Skip to content

C
Code_Sidang_Ulang
Commit 0f250376 by Yolanda
Options

first commit

parent 5bffc7ae
Showing with 195 additions and 1142 deletions
Algo_PSO.ipynb
......@@ -46,15 +46,7 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"outputs": [],
"source": [
"# Library \n",
"import pandas as pd\n",
......@@ -67,15 +59,7 @@
"import time\n",
"import sys\n",
"import datetime\n",
"import timeit\n",
"from sklearn.neighbors import DistanceMetric\n",
"from math import radians,cos,sin\n",
"from haversine import haversine, Unit\n",
"from scipy.spatial import distance\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from keras.models import Sequential\n",
"from keras.layers import Bidirectional, GlobalMaxPool1D\n",
"from keras.layers import LSTM"
"import timeit"
]
},
{
......@@ -94,7 +78,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 3,
"metadata": {},
"outputs": [
{
......@@ -118,1132 +102,236 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Pantai BUL BUL</th>\n",
" <th>BUKIT travel Gibeon</th>\n",
" <th>Pakkodian</th>\n",
" <th>Taman Eden 100 Tobasa</th>\n",
" <th>Water Park Tambunan</th>\n",
" <th>Bukit Pahoda</th>\n",
" <th>Bukit Senyum</th>\n",
" <th>Air Terjun Pandumaan</th>\n",
" <th>Long Beach</th>\n",
" <th>PANTAI AGADON</th>\n",
" <th>...</th>\n",
" <th>Dolok Surungan</th>\n",
" <th>Air Terjun Sampuran</th>\n",
" <th>Air Terjun Morena</th>\n",
" <th>Tornagodang</th>\n",
" <th>Hatulian Beach</th>\n",
" <th>Monumen Raja Sonakmalela</th>\n",
" <th>Lumban Binanga Beach</th>\n",
" <th>Pantai Pasifik Porsea</th>\n",
" <th>Desa Adat Ragi Hotang</th>\n",
" <th>Makam Raja Sisingamangaraja XII</th>\n",
" <th>ID_City</th>\n",
" <th>City</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>50.9</td>\n",
" <td>12.8</td>\n",
" <td>44.7</td>\n",
" <td>5.9</td>\n",
" <td>71.0</td>\n",
" <td>60.6</td>\n",
" <td>12.4</td>\n",
" <td>63.5</td>\n",
" <td>50.5</td>\n",
" <td>...</td>\n",
" <td>74.2</td>\n",
" <td>37.1</td>\n",
" <td>64.5</td>\n",
" <td>36.1</td>\n",
" <td>11.6</td>\n",
" <td>3.30</td>\n",
" <td>10.7</td>\n",
" <td>22.5</td>\n",
" <td>14.4</td>\n",
" <td>5.70</td>\n",
" <td>0</td>\n",
" <td>Pantai BUL BUL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>50.9</td>\n",
" <td>0.0</td>\n",
" <td>59.2</td>\n",
" <td>6.2</td>\n",
" <td>47.3</td>\n",
" <td>53.5</td>\n",
" <td>12.0</td>\n",
" <td>51.4</td>\n",
" <td>17.6</td>\n",
" <td>18.6</td>\n",
" <td>...</td>\n",
" <td>102.0</td>\n",
" <td>83.5</td>\n",
" <td>71.7</td>\n",
" <td>63.9</td>\n",
" <td>46.1</td>\n",
" <td>49.70</td>\n",
" <td>45.2</td>\n",
" <td>32.9</td>\n",
" <td>60.8</td>\n",
" <td>52.10</td>\n",
" <td>1</td>\n",
" <td>BUKIT travel Gibeon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12.8</td>\n",
" <td>59.2</td>\n",
" <td>0.0</td>\n",
" <td>53.0</td>\n",
" <td>14.2</td>\n",
" <td>11.9</td>\n",
" <td>68.9</td>\n",
" <td>20.7</td>\n",
" <td>71.8</td>\n",
" <td>58.8</td>\n",
" <td>...</td>\n",
" <td>82.5</td>\n",
" <td>30.4</td>\n",
" <td>72.8</td>\n",
" <td>44.4</td>\n",
" <td>19.9</td>\n",
" <td>9.50</td>\n",
" <td>18.9</td>\n",
" <td>31.8</td>\n",
" <td>4.5</td>\n",
" <td>7.70</td>\n",
" <td>2</td>\n",
" <td>Pakkodian</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>44.7</td>\n",
" <td>6.2</td>\n",
" <td>53.0</td>\n",
" <td>0.0</td>\n",
" <td>41.1</td>\n",
" <td>47.2</td>\n",
" <td>15.9</td>\n",
" <td>45.5</td>\n",
" <td>18.8</td>\n",
" <td>12.3</td>\n",
" <td>...</td>\n",
" <td>95.8</td>\n",
" <td>77.2</td>\n",
" <td>65.5</td>\n",
" <td>57.7</td>\n",
" <td>39.9</td>\n",
" <td>43.50</td>\n",
" <td>39.0</td>\n",
" <td>26.7</td>\n",
" <td>54.5</td>\n",
" <td>45.90</td>\n",
" <td>3</td>\n",
" <td>Taman Eden 100 Tobasa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.9</td>\n",
" <td>47.3</td>\n",
" <td>14.2</td>\n",
" <td>41.1</td>\n",
" <td>0.0</td>\n",
" <td>8.4</td>\n",
" <td>57.0</td>\n",
" <td>13.8</td>\n",
" <td>59.8</td>\n",
" <td>46.9</td>\n",
" <td>...</td>\n",
" <td>70.5</td>\n",
" <td>38.4</td>\n",
" <td>60.9</td>\n",
" <td>32.4</td>\n",
" <td>7.9</td>\n",
" <td>4.70</td>\n",
" <td>7.0</td>\n",
" <td>19.9</td>\n",
" <td>15.7</td>\n",
" <td>7.10</td>\n",
" <td>4</td>\n",
" <td>Water Park Tambunan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>7.1</td>\n",
" <td>53.5</td>\n",
" <td>11.1</td>\n",
" <td>47.2</td>\n",
" <td>8.4</td>\n",
" <td>0.0</td>\n",
" <td>63.2</td>\n",
" <td>14.9</td>\n",
" <td>66.0</td>\n",
" <td>53.1</td>\n",
" <td>...</td>\n",
" <td>76.7</td>\n",
" <td>36.2</td>\n",
" <td>67.1</td>\n",
" <td>38.6</td>\n",
" <td>14.1</td>\n",
" <td>3.80</td>\n",
" <td>13.2</td>\n",
" <td>26.1</td>\n",
" <td>13.5</td>\n",
" <td>4.00</td>\n",
" <td>5</td>\n",
" <td>Bukit Pahoda</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>60.6</td>\n",
" <td>12.0</td>\n",
" <td>68.9</td>\n",
" <td>15.9</td>\n",
" <td>57.0</td>\n",
" <td>63.1</td>\n",
" <td>0.0</td>\n",
" <td>61.4</td>\n",
" <td>5.5</td>\n",
" <td>28.2</td>\n",
" <td>...</td>\n",
" <td>112.0</td>\n",
" <td>93.1</td>\n",
" <td>81.4</td>\n",
" <td>73.6</td>\n",
" <td>55.8</td>\n",
" <td>59.40</td>\n",
" <td>54.9</td>\n",
" <td>42.6</td>\n",
" <td>70.4</td>\n",
" <td>61.80</td>\n",
" <td>6</td>\n",
" <td>Bukit Senyum</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>12.4</td>\n",
" <td>51.7</td>\n",
" <td>20.7</td>\n",
" <td>45.5</td>\n",
" <td>11.3</td>\n",
" <td>14.9</td>\n",
" <td>61.4</td>\n",
" <td>0.0</td>\n",
" <td>64.2</td>\n",
" <td>51.3</td>\n",
" <td>...</td>\n",
" <td>74.9</td>\n",
" <td>44.9</td>\n",
" <td>65.3</td>\n",
" <td>36.8</td>\n",
" <td>12.8</td>\n",
" <td>11.20</td>\n",
" <td>11.9</td>\n",
" <td>24.3</td>\n",
" <td>22.2</td>\n",
" <td>13.60</td>\n",
" <td>7</td>\n",
" <td>Air Terjun Pandumaan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>62.5</td>\n",
" <td>16.6</td>\n",
" <td>71.8</td>\n",
" <td>17.8</td>\n",
" <td>58.8</td>\n",
" <td>66.0</td>\n",
" <td>5.5</td>\n",
" <td>63.3</td>\n",
" <td>0.0</td>\n",
" <td>31.1</td>\n",
" <td>...</td>\n",
" <td>114.0</td>\n",
" <td>95.0</td>\n",
" <td>83.3</td>\n",
" <td>75.5</td>\n",
" <td>57.7</td>\n",
" <td>61.30</td>\n",
" <td>56.8</td>\n",
" <td>44.5</td>\n",
" <td>72.3</td>\n",
" <td>64.60</td>\n",
" <td>8</td>\n",
" <td>Long Beach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>50.5</td>\n",
" <td>18.6</td>\n",
" <td>58.8</td>\n",
" <td>12.3</td>\n",
" <td>46.9</td>\n",
" <td>53.1</td>\n",
" <td>28.2</td>\n",
" <td>51.3</td>\n",
" <td>31.1</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>102.0</td>\n",
" <td>83.1</td>\n",
" <td>71.3</td>\n",
" <td>63.5</td>\n",
" <td>45.7</td>\n",
" <td>49.30</td>\n",
" <td>44.8</td>\n",
" <td>19.8</td>\n",
" <td>60.4</td>\n",
" <td>51.70</td>\n",
" <td>9</td>\n",
" <td>PANTAI AGADON</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>52.7</td>\n",
" <td>20.7</td>\n",
" <td>61.0</td>\n",
" <td>14.5</td>\n",
" <td>49.0</td>\n",
" <td>55.2</td>\n",
" <td>30.4</td>\n",
" <td>53.5</td>\n",
" <td>33.2</td>\n",
" <td>5.7</td>\n",
" <td>...</td>\n",
" <td>104.0</td>\n",
" <td>85.2</td>\n",
" <td>73.5</td>\n",
" <td>65.7</td>\n",
" <td>47.9</td>\n",
" <td>51.50</td>\n",
" <td>47.0</td>\n",
" <td>34.7</td>\n",
" <td>62.5</td>\n",
" <td>53.80</td>\n",
" <td>10</td>\n",
" <td>Situmurun Waterfall</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>43.1</td>\n",
" <td>50.3</td>\n",
" <td>51.4</td>\n",
" <td>44.0</td>\n",
" <td>39.4</td>\n",
" <td>45.6</td>\n",
" <td>59.9</td>\n",
" <td>43.8</td>\n",
" <td>62.8</td>\n",
" <td>49.9</td>\n",
" <td>...</td>\n",
" <td>94.2</td>\n",
" <td>75.6</td>\n",
" <td>26.2</td>\n",
" <td>56.1</td>\n",
" <td>38.2</td>\n",
" <td>41.80</td>\n",
" <td>37.3</td>\n",
" <td>25.1</td>\n",
" <td>52.9</td>\n",
" <td>44.20</td>\n",
" <td>11</td>\n",
" <td>Simanimbo Waterfall</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>51.9</td>\n",
" <td>59.0</td>\n",
" <td>60.2</td>\n",
" <td>52.8</td>\n",
" <td>48.2</td>\n",
" <td>54.4</td>\n",
" <td>68.7</td>\n",
" <td>52.8</td>\n",
" <td>71.6</td>\n",
" <td>58.6</td>\n",
" <td>...</td>\n",
" <td>103.0</td>\n",
" <td>84.4</td>\n",
" <td>15.5</td>\n",
" <td>64.9</td>\n",
" <td>47.0</td>\n",
" <td>50.60</td>\n",
" <td>46.1</td>\n",
" <td>33.8</td>\n",
" <td>61.7</td>\n",
" <td>53.00</td>\n",
" <td>12</td>\n",
" <td>Air Terjun Sigura Gura</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>56.3</td>\n",
" <td>7.7</td>\n",
" <td>64.6</td>\n",
" <td>11.6</td>\n",
" <td>52.7</td>\n",
" <td>58.8</td>\n",
" <td>10.8</td>\n",
" <td>57.1</td>\n",
" <td>23.0</td>\n",
" <td>23.9</td>\n",
" <td>...</td>\n",
" <td>107.0</td>\n",
" <td>88.8</td>\n",
" <td>77.1</td>\n",
" <td>69.3</td>\n",
" <td>51.5</td>\n",
" <td>55.10</td>\n",
" <td>50.6</td>\n",
" <td>38.3</td>\n",
" <td>66.1</td>\n",
" <td>57.50</td>\n",
" <td>13</td>\n",
" <td>The Kaldera</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>6.0</td>\n",
" <td>52.5</td>\n",
" <td>8.0</td>\n",
" <td>46.2</td>\n",
" <td>7.4</td>\n",
" <td>3.3</td>\n",
" <td>62.1</td>\n",
" <td>13.9</td>\n",
" <td>65.0</td>\n",
" <td>52.0</td>\n",
" <td>...</td>\n",
" <td>75.7</td>\n",
" <td>32.3</td>\n",
" <td>66.0</td>\n",
" <td>37.6</td>\n",
" <td>13.1</td>\n",
" <td>2.80</td>\n",
" <td>12.2</td>\n",
" <td>25.1</td>\n",
" <td>9.6</td>\n",
" <td>0.35</td>\n",
" <td>14</td>\n",
" <td>Museum T. B. Silalahi Center</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>11.8</td>\n",
" <td>58.2</td>\n",
" <td>4.1</td>\n",
" <td>52.0</td>\n",
" <td>13.2</td>\n",
" <td>10.9</td>\n",
" <td>67.9</td>\n",
" <td>19.6</td>\n",
" <td>70.7</td>\n",
" <td>57.8</td>\n",
" <td>...</td>\n",
" <td>81.4</td>\n",
" <td>29.3</td>\n",
" <td>71.8</td>\n",
" <td>43.3</td>\n",
" <td>18.8</td>\n",
" <td>8.50</td>\n",
" <td>17.9</td>\n",
" <td>30.8</td>\n",
" <td>5.6</td>\n",
" <td>6.60</td>\n",
" <td>15</td>\n",
" <td>Bukit Tarabunga</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>14.6</td>\n",
" <td>61.0</td>\n",
" <td>4.7</td>\n",
" <td>54.8</td>\n",
" <td>16.0</td>\n",
" <td>13.7</td>\n",
" <td>70.7</td>\n",
" <td>22.5</td>\n",
" <td>73.6</td>\n",
" <td>60.6</td>\n",
" <td>...</td>\n",
" <td>84.3</td>\n",
" <td>32.1</td>\n",
" <td>74.6</td>\n",
" <td>46.2</td>\n",
" <td>21.7</td>\n",
" <td>11.40</td>\n",
" <td>20.8</td>\n",
" <td>33.7</td>\n",
" <td>0.6</td>\n",
" <td>9.50</td>\n",
" <td>16</td>\n",
" <td>Pantai Meat</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>60.7</td>\n",
" <td>67.9</td>\n",
" <td>74.2</td>\n",
" <td>61.7</td>\n",
" <td>57.0</td>\n",
" <td>68.5</td>\n",
" <td>82.8</td>\n",
" <td>61.5</td>\n",
" <td>80.4</td>\n",
" <td>72.7</td>\n",
" <td>...</td>\n",
" <td>112.0</td>\n",
" <td>93.2</td>\n",
" <td>9.7</td>\n",
" <td>73.7</td>\n",
" <td>55.9</td>\n",
" <td>59.50</td>\n",
" <td>55.0</td>\n",
" <td>42.7</td>\n",
" <td>70.5</td>\n",
" <td>67.10</td>\n",
" <td>17</td>\n",
" <td>Air Terjun Sialogo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>9.0</td>\n",
" <td>55.5</td>\n",
" <td>15.4</td>\n",
" <td>49.2</td>\n",
" <td>10.4</td>\n",
" <td>9.6</td>\n",
" <td>65.1</td>\n",
" <td>15.0</td>\n",
" <td>68.0</td>\n",
" <td>55.1</td>\n",
" <td>...</td>\n",
" <td>78.7</td>\n",
" <td>39.6</td>\n",
" <td>69.0</td>\n",
" <td>40.6</td>\n",
" <td>16.1</td>\n",
" <td>5.90</td>\n",
" <td>15.2</td>\n",
" <td>28.1</td>\n",
" <td>16.9</td>\n",
" <td>8.30</td>\n",
" <td>18</td>\n",
" <td>Air Terjun Siboruon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>42.4</td>\n",
" <td>8.7</td>\n",
" <td>50.7</td>\n",
" <td>2.4</td>\n",
" <td>38.8</td>\n",
" <td>44.9</td>\n",
" <td>18.3</td>\n",
" <td>43.2</td>\n",
" <td>21.2</td>\n",
" <td>10.0</td>\n",
" <td>...</td>\n",
" <td>93.5</td>\n",
" <td>74.9</td>\n",
" <td>63.2</td>\n",
" <td>55.4</td>\n",
" <td>37.6</td>\n",
" <td>41.20</td>\n",
" <td>36.7</td>\n",
" <td>24.4</td>\n",
" <td>52.2</td>\n",
" <td>43.60</td>\n",
" <td>19</td>\n",
" <td>Gunung Pangulubao</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>6.7</td>\n",
" <td>53.1</td>\n",
" <td>8.7</td>\n",
" <td>46.9</td>\n",
" <td>8.1</td>\n",
" <td>2.8</td>\n",
" <td>62.9</td>\n",
" <td>14.6</td>\n",
" <td>65.7</td>\n",
" <td>52.8</td>\n",
" <td>...</td>\n",
" <td>76.4</td>\n",
" <td>32.9</td>\n",
" <td>66.7</td>\n",
" <td>38.3</td>\n",
" <td>13.8</td>\n",
" <td>3.40</td>\n",
" <td>12.9</td>\n",
" <td>25.7</td>\n",
" <td>10.2</td>\n",
" <td>2.00</td>\n",
" <td>20</td>\n",
" <td>Lumban Silintong</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>36.3</td>\n",
" <td>45.7</td>\n",
" <td>44.6</td>\n",
" <td>39.5</td>\n",
" <td>32.7</td>\n",
" <td>38.9</td>\n",
" <td>55.4</td>\n",
" <td>37.1</td>\n",
" <td>58.2</td>\n",
" <td>23.4</td>\n",
" <td>...</td>\n",
" <td>87.4</td>\n",
" <td>68.9</td>\n",
" <td>59.3</td>\n",
" <td>49.3</td>\n",
" <td>32.5</td>\n",
" <td>35.10</td>\n",
" <td>30.6</td>\n",
" <td>14.7</td>\n",
" <td>46.2</td>\n",
" <td>37.50</td>\n",
" <td>21</td>\n",
" <td>Siregar Aek Nalas</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>4.4</td>\n",
" <td>47.9</td>\n",
" <td>12.7</td>\n",
" <td>41.7</td>\n",
" <td>2.9</td>\n",
" <td>7.0</td>\n",
" <td>57.6</td>\n",
" <td>11.9</td>\n",
" <td>60.5</td>\n",
" <td>47.5</td>\n",
" <td>...</td>\n",
" <td>71.2</td>\n",
" <td>37.0</td>\n",
" <td>61.5</td>\n",
" <td>33.1</td>\n",
" <td>8.6</td>\n",
" <td>3.20</td>\n",
" <td>7.6</td>\n",
" <td>20.5</td>\n",
" <td>14.3</td>\n",
" <td>5.60</td>\n",
" <td>22</td>\n",
" <td>Pantai Janji Maria</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>3.4</td>\n",
" <td>49.8</td>\n",
" <td>9.4</td>\n",
" <td>43.6</td>\n",
" <td>4.8</td>\n",
" <td>3.6</td>\n",
" <td>59.5</td>\n",
" <td>11.3</td>\n",
" <td>62.4</td>\n",
" <td>49.4</td>\n",
" <td>...</td>\n",
" <td>73.1</td>\n",
" <td>33.6</td>\n",
" <td>63.4</td>\n",
" <td>35.0</td>\n",
" <td>10.5</td>\n",
" <td>0.13</td>\n",
" <td>9.5</td>\n",
" <td>22.4</td>\n",
" <td>5.6</td>\n",
" <td>2.30</td>\n",
" <td>23</td>\n",
" <td>Balerong Onan Balige</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>9.8</td>\n",
" <td>56.2</td>\n",
" <td>4.1</td>\n",
" <td>50.0</td>\n",
" <td>11.2</td>\n",
" <td>8.9</td>\n",
" <td>65.9</td>\n",
" <td>17.7</td>\n",
" <td>68.8</td>\n",
" <td>55.8</td>\n",
" <td>...</td>\n",
" <td>79.5</td>\n",
" <td>27.4</td>\n",
" <td>69.8</td>\n",
" <td>41.4</td>\n",
" <td>16.9</td>\n",
" <td>6.60</td>\n",
" <td>16.0</td>\n",
" <td>28.9</td>\n",
" <td>5.6</td>\n",
" <td>4.70</td>\n",
" <td>24</td>\n",
" <td>Dolok Tolong</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>21.0</td>\n",
" <td>32.2</td>\n",
" <td>29.3</td>\n",
" <td>26.0</td>\n",
" <td>17.4</td>\n",
" <td>23.6</td>\n",
" <td>41.9</td>\n",
" <td>21.8</td>\n",
" <td>44.8</td>\n",
" <td>31.9</td>\n",
" <td>...</td>\n",
" <td>72.1</td>\n",
" <td>53.6</td>\n",
" <td>45.8</td>\n",
" <td>34.0</td>\n",
" <td>16.2</td>\n",
" <td>19.80</td>\n",
" <td>15.3</td>\n",
" <td>4.9</td>\n",
" <td>5.6</td>\n",
" <td>22.20</td>\n",
" <td>25</td>\n",
" <td>Pantai Pasir Putih Parparean</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>74.2</td>\n",
" <td>102.0</td>\n",
" <td>82.5</td>\n",
" <td>95.8</td>\n",
" <td>70.5</td>\n",
" <td>76.7</td>\n",
" <td>112.0</td>\n",
" <td>74.9</td>\n",
" <td>115.0</td>\n",
" <td>102.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>107.0</td>\n",
" <td>118.0</td>\n",
" <td>36.5</td>\n",
" <td>69.3</td>\n",
" <td>72.90</td>\n",
" <td>68.4</td>\n",
" <td>74.6</td>\n",
" <td>84.0</td>\n",
" <td>75.30</td>\n",
" <td>26</td>\n",
" <td>Dolok Surungan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>51.5</td>\n",
" <td>83.5</td>\n",
" <td>59.8</td>\n",
" <td>78.1</td>\n",
" <td>47.8</td>\n",
" <td>36.2</td>\n",
" <td>93.1</td>\n",
" <td>52.3</td>\n",
" <td>96.8</td>\n",
" <td>83.1</td>\n",
" <td>...</td>\n",
" <td>103.0</td>\n",
" <td>0.0</td>\n",
" <td>15.1</td>\n",
" <td>69.4</td>\n",
" <td>46.7</td>\n",
" <td>34.60</td>\n",
" <td>45.7</td>\n",
" <td>56.9</td>\n",
" <td>61.3</td>\n",
" <td>31.90</td>\n",
" <td>27</td>\n",
" <td>Air Terjun Sampuran</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>64.5</td>\n",
" <td>71.7</td>\n",
" <td>72.8</td>\n",
" <td>65.5</td>\n",
" <td>60.9</td>\n",
" <td>67.1</td>\n",
" <td>81.4</td>\n",
" <td>65.3</td>\n",
" <td>84.2</td>\n",
" <td>71.3</td>\n",
" <td>...</td>\n",
" <td>116.0</td>\n",
" <td>97.1</td>\n",
" <td>0.0</td>\n",
" <td>77.5</td>\n",
" <td>59.7</td>\n",
" <td>63.30</td>\n",
" <td>58.8</td>\n",
" <td>46.5</td>\n",
" <td>74.3</td>\n",
" <td>65.70</td>\n",
" <td>28</td>\n",
" <td>Air Terjun Morena</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>36.1</td>\n",
" <td>63.9</td>\n",
" <td>44.3</td>\n",
" <td>57.7</td>\n",
" <td>32.4</td>\n",
" <td>38.6</td>\n",
" <td>73.6</td>\n",
" <td>36.8</td>\n",
" <td>76.5</td>\n",
" <td>63.5</td>\n",
" <td>...</td>\n",
" <td>36.5</td>\n",
" <td>68.6</td>\n",
" <td>77.5</td>\n",
" <td>0.0</td>\n",
" <td>31.2</td>\n",
" <td>34.80</td>\n",
" <td>30.3</td>\n",
" <td>36.5</td>\n",
" <td>45.9</td>\n",
" <td>37.20</td>\n",
" <td>29</td>\n",
" <td>Tornagodang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>11.9</td>\n",
" <td>46.1</td>\n",
" <td>20.2</td>\n",
" <td>39.9</td>\n",
" <td>8.3</td>\n",
" <td>14.1</td>\n",
" <td>55.8</td>\n",
" <td>12.7</td>\n",
" <td>58.7</td>\n",
" <td>45.7</td>\n",
" <td>...</td>\n",
" <td>69.4</td>\n",
" <td>44.4</td>\n",
" <td>59.7</td>\n",
" <td>31.3</td>\n",
" <td>0.0</td>\n",
" <td>10.70</td>\n",
" <td>0.9</td>\n",
" <td>18.7</td>\n",
" <td>21.7</td>\n",
" <td>12.70</td>\n",
" <td>30</td>\n",
" <td>Hatulian Beach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>3.3</td>\n",
" <td>49.7</td>\n",
" <td>9.5</td>\n",
" <td>43.5</td>\n",
" <td>4.7</td>\n",
" <td>3.8</td>\n",
" <td>59.4</td>\n",
" <td>11.2</td>\n",
" <td>62.2</td>\n",
" <td>49.3</td>\n",
" <td>...</td>\n",
" <td>72.9</td>\n",
" <td>33.8</td>\n",
" <td>63.3</td>\n",
" <td>34.8</td>\n",
" <td>10.3</td>\n",
" <td>0.00</td>\n",
" <td>9.4</td>\n",
" <td>22.3</td>\n",
" <td>11.1</td>\n",
" <td>2.40</td>\n",
" <td>31</td>\n",
" <td>Monumen Raja Sonakmalela</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>11.2</td>\n",
" <td>45.2</td>\n",
" <td>19.4</td>\n",
" <td>39.1</td>\n",
" <td>7.5</td>\n",
" <td>13.2</td>\n",
" <td>54.9</td>\n",
" <td>11.9</td>\n",
" <td>57.9</td>\n",
" <td>44.8</td>\n",
" <td>...</td>\n",
" <td>68.6</td>\n",
" <td>43.7</td>\n",
" <td>59.0</td>\n",
" <td>30.5</td>\n",
" <td>0.9</td>\n",
" <td>9.90</td>\n",
" <td>0.0</td>\n",
" <td>18.0</td>\n",
" <td>21.0</td>\n",
" <td>11.80</td>\n",
" <td>32</td>\n",
" <td>Lumban Binanga Beach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>23.5</td>\n",
" <td>32.9</td>\n",
" <td>31.8</td>\n",
" <td>26.7</td>\n",
" <td>19.9</td>\n",
" <td>26.1</td>\n",
" <td>42.6</td>\n",
" <td>24.3</td>\n",
" <td>45.5</td>\n",
" <td>19.8</td>\n",
" <td>...</td>\n",
" <td>74.6</td>\n",
" <td>56.1</td>\n",
" <td>46.5</td>\n",
" <td>36.5</td>\n",
" <td>18.7</td>\n",
" <td>22.30</td>\n",
" <td>17.8</td>\n",
" <td>0.0</td>\n",
" <td>33.4</td>\n",
" <td>24.70</td>\n",
" <td>33</td>\n",
" <td>Pantai Pasifik Porsea</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>14.4</td>\n",
" <td>60.8</td>\n",
" <td>4.5</td>\n",
" <td>54.6</td>\n",
" <td>15.7</td>\n",
" <td>13.5</td>\n",
" <td>70.4</td>\n",
" <td>22.2</td>\n",
" <td>73.3</td>\n",
" <td>60.4</td>\n",
" <td>...</td>\n",
" <td>84.0</td>\n",
" <td>31.9</td>\n",
" <td>74.4</td>\n",
" <td>45.9</td>\n",
" <td>21.4</td>\n",
" <td>11.10</td>\n",
" <td>20.5</td>\n",
" <td>33.4</td>\n",
" <td>0.0</td>\n",
" <td>9.20</td>\n",
" <td>34</td>\n",
" <td>Desa Adat Ragi Hotang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>5.7</td>\n",
" <td>52.1</td>\n",
" <td>7.7</td>\n",
" <td>45.9</td>\n",
" <td>7.1</td>\n",
" <td>3.6</td>\n",
" <td>61.8</td>\n",
" <td>13.6</td>\n",
" <td>64.6</td>\n",
" <td>51.7</td>\n",
" <td>...</td>\n",
" <td>75.3</td>\n",
" <td>31.9</td>\n",
" <td>65.7</td>\n",
" <td>37.2</td>\n",
" <td>12.7</td>\n",
" <td>2.40</td>\n",
" <td>11.8</td>\n",
" <td>24.7</td>\n",
" <td>9.2</td>\n",
" <td>0.00</td>\n",
" <td>35</td>\n",
" <td>Makam Raja Sisingamangaraja XII</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>36 rows × 36 columns</p>\n",
"</div>"
],
"text/plain": [
" Pantai BUL BUL BUKIT travel Gibeon Pakkodian Taman Eden 100 Tobasa \\\n",
"0 0.0 50.9 12.8 44.7 \n",
"1 50.9 0.0 59.2 6.2 \n",
"2 12.8 59.2 0.0 53.0 \n",
"3 44.7 6.2 53.0 0.0 \n",
"4 5.9 47.3 14.2 41.1 \n",
"5 7.1 53.5 11.1 47.2 \n",
"6 60.6 12.0 68.9 15.9 \n",
"7 12.4 51.7 20.7 45.5 \n",
"8 62.5 16.6 71.8 17.8 \n",
"9 50.5 18.6 58.8 12.3 \n",
"10 52.7 20.7 61.0 14.5 \n",
"11 43.1 50.3 51.4 44.0 \n",
"12 51.9 59.0 60.2 52.8 \n",
"13 56.3 7.7 64.6 11.6 \n",
"14 6.0 52.5 8.0 46.2 \n",
"15 11.8 58.2 4.1 52.0 \n",
"16 14.6 61.0 4.7 54.8 \n",
"17 60.7 67.9 74.2 61.7 \n",
"18 9.0 55.5 15.4 49.2 \n",
"19 42.4 8.7 50.7 2.4 \n",
"20 6.7 53.1 8.7 46.9 \n",
"21 36.3 45.7 44.6 39.5 \n",
"22 4.4 47.9 12.7 41.7 \n",
"23 3.4 49.8 9.4 43.6 \n",
"24 9.8 56.2 4.1 50.0 \n",
"25 21.0 32.2 29.3 26.0 \n",
"26 74.2 102.0 82.5 95.8 \n",
"27 51.5 83.5 59.8 78.1 \n",
"28 64.5 71.7 72.8 65.5 \n",
"29 36.1 63.9 44.3 57.7 \n",
"30 11.9 46.1 20.2 39.9 \n",
"31 3.3 49.7 9.5 43.5 \n",
"32 11.2 45.2 19.4 39.1 \n",
"33 23.5 32.9 31.8 26.7 \n",
"34 14.4 60.8 4.5 54.6 \n",
"35 5.7 52.1 7.7 45.9 \n",
"\n",
" Water Park Tambunan Bukit Pahoda Bukit Senyum Air Terjun Pandumaan \\\n",
"0 5.9 71.0 60.6 12.4 \n",
"1 47.3 53.5 12.0 51.4 \n",
"2 14.2 11.9 68.9 20.7 \n",
"3 41.1 47.2 15.9 45.5 \n",
"4 0.0 8.4 57.0 13.8 \n",
"5 8.4 0.0 63.2 14.9 \n",
"6 57.0 63.1 0.0 61.4 \n",
"7 11.3 14.9 61.4 0.0 \n",
"8 58.8 66.0 5.5 63.3 \n",
"9 46.9 53.1 28.2 51.3 \n",
"10 49.0 55.2 30.4 53.5 \n",
"11 39.4 45.6 59.9 43.8 \n",
"12 48.2 54.4 68.7 52.8 \n",
"13 52.7 58.8 10.8 57.1 \n",
"14 7.4 3.3 62.1 13.9 \n",
"15 13.2 10.9 67.9 19.6 \n",
"16 16.0 13.7 70.7 22.5 \n",
"17 57.0 68.5 82.8 61.5 \n",
"18 10.4 9.6 65.1 15.0 \n",
"19 38.8 44.9 18.3 43.2 \n",
"20 8.1 2.8 62.9 14.6 \n",
"21 32.7 38.9 55.4 37.1 \n",
"22 2.9 7.0 57.6 11.9 \n",
"23 4.8 3.6 59.5 11.3 \n",
"24 11.2 8.9 65.9 17.7 \n",
"25 17.4 23.6 41.9 21.8 \n",
"26 70.5 76.7 112.0 74.9 \n",
"27 47.8 36.2 93.1 52.3 \n",
"28 60.9 67.1 81.4 65.3 \n",
"29 32.4 38.6 73.6 36.8 \n",
"30 8.3 14.1 55.8 12.7 \n",
"31 4.7 3.8 59.4 11.2 \n",
"32 7.5 13.2 54.9 11.9 \n",
"33 19.9 26.1 42.6 24.3 \n",
"34 15.7 13.5 70.4 22.2 \n",
"35 7.1 3.6 61.8 13.6 \n",
"\n",
" Long Beach PANTAI AGADON ... Dolok Surungan Air Terjun Sampuran \\\n",
"0 63.5 50.5 ... 74.2 37.1 \n",
"1 17.6 18.6 ... 102.0 83.5 \n",
"2 71.8 58.8 ... 82.5 30.4 \n",
"3 18.8 12.3 ... 95.8 77.2 \n",
"4 59.8 46.9 ... 70.5 38.4 \n",
"5 66.0 53.1 ... 76.7 36.2 \n",
"6 5.5 28.2 ... 112.0 93.1 \n",
"7 64.2 51.3 ... 74.9 44.9 \n",
"8 0.0 31.1 ... 114.0 95.0 \n",
"9 31.1 0.0 ... 102.0 83.1 \n",
"10 33.2 5.7 ... 104.0 85.2 \n",
"11 62.8 49.9 ... 94.2 75.6 \n",
"12 71.6 58.6 ... 103.0 84.4 \n",
"13 23.0 23.9 ... 107.0 88.8 \n",
"14 65.0 52.0 ... 75.7 32.3 \n",
"15 70.7 57.8 ... 81.4 29.3 \n",
"16 73.6 60.6 ... 84.3 32.1 \n",
"17 80.4 72.7 ... 112.0 93.2 \n",
"18 68.0 55.1 ... 78.7 39.6 \n",
"19 21.2 10.0 ... 93.5 74.9 \n",
"20 65.7 52.8 ... 76.4 32.9 \n",
"21 58.2 23.4 ... 87.4 68.9 \n",
"22 60.5 47.5 ... 71.2 37.0 \n",
"23 62.4 49.4 ... 73.1 33.6 \n",
"24 68.8 55.8 ... 79.5 27.4 \n",
"25 44.8 31.9 ... 72.1 53.6 \n",
"26 115.0 102.0 ... 0.0 107.0 \n",
"27 96.8 83.1 ... 103.0 0.0 \n",
"28 84.2 71.3 ... 116.0 97.1 \n",
"29 76.5 63.5 ... 36.5 68.6 \n",
"30 58.7 45.7 ... 69.4 44.4 \n",
"31 62.2 49.3 ... 72.9 33.8 \n",
"32 57.9 44.8 ... 68.6 43.7 \n",
"33 45.5 19.8 ... 74.6 56.1 \n",
"34 73.3 60.4 ... 84.0 31.9 \n",
"35 64.6 51.7 ... 75.3 31.9 \n",
"\n",
" Air Terjun Morena Tornagodang Hatulian Beach Monumen Raja Sonakmalela \\\n",
"0 64.5 36.1 11.6 3.30 \n",
"1 71.7 63.9 46.1 49.70 \n",
"2 72.8 44.4 19.9 9.50 \n",
"3 65.5 57.7 39.9 43.50 \n",
"4 60.9 32.4 7.9 4.70 \n",
"5 67.1 38.6 14.1 3.80 \n",
"6 81.4 73.6 55.8 59.40 \n",
"7 65.3 36.8 12.8 11.20 \n",
"8 83.3 75.5 57.7 61.30 \n",
"9 71.3 63.5 45.7 49.30 \n",
"10 73.5 65.7 47.9 51.50 \n",
"11 26.2 56.1 38.2 41.80 \n",
"12 15.5 64.9 47.0 50.60 \n",
"13 77.1 69.3 51.5 55.10 \n",
"14 66.0 37.6 13.1 2.80 \n",
"15 71.8 43.3 18.8 8.50 \n",
"16 74.6 46.2 21.7 11.40 \n",
"17 9.7 73.7 55.9 59.50 \n",
"18 69.0 40.6 16.1 5.90 \n",
"19 63.2 55.4 37.6 41.20 \n",
"20 66.7 38.3 13.8 3.40 \n",
"21 59.3 49.3 32.5 35.10 \n",
"22 61.5 33.1 8.6 3.20 \n",
"23 63.4 35.0 10.5 0.13 \n",
"24 69.8 41.4 16.9 6.60 \n",
"25 45.8 34.0 16.2 19.80 \n",
"26 118.0 36.5 69.3 72.90 \n",
"27 15.1 69.4 46.7 34.60 \n",
"28 0.0 77.5 59.7 63.30 \n",
"29 77.5 0.0 31.2 34.80 \n",
"30 59.7 31.3 0.0 10.70 \n",
"31 63.3 34.8 10.3 0.00 \n",
"32 59.0 30.5 0.9 9.90 \n",
"33 46.5 36.5 18.7 22.30 \n",
"34 74.4 45.9 21.4 11.10 \n",
"35 65.7 37.2 12.7 2.40 \n",
"\n",
" Lumban Binanga Beach Pantai Pasifik Porsea Desa Adat Ragi Hotang \\\n",
"0 10.7 22.5 14.4 \n",
"1 45.2 32.9 60.8 \n",
"2 18.9 31.8 4.5 \n",
"3 39.0 26.7 54.5 \n",
"4 7.0 19.9 15.7 \n",
"5 13.2 26.1 13.5 \n",
"6 54.9 42.6 70.4 \n",
"7 11.9 24.3 22.2 \n",
"8 56.8 44.5 72.3 \n",
"9 44.8 19.8 60.4 \n",
"10 47.0 34.7 62.5 \n",
"11 37.3 25.1 52.9 \n",
"12 46.1 33.8 61.7 \n",
"13 50.6 38.3 66.1 \n",
"14 12.2 25.1 9.6 \n",
"15 17.9 30.8 5.6 \n",
"16 20.8 33.7 0.6 \n",
"17 55.0 42.7 70.5 \n",
"18 15.2 28.1 16.9 \n",
"19 36.7 24.4 52.2 \n",
"20 12.9 25.7 10.2 \n",
"21 30.6 14.7 46.2 \n",
"22 7.6 20.5 14.3 \n",
"23 9.5 22.4 5.6 \n",
"24 16.0 28.9 5.6 \n",
"25 15.3 4.9 5.6 \n",
"26 68.4 74.6 84.0 \n",
"27 45.7 56.9 61.3 \n",
"28 58.8 46.5 74.3 \n",
"29 30.3 36.5 45.9 \n",
"30 0.9 18.7 21.7 \n",
"31 9.4 22.3 11.1 \n",
"32 0.0 18.0 21.0 \n",
"33 17.8 0.0 33.4 \n",
"34 20.5 33.4 0.0 \n",
"35 11.8 24.7 9.2 \n",
"\n",
" Makam Raja Sisingamangaraja XII \n",
"0 5.70 \n",
"1 52.10 \n",
"2 7.70 \n",
"3 45.90 \n",
"4 7.10 \n",
"5 4.00 \n",
"6 61.80 \n",
"7 13.60 \n",
"8 64.60 \n",
"9 51.70 \n",
"10 53.80 \n",
"11 44.20 \n",
"12 53.00 \n",
"13 57.50 \n",
"14 0.35 \n",
"15 6.60 \n",
"16 9.50 \n",
"17 67.10 \n",
"18 8.30 \n",
"19 43.60 \n",
"20 2.00 \n",
"21 37.50 \n",
"22 5.60 \n",
"23 2.30 \n",
"24 4.70 \n",
"25 22.20 \n",
"26 75.30 \n",
"27 31.90 \n",
"28 65.70 \n",
"29 37.20 \n",
"30 12.70 \n",
"31 2.40 \n",
"32 11.80 \n",
"33 24.70 \n",
"34 9.20 \n",
"35 0.00 \n",
"\n",
"[36 rows x 36 columns]"
]
},
"execution_count": 9,
" ID_City City\n",
"0 0 Pantai BUL BUL\n",
"1 1 BUKIT travel Gibeon\n",
"2 2 Pakkodian\n",
"3 3 Taman Eden 100 Tobasa\n",
"4 4 Water Park Tambunan\n",
"5 5 Bukit Pahoda\n",
"6 6 Bukit Senyum\n",
"7 7 Air Terjun Pandumaan\n",
"8 8 Long Beach\n",
"9 9 PANTAI AGADON\n",
"10 10 Situmurun Waterfall\n",
"11 11 Simanimbo Waterfall\n",
"12 12 Air Terjun Sigura Gura\n",
"13 13 The Kaldera\n",
"14 14 Museum T. B. Silalahi Center\n",
"15 15 Bukit Tarabunga\n",
"16 16 Pantai Meat\n",
"17 17 Air Terjun Sialogo\n",
"18 18 Air Terjun Siboruon\n",
"19 19 Gunung Pangulubao\n",
"20 20 Lumban Silintong\n",
"21 21 Siregar Aek Nalas\n",
"22 22 Pantai Janji Maria\n",
"23 23 Balerong Onan Balige\n",
"24 24 Dolok Tolong\n",
"25 25 Pantai Pasir Putih Parparean\n",
"26 26 Dolok Surungan\n",
"27 27 Air Terjun Sampuran\n",
"28 28 Air Terjun Morena\n",
"29 29 Tornagodang\n",
"30 30 Hatulian Beach\n",
"31 31 Monumen Raja Sonakmalela\n",
"32 32 Lumban Binanga Beach\n",
"33 33 Pantai Pasifik Porsea\n",
"34 34 Desa Adat Ragi Hotang\n",
"35 35 Makam Raja Sisingamangaraja XII"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
......@@ -1251,7 +339,7 @@
"source": [
"#Data1\n",
"#Data2\n",
"#Data3"
"Data3"
]
},
{
......@@ -1281,35 +369,6 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"## Random Data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1, 23, 10, 22, 24, 5, 15]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"id_city = list(Data3['ID_City'])\n",
"Data4 = random.sample(range(len(id_city)), 7)\n",
"Data4"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fitness Calculation"
]
},
......@@ -1339,7 +398,7 @@
},
{
"cell_type": "code",
"execution_count": 267,
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
......@@ -1349,16 +408,16 @@
"#Acceleration Constant\n",
"Acceleration_constant = 2; # Maximum velocity change allowed. Range: 0 >= V_MAX < CITY_COUNT\n",
"#Iterasi\n",
"MAX_EPOCHS = 200\n",
"MAX_EPOCHS = 2\n",
"map = [];\n",
"particles = []\n",
"Maximum_distance = Fitness_value.getting_max_distance()\n",
"Maximum_distance= Fitness_value.getting_max_distance()\n",
"CITY_COUNT = len(Data4)"
]
},
{
"cell_type": "code",
"execution_count": 333,
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
......@@ -1384,7 +443,7 @@
},
{
"cell_type": "code",
"execution_count": 346,
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
......@@ -1392,33 +451,30 @@
" def __init__(self):\n",
" self.mX = 0\n",
" self.mY = 0 \n",
"def get_distance(firstCity,secondCity):\n",
"def get_total_distance(index):\n",
" particles[index].set_pBest_distance(0)\n",
" distance_route = []\n",
" last_distance = 0\n",
" distance = 0\n",
" for i in range(0,6):\n",
" source = particles[i].get_data(i)\n",
" target = particles[i].get_data(i+1)\n",
" distance_route.append(Data2.iloc[source][target])\n",
" for i in range(0,6):\n",
" source = particles[i].get_data(i)\n",
" target = particles[i].get_data(i)\n",
" last_distance = Data1.iloc[source][target] \n",
" distance = sum(distance_route)+last_distance\n",
" return distance\n",
"def get_total_distance(index):\n",
" particles[index].set_pBest_distance(0) \n",
" for i in range(CITY_COUNT):\n",
" if i == CITY_COUNT - 1:\n",
" particles[index].set_pBest_distance(particles[index].get_pBest_distance() + get_distance(particles[index].get_data(CITY_COUNT - 1), particles[index].get_data(0))) # Complete trip.\n",
" source = particles[index].get_data(CITY_COUNT -1)\n",
" target = particles[index].get_data(0)\n",
" distance_route.append(Data2.iloc[source][target])\n",
" distance = sum(distance_route)\n",
" particles[index].set_pBest_distance(distance) # Complete trip.\n",
" else:\n",
" particles[index].set_pBest_distance(particles[index].get_pBest_distance() + get_distance(particles[index].get_data(i), particles[index].get_data(i + 1)))\n",
" source = particles[index].get_data(i)\n",
" target = particles[index].get_data(i + 1)\n",
" distance_route.append(Data2.iloc[source][target])\n",
" distance = sum(distance_route)\n",
" particles[index].set_pBest_distance(distance)\n",
" \n",
" return "
]
},
{
"cell_type": "code",
"execution_count": 347,
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
......@@ -1432,7 +488,7 @@
},
{
"cell_type": "code",
"execution_count": 348,
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
......@@ -1443,7 +499,7 @@
" while not done:\n",
" cityB = random.randrange(0, CITY_COUNT)\n",
" if cityB != cityA:\n",
" done = \tTrue \n",
" done = \tTrue\n",
" # swap cityA and cityB.\n",
" temp = particles[index].get_data(cityA)\n",
" particles[index].set_data(cityA, particles[index].get_data(cityB))\n",
......@@ -1453,7 +509,7 @@
},
{
"cell_type": "code",
"execution_count": 349,
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
......@@ -1471,15 +527,14 @@
},
{
"cell_type": "code",
"execution_count": 350,
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def quicksort(array, left, right):\n",
" pivot = quicksort_partition(array, left, right) \n",
" if left < pivot:\n",
" quicksort(array, left, pivot - 1)\n",
" \n",
" quicksort(array, left, pivot - 1) \n",
" if right > pivot:\n",
" quicksort(array, pivot + 1, right) \n",
" return array"
......@@ -1487,7 +542,7 @@
},
{
"cell_type": "code",
"execution_count": 351,
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
......@@ -1514,12 +569,12 @@
" left = I_hold\n",
" right = r_hold\n",
" \n",
" return pivot"
" return pivot\n"
]
},
{
"cell_type": "code",
"execution_count": 352,
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
......@@ -1541,7 +596,7 @@
},
{
"cell_type": "code",
"execution_count": 353,
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
......@@ -1585,11 +640,11 @@
},
{
"cell_type": "code",
"execution_count": 325,
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# updating particles city\n",
" # updating particles city\n",
"def update_particles():\n",
" # Best was previously sorted to index 0, so start from the second best.\n",
" for i in range(5):\n",
......@@ -1611,21 +666,13 @@
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 326,
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def PSO_algorithm():\n",
" epoch = 0\n",
" done = False\n",
" \n",
" done = False \n",
" initialize_particles() \n",
" while not done:\n",
" # Two conditions can end this loop:\n",
......@@ -1644,18 +691,16 @@
" # list has to sorted in order for get_velocity() to work.\n",
" get_velocity() \n",
" update_particles() \n",
" sys.stdout.write(\"epoch number: \" + str(epoch) + \"\\n\")\n",
" \n",
" sys.stdout.write(\"epoch number: \" + str(epoch) + \"\\n\") \n",
" epoch += 1 \n",
" else:\n",
" done = True\n",
" \n",
" done = True \n",
" return"
]
},
{
"cell_type": "code",
"execution_count": 327,
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
......@@ -1673,25 +718,25 @@
},
{
"cell_type": "code",
"execution_count": 328,
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Route: 2, 0, 1, 4, 6, 5, 3, Distance: 392.0\n",
"Route: 2, 4, 5, 1, 6, 0, 3, Distance: 392.0\n",
"Route: 2, 4, 5, 0, 1, 6, 3, Distance: 392.0\n",
"Route: 2, 6, 1, 0, 4, 5, 3, Distance: 392.0\n",
"Route: 6, 5, 3, 1, 0, 4, 2, Distance: 392.0\n",
"Changes for particle 1: 2\n",
"Changes for particle 2: 2\n",
"Changes for particle 3: 2\n",
"Changes for particle 4: 2\n",
"Route: 6, 2, 1, 0, 3, 5, 4, Distance: 336.3\n",
"Route: 6, 2, 5, 1, 0, 4, 3, Distance: 248.10000000000002\n",
"Route: 3, 0, 1, 4, 5, 6, 2, Distance: 336.4\n",
"Route: 4, 3, 0, 6, 5, 1, 2, Distance: 336.4\n",
"Route: 6, 0, 4, 3, 2, 1, 5, Distance: 336.5\n",
"Changes for particle 1: 0\n",
"Changes for particle 2: 0\n",
"Changes for particle 3: 0\n",
"Changes for particle 4: 0\n",
"epoch number: 0\n",
"Target reached.\n",
"Best Route: 2, 0, 1, 4, 6, 5, 3, Distance: 392.0\n"
"Best Route: 5, 2, 0, 4, 1, 6, 3, Distance: 152.2\n"
]
}
],
......@@ -1704,59 +749,67 @@
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [],
"source": [
"def checking_city():\n",
" Route = []\n",
" if (particles[0].get_pBest_distance() <= Maximum_distance):\n",
" for j in range(CITY_COUNT):\n",
" Route.append(particles[0].get_data(j))\n",
" return Route"
]
},
{
"cell_type": "code",
"execution_count": 223,
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
"[5, 2, 0, 4, 1, 6, 3]"
]
},
"execution_count": 223,
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Decode PSO\n",
"def checking_city():\n",
" if (particles[0].get_pBest_distance() <= Maximum_distance):\n",
" Route = []\n",
" for j in range(CITY_COUNT):\n",
" Route.append(particles[0].get_data(j))\n",
" return Route\n",
"Route= checking_city()\n",
"Route"
]
},
{
"cell_type": "code",
"execution_count": 224,
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"def decoding(Route):\n",
" name = 0\n",
" id_ = 0\n",
" name = []\n",
" for i in range(len(Route)):\n",
" name = Route[i]\n",
" print(Data5.iloc[name][3])\n",
" id_= Route[i]\n",
" print(Data3.iloc[id_][1])\n",
" i+=1\n",
" return "
]
},
{
"cell_type": "code",
"execution_count": 225,
"execution_count": 24,
"metadata": {},
"outputs": [],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Bukit Pahoda\n",
"Pakkodian\n",
"Pantai BUL BUL\n",
"Water Park Tambunan\n",
"BUKIT travel Gibeon\n",
"Bukit Senyum\n",
"Taman Eden 100 Tobasa\n"
]
}
],
"source": [
"decoding(Route)"
]
......
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment