
      "Cooling Load                 636\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# a) Data Cleaning\n",
    "# summarize the number of unique values in each column\n",
    "print(data.nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2e029b6c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relative Compactness         0\n",
      "Surface Area                 0\n",
      "Wall Area                    0\n",
      "Roof Area                    0\n",
      "Overall Height               0\n",
      "Orientation                  0\n",
      "Glazing Area                 0\n",
      "Glazing Area Distribution    0\n",
      "Heating Load                 0\n",
      "Cooling Load                 0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Identify columns with missing values and count the number of missing values\n",
    "data.columns[data.isnull().any()]\n",
    "print(data.isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63ad7798",
   "metadata": {},
   "source": [
    "It is necessary to eliminate outliers in numerical data columns to improve the accuracy of training and validation processes. This can be done by determining the correlation between these columns and the target variable, identifying columns with low correlation, and then filtering out values that fall outside of the lower and upper bounds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b86a7bc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate the correlation between numerical columns and target variables\n",
    "corr_matrix = data.select_dtypes(include=np.number).corrwith(data['Heating Load']).sort_values(ascending=False)\n",
    "\n",
    "# filter columns with low correlation \n",
    "corr_threshold = 0.05\n",
    "low_corr_columns = corr_matrix[corr_matrix.abs() < corr_threshold].index\n",
    "\n",
    "# remove outliers from numerical columns with low correlation\n",
    "for column in low_corr_columns:\n",
    "    lower = data[column].quantile(0.01)\n",
    "    upper = data[column].quantile(0.99)\n",
    "    data[column] = data[column].clip(lower, upper)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1d5ccc46",
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate the correlation between numerical columns and target variables\n",
    "corr_matrix = data.select_dtypes(include=np.number).corrwith(data['Cooling Load']).sort_values(ascending=False)\n",
    "\n",
    "# filter columns with low correlation \n",
    "corr_threshold = 0.05\n",
    "low_corr_columns = corr_matrix[corr_matrix.abs() < corr_threshold].index\n",
    "\n",
    "# remove outliers from numerical columns with low correlation\n",
    "for column in low_corr_columns:\n",
    "    lower = data[column].quantile(0.01)\n",
    "    upper = data[column].quantile(0.99)\n",
    "    data[column] = data[column].clip(lower, upper)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f676f9",
   "metadata": {},
   "source": [
    "**4. Multi-objective Optimization using NSGA-II algorithm**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69848d29",
   "metadata": {},
   "source": [
    "Once the Random Forest model was trained, we can use them as the surrogate model in the optimization process. This is a multi-objective optimization problem that attampted to optimize both heating and cooling load using input building design parameters.\n",
    "\n",
    "Here are steps using the NSGA-II algorithm from the Pymoo library,  which is the most popular and a powerful interface for multi-objective optimization tasks, for optimization of building design parameters X targeting minimum heating and cooling loads y.\n",
    "\n",
    "1. Define the problem and evaluate function from the surrogate model\n",
    "\n",
    "\n",
    "2. Define the search space and NSGA-II algorithm parameters\n",
    "\n",
    "\n",
    "3. Define the convergence termination criteria and callback function to the store optimal solution\n",
    "\n",
    "\n",
    "4. Perform the optimization for a fixed number of iterations\n",
    "\n",
    "\n",
    "5. After the run has completed, return the best solution and plot the fit value of the best solution found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "aa308605",
   "metadata": {},
   "outputs": [],
   "source": [
    "class BuildingDesignProblem(Problem):\n",
    "    def __init__(self, x_min, x_max, model_RF):\n",
    "        super().__init__(n_var=len(x_min), n_obj=2, n_constr=0, xl=x_min, xu=x_max)\n",
    "        self.model_RF = model_RF\n",
    "\n",
    "    def _evaluate(self, X, out, *args, **kwargs):\n",
    "        # Predict heating and cooling loads using the Random Forest model\n",
    "        y_pred = self.model_RF.predict(X)\n",
    "\n",
    "        # Separate the two objectives (heating and cooling loads)\n",
    "        heating_load = y_pred[:, 0]\n",
    "        cooling_load = y_pred[:, 1]\n",
    "\n",
    "        # Set the objectives\n",
    "        out['F'] = np.column_stack([heating_load, cooling_load])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e4739e12",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.62, 514.5, 245.0, 110.25, 3.5, 2.0, 0.0, 0.0] [0.98, 808.5, 416.5, 220.5, 7.0, 5.0, 0.4, 5.0]\n"
     ]
    }
   ],
   "source": [
    "# Define the range of possible values for each building design parameters\n",
    "x_min = X.min().tolist()\n",
    "x_max = X.max().tolist()\n",
    "print(x_min, x_max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "64bfccd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize the problem\n",
    "problem = BuildingDesignProblem(x_min, x_max, model_RF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ddae0d81",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the NSGA-II algorithm\n",
    "algorithm = NSGA2(\n",
    "    pop_size=100,\n",
    "    n_offsprings=25,\n",
    "    sampling=FloatRandomSampling(),\n",
    "    crossover=SBX(prob=0.9, eta=15),\n",
    "    mutation=PolynomialMutation(prob=1.0/len(x_min), eta=20),\n",
    "    eliminate_duplicates=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6aa68779",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a convergence termination class\n",
    "class ConvergenceTermination(Termination):\n",
    "    def __init__(self, conv_threshold, conv_generations, n_max_gen):\n",
    "        super().__init__()\n",
    "        self.conv_threshold = conv_threshold\n",
    "        self.conv_generations = conv_generations\n",
    "        self.n_max_gen = n_max_gen\n",
    "        self.best_fit_values = []\n",
    "        self.conv_counter = 0\n",
    "        self.converged_solution_X = None\n",
    "        self.converged_solution_F = None\n",
    "\n",
    "    # check for the convergence criterion\n",
    "    def _do_continue(self, algorithm):\n",
    "        return self.perc < 1.0\n",
    "    \n",
    "    # check the convergence progress\n",
    "    def _update(self, algorithm):\n",
    "        best_fit = algorithm.pop.get(\"F\").min()\n",
    "        self.best_fit_values.append(best_fit)\n",
    "        \n",
    "        if algorithm.n_gen >= self.n_max_gen:\n",
    "            return 1.0\n",
    "\n",
    "        if len(self.best_fit_values) > self.conv_generations:\n",
    "            conv_rate = abs(self.best_fit_values[-1] - self.best_fit_values[-self.conv_generations]) / self.conv_generations\n",
    "            if conv_rate < self.conv_threshold:\n",
    "                self.conv_counter += 1\n",
    "                if self.conv_counter >= 5:\n",
    "                    # store the termination object and use it to print the converged solution and the objective value later\n",
    "                    self.converged_solution_X = algorithm.pop[np.argmin(algorithm.pop.get(\"F\"))].get(\"X\")\n",
    "                    self.converged_solution_F = algorithm.pop.get(\"F\")\n",
    "                    print(f\"Algorithm has converged after {algorithm.n_gen} generations.\")\n",
    "                    return 1.0\n",
    "            else:\n",
    "                self.conv_counter = 0\n",
    "        return algorithm.n_gen / self.n_max_gen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fe2526e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the callback function to store the generation number along with the non-dominated solutions found at each generation\n",
    "def generation_callback(algorithm):\n",
    "    generation_number = algorithm.n_gen\n",
    "    non_dominated_solutions = algorithm.pop.get(\"F\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2b309cd8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==========================================================\n",
      "n_gen  |  n_eval  | n_nds  |      eps      |   indicator  \n",
      "==========================================================\n",
      "     1 |      100 |      1 |             - |             -\n",
      "     2 |      125 |      1 |  0.000000E+00 |             f\n",
      "     3 |      150 |      1 |  0.0640000000 |         ideal\n",
      "     4 |      175 |      1 |  0.2575000000 |         ideal\n",
      "     5 |      200 |      2 |  0.000000E+00 |             f\n",
      "     6 |      225 |      4 |  0.000000E+00 |             f\n",
      "     7 |      250 |      6 |  0.000000E+00 |             f\n",
      "     8 |      275 |      8 |  0.000000E+00 |             f\n",
      "     9 |      300 |     10 |  0.000000E+00 |             f\n",
      "Algorithm has converged after 10 generations.\n",
      "    10 |      325 |     14 |  0.000000E+00 |             f\n"
     ]
    }
   ],
   "source": [
    "# Perform the optimization\n",
    "termination = ConvergenceTermination(conv_threshold=0.1, conv_generations=5, n_max_gen=50)\n",
    "\n",
    "res = minimize(\n",
    "    problem,\n",
    "    algorithm,\n",
    "    termination,\n",
    "    seed=1,\n",
    "    callback=generation_callback,\n",
    "    verbose=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c42a623f",
   "metadata": {},
   "source": [
    "We can see from the eps and n_nds that optimum solution was found in the first generation. Here's the meaning of the columns in the output:\n",
    "\n",
    "- n_eval: Number of evaluations - It represents the total number of objective function evaluations performed so far in the optimization process. In each generation, a certain number of individuals are evaluated, and this number keeps track of the cumulative evaluations.\n",
    "\n",
    "- n_nds: Number of non-dominated solutions - This shows the number of non-dominated solutions found in the current generation. Non-dominated solutions are part of the Pareto front and are the optimal solutions that cannot be improved in any objective without degrading another objective.\n",
    "\n",
    "- eps: Epsilon - This value represents the epsilon-indicator (ε-indicator) which is a performance metric used to measure the convergence of the algorithm. A smaller ε-indicator value implies better convergence.\n",
    "\n",
    "- indicator: Indicator - This column shows which indicator was used to calculate the ε-indicator value for that generation. Possible values include \"f\" for the hypervolume indicator and \"ideal\" for the ideal point indicator. The hypervolume indicator measures the volume of the dominated space by the non-dominated set, while the ideal point indicator measures the distance between the non-dominated set and the ideal point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3dbd9988",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retrieve the termination object after the optimization\n",
    "convergence = res.algorithm.termination"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e71d63e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimum values of heating and cooling loads (kWh) found:\n",
      "[22.202599999999997, 26.840199999999967]\n",
      "\n",
      "Converged solution (X values):\n",
      "- Relative Compactness: 0.9136279891710712\n",
      "- Surface Area: 608.374180675166\n",
      "- Wall Area: 270.12288190940353\n",
      "- Roof Area: 165.2692335234065\n",
      "- Overall Height: 6.050049837911087\n",
      "- Orientation: 2.7005483912394883\n",
      "- Glazing Area: 0.1026027274473341\n",
      "- Glazing Area Distribution: 0.056922364098670464\n"
     ]
    }
   ],
   "source": [
    "# Print the converged solution and corresponding objective value\n",
    "min_values = [min(sublist) for sublist in zip(*convergence.converged_solution_F)]\n",
    "print(\"Optimum values of heating and cooling loads (kWh) found:\")\n",
    "print(min_values)\n",
    "print()\n",
    "print(\"Converged solution (X values):\")\n",
    "for col_name, col_value in zip(X.columns, convergence.converged_solution_X):\n",
    "    print(f\"- {col_name}: {col_value}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c80ac1f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the optimum energy consumption of heating and cooling loads vs. n_eval at the converged n_gen (1 in this case)\n",
    "plt.plot(convergence.converged_solution_F[:, 0], label=\"Heating Load\")\n",
    "plt.plot(convergence.converged_solution_F[:, 1], label=\"Cooling Load\")\n",
    "\n",
    "plt.title(\"Heating and Cooling Loads vs n_eval\")\n",
    "plt.xlabel(\"n_eval\")\n",
    "plt.ylabel(\"Heating and Cooling Loads (kWh)\")\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99b4d9c4",
   "metadata": {},
   "source": [
    "**5. Conclusions**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74d153e8",
   "metadata": {},
   "source": [
    "- The results of the Sobol indices sensitivity analysis indicate that Energy Consumption is strongly correlated with three factors: Glazing Area, Glazing Area Distribution, and Relative Compactness. These factors have the highest Sobol indices, indicating that they have the greatest impact on the Energy Consumption.\n",
    "\n",
    "- The optimization results show that convergence was reached during the first iteration.\n",
    "\n",
    "- When comparing the outcomes of multi-objective optimization with those of single-objective optimization, an optimal solution is found, which yields heating and cooling loads of 22.2026 kWh and 26.8402 kWh, respectively.\n",
    "\n",
    "- Pymoo is not the sole option for multi-objective optimization; several other libraries and tools are available, including DEAP, MOEA, and Optunity. These alternatives can be tailored to specific problem requirements and preferences."
   ]
  }
 ],
 "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}