diff --git a/create_nb.py b/create_nb.py
index da9a94c..57406f0 100644
--- a/create_nb.py
+++ b/create_nb.py
@@ -140,7 +140,7 @@ estatisticas_trechos['Score_Relevancia'] = estatisticas_trechos['Total_PAX'] * e
estatisticas_trechos = estatisticas_trechos.sort_values(by='Score_Relevancia', ascending=False)
# Definir número de trechos alvo
-NUM_TRECHOS = 5
+NUM_TRECHOS = 10
top_trechos = estatisticas_trechos.head(NUM_TRECHOS)
display(top_trechos)
@@ -171,12 +171,12 @@ for _, row in top_trechos.iterrows():
peso = row['Score_Relevancia']
G.add_edge(origem, destino, weight=peso)
-# Configuração do layout do grafo
-pos = nx.spring_layout(G, seed=42)
+# Configuração do layout do grafo - k maior afasta mais os nós
+pos = nx.spring_layout(G, k=2.5, iterations=100, seed=42)
-plt.figure(figsize=(8, 6))
+plt.figure(figsize=(12, 8))
# Define o tamanho do nó
-tamanho_no = 1500
+tamanho_no = 1200
# Desenha os nós
nx.draw_networkx_nodes(G, pos, node_size=tamanho_no, node_color='skyblue', edgecolors='black')
diff --git a/modelos.ipynb b/modelos.ipynb
index e455af3..1aabe12 100644
--- a/modelos.ipynb
+++ b/modelos.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "df5a45f6",
+ "id": "6be31f50",
"metadata": {},
"source": [
"# Alocação de Frotas (Fleet Scheduling) - Aeronaves C-97\n",
@@ -21,13 +21,13 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "58aeb561",
+ "id": "f4b8c44d",
"metadata": {
"execution": {
- "iopub.execute_input": "2026-06-07T23:25:47.665783Z",
- "iopub.status.busy": "2026-06-07T23:25:47.665625Z",
- "iopub.status.idle": "2026-06-07T23:25:48.273737Z",
- "shell.execute_reply": "2026-06-07T23:25:48.273140Z"
+ "iopub.execute_input": "2026-06-07T23:27:29.153892Z",
+ "iopub.status.busy": "2026-06-07T23:27:29.153192Z",
+ "iopub.status.idle": "2026-06-07T23:27:29.811580Z",
+ "shell.execute_reply": "2026-06-07T23:27:29.810502Z"
}
},
"outputs": [],
@@ -53,7 +53,7 @@
},
{
"cell_type": "markdown",
- "id": "936c8bb7",
+ "id": "4a3f8284",
"metadata": {},
"source": [
"## 1. Leitura e Limpeza dos Dados\n",
@@ -63,13 +63,13 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "b61078e4",
+ "id": "43261510",
"metadata": {
"execution": {
- "iopub.execute_input": "2026-06-07T23:25:48.275586Z",
- "iopub.status.busy": "2026-06-07T23:25:48.275378Z",
- "iopub.status.idle": "2026-06-07T23:25:48.654221Z",
- "shell.execute_reply": "2026-06-07T23:25:48.653363Z"
+ "iopub.execute_input": "2026-06-07T23:27:29.813511Z",
+ "iopub.status.busy": "2026-06-07T23:27:29.813233Z",
+ "iopub.status.idle": "2026-06-07T23:27:30.183686Z",
+ "shell.execute_reply": "2026-06-07T23:27:30.182986Z"
}
},
"outputs": [],
@@ -101,7 +101,7 @@
},
{
"cell_type": "markdown",
- "id": "f206cb40",
+ "id": "bffd4e0c",
"metadata": {},
"source": [
"## 2. Análise dos Esquadrões e Matrículas (Aeronaves)\n",
@@ -111,13 +111,13 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "d682a86e",
+ "id": "40061c45",
"metadata": {
"execution": {
- "iopub.execute_input": "2026-06-07T23:25:48.655903Z",
- "iopub.status.busy": "2026-06-07T23:25:48.655711Z",
- "iopub.status.idle": "2026-06-07T23:25:48.667640Z",
- "shell.execute_reply": "2026-06-07T23:25:48.666985Z"
+ "iopub.execute_input": "2026-06-07T23:27:30.185144Z",
+ "iopub.status.busy": "2026-06-07T23:27:30.185022Z",
+ "iopub.status.idle": "2026-06-07T23:27:30.196292Z",
+ "shell.execute_reply": "2026-06-07T23:27:30.195756Z"
}
},
"outputs": [
@@ -176,7 +176,7 @@
},
{
"cell_type": "markdown",
- "id": "06c21750",
+ "id": "94ec1687",
"metadata": {},
"source": [
"## 3. Análise Estatística das Demandas Diárias\n",
@@ -187,13 +187,13 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "f0802558",
+ "id": "9e2bb9ab",
"metadata": {
"execution": {
- "iopub.execute_input": "2026-06-07T23:25:48.669019Z",
- "iopub.status.busy": "2026-06-07T23:25:48.668895Z",
- "iopub.status.idle": "2026-06-07T23:25:48.964755Z",
- "shell.execute_reply": "2026-06-07T23:25:48.964142Z"
+ "iopub.execute_input": "2026-06-07T23:27:30.197674Z",
+ "iopub.status.busy": "2026-06-07T23:27:30.197555Z",
+ "iopub.status.idle": "2026-06-07T23:27:30.501774Z",
+ "shell.execute_reply": "2026-06-07T23:27:30.501194Z"
}
},
"outputs": [
@@ -278,6 +278,56 @@
"
8.842105 | \n",
" 3192.0 | \n",
" \n",
+ " \n",
+ " | 437 | \n",
+ " SBSJ-SBBR | \n",
+ " 0.339726 | \n",
+ " 2.016330 | \n",
+ " 124.0 | \n",
+ " 18 | \n",
+ " 6.888889 | \n",
+ " 2232.0 | \n",
+ "
\n",
+ " \n",
+ " | 277 | \n",
+ " SBGR-SBGL | \n",
+ " 0.353425 | \n",
+ " 1.885025 | \n",
+ " 129.0 | \n",
+ " 17 | \n",
+ " 7.588235 | \n",
+ " 2193.0 | \n",
+ "
\n",
+ " \n",
+ " | 441 | \n",
+ " SBSJ-SBGL | \n",
+ " 0.284932 | \n",
+ " 1.705169 | \n",
+ " 104.0 | \n",
+ " 19 | \n",
+ " 5.473684 | \n",
+ " 1976.0 | \n",
+ "
\n",
+ " \n",
+ " | 253 | \n",
+ " SBGL-SBSJ | \n",
+ " 0.263014 | \n",
+ " 1.619550 | \n",
+ " 96.0 | \n",
+ " 20 | \n",
+ " 4.800000 | \n",
+ " 1920.0 | \n",
+ "
\n",
+ " \n",
+ " | 53 | \n",
+ " SBBR-SBAN | \n",
+ " 0.336986 | \n",
+ " 2.304767 | \n",
+ " 123.0 | \n",
+ " 13 | \n",
+ " 9.461538 | \n",
+ " 1599.0 | \n",
+ "
\n",
" \n",
"\n",
""
@@ -289,13 +339,23 @@
"72 SBBR-SBGR 0.487671 2.420831 178.0 21 \n",
"272 SBGR-SBBR 0.476712 2.481277 174.0 21 \n",
"237 SBGL-SBGR 0.460274 2.575601 168.0 19 \n",
+ "437 SBSJ-SBBR 0.339726 2.016330 124.0 18 \n",
+ "277 SBGR-SBGL 0.353425 1.885025 129.0 17 \n",
+ "441 SBSJ-SBGL 0.284932 1.705169 104.0 19 \n",
+ "253 SBGL-SBSJ 0.263014 1.619550 96.0 20 \n",
+ "53 SBBR-SBAN 0.336986 2.304767 123.0 13 \n",
"\n",
" Media_PAX_Dias_Operados Score_Relevancia \n",
"223 9.421053 13604.0 \n",
"69 8.529412 9860.0 \n",
"72 8.476190 3738.0 \n",
"272 8.285714 3654.0 \n",
- "237 8.842105 3192.0 "
+ "237 8.842105 3192.0 \n",
+ "437 6.888889 2232.0 \n",
+ "277 7.588235 2193.0 \n",
+ "441 5.473684 1976.0 \n",
+ "253 4.800000 1920.0 \n",
+ "53 9.461538 1599.0 "
]
},
"metadata": {},
@@ -303,7 +363,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
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""
]
@@ -346,7 +406,7 @@
"estatisticas_trechos = estatisticas_trechos.sort_values(by='Score_Relevancia', ascending=False)\n",
"\n",
"# Definir número de trechos alvo\n",
- "NUM_TRECHOS = 5\n",
+ "NUM_TRECHOS = 10\n",
"top_trechos = estatisticas_trechos.head(NUM_TRECHOS)\n",
"\n",
"display(top_trechos)\n",
@@ -364,7 +424,7 @@
},
{
"cell_type": "markdown",
- "id": "9797e33b",
+ "id": "d6f1f668",
"metadata": {},
"source": [
"## Diagrama de Rede dos Trechos\n",
@@ -374,21 +434,21 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "9a44a960",
+ "id": "4929bba6",
"metadata": {
"execution": {
- "iopub.execute_input": "2026-06-07T23:25:48.966228Z",
- "iopub.status.busy": "2026-06-07T23:25:48.966095Z",
- "iopub.status.idle": "2026-06-07T23:25:49.056039Z",
- "shell.execute_reply": "2026-06-07T23:25:49.055223Z"
+ "iopub.execute_input": "2026-06-07T23:27:30.503463Z",
+ "iopub.status.busy": "2026-06-07T23:27:30.503337Z",
+ "iopub.status.idle": "2026-06-07T23:27:30.631863Z",
+ "shell.execute_reply": "2026-06-07T23:27:30.631298Z"
}
},
"outputs": [
{
"data": {
- "image/png": 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",
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",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -405,12 +465,12 @@
" peso = row['Score_Relevancia']\n",
" G.add_edge(origem, destino, weight=peso)\n",
"\n",
- "# Configuração do layout do grafo\n",
- "pos = nx.spring_layout(G, seed=42)\n",
+ "# Configuração do layout do grafo - k maior afasta mais os nós\n",
+ "pos = nx.spring_layout(G, k=2.5, iterations=100, seed=42)\n",
"\n",
- "plt.figure(figsize=(8, 6))\n",
+ "plt.figure(figsize=(12, 8))\n",
"# Define o tamanho do nó\n",
- "tamanho_no = 1500\n",
+ "tamanho_no = 1200\n",
"\n",
"# Desenha os nós\n",
"nx.draw_networkx_nodes(G, pos, node_size=tamanho_no, node_color='skyblue', edgecolors='black')\n",
@@ -437,7 +497,7 @@
},
{
"cell_type": "markdown",
- "id": "1f2831aa",
+ "id": "59991398",
"metadata": {},
"source": [
"## 4. Fleet Assignment Model (FAM)\n",
@@ -454,13 +514,13 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "64a99d0d",
+ "id": "be919c7c",
"metadata": {
"execution": {
- "iopub.execute_input": "2026-06-07T23:25:49.058344Z",
- "iopub.status.busy": "2026-06-07T23:25:49.058189Z",
- "iopub.status.idle": "2026-06-07T23:25:49.117064Z",
- "shell.execute_reply": "2026-06-07T23:25:49.116212Z"
+ "iopub.execute_input": "2026-06-07T23:27:30.633209Z",
+ "iopub.status.busy": "2026-06-07T23:27:30.633086Z",
+ "iopub.status.idle": "2026-06-07T23:27:30.740716Z",
+ "shell.execute_reply": "2026-06-07T23:27:30.739554Z"
}
},
"outputs": [
@@ -470,24 +530,39 @@
"text": [
"== RESULTADO DO FLEET ASSIGNMENT ==\n",
"Status: Optimal\n",
- "Distância Total Minimizada: 7722.27 km\n",
+ "Distância Total Minimizada: 15903.36 km\n",
"\n",
"Alocações (Voos Diários):\n",
"\n",
"Trecho: SBGL-SBBR (Voos necessários: 1)\n",
- " -> ETA3 (Base SBGL): 1 voo(s)\n",
+ " -> ETA6 (Base SBBR): 1 voo(s)\n",
"\n",
"Trecho: SBBR-SBGL (Voos necessários: 1)\n",
- " -> ETA3 (Base SBGL): 1 voo(s)\n",
+ " -> ETA2 (Base SBNT): 1 voo(s)\n",
"\n",
"Trecho: SBBR-SBGR (Voos necessários: 1)\n",
- " -> ETA6 (Base SBBR): 1 voo(s)\n",
+ " -> ETA5 (Base SBCO): 1 voo(s)\n",
"\n",
"Trecho: SBGR-SBBR (Voos necessários: 1)\n",
" -> ETA6 (Base SBBR): 1 voo(s)\n",
"\n",
"Trecho: SBGL-SBGR (Voos necessários: 1)\n",
- " -> ETA3 (Base SBGL): 1 voo(s)\n"
+ " -> ETA3 (Base SBGL): 1 voo(s)\n",
+ "\n",
+ "Trecho: SBSJ-SBBR (Voos necessários: 1)\n",
+ " -> ETA6 (Base SBBR): 1 voo(s)\n",
+ "\n",
+ "Trecho: SBGR-SBGL (Voos necessários: 1)\n",
+ " -> PAMA SP (Base SBGR): 1 voo(s)\n",
+ "\n",
+ "Trecho: SBSJ-SBGL (Voos necessários: 1)\n",
+ " -> ETA3 (Base SBGL): 1 voo(s)\n",
+ "\n",
+ "Trecho: SBGL-SBSJ (Voos necessários: 1)\n",
+ " -> ETA3 (Base SBGL): 1 voo(s)\n",
+ "\n",
+ "Trecho: SBBR-SBAN (Voos necessários: 1)\n",
+ " -> ETA6 (Base SBBR): 1 voo(s)\n"
]
}
],