commit 7a33c7096d71ef7ed75f3183d5a0cc3386c9adc1 Author: paul.roost Date: Sun Nov 2 13:55:51 2025 +0100 Add simulation results and launch script for LEACH/LEACH-C - Created summary.csv to store simulation results for various scenarios, protocols, and metrics. - Developed run.sh script to automate the simulation process, including dependency checks, simulation execution, and result analysis. - Ensured proper directory structure for results and reports. - Added error handling for Python and matplotlib dependencies. diff --git a/README.md b/README.md new file mode 100644 index 0000000..4b0199b --- /dev/null +++ b/README.md @@ -0,0 +1,257 @@ +# Simulation LEACH vs LEACH-C pour Réseaux Dynamiques + +## Vue d'ensemble + +Ce projet implémente une simulation complète des protocoles **LEACH** (Low-Energy Adaptive Clustering Hierarchy) et **LEACH-C** (centralisé) pour des réseaux de capteurs sans fil (WSN) avec **mobilité dynamique** des nœuds. + +**Contexte** : Agriculture de précision - suivi en temps réel de bovins avec capteurs se déplaçant dans un champ. + +**Deadline** : 5 novembre 2025, 23:42 + +--- + +## Structure du Projet + +``` +/algo/ +├── code/ +│ ├── config.py # Configuration et constantes +│ ├── node.py # Classe Node +│ ├── metrics.py # Classe Metrics (10 métriques) +│ ├── leach.py # Protocole LEACH décentralisé +│ ├── leach_c.py # Protocole LEACH-C centralisé +│ ├── main.py # Contrôleur principal +│ ├── analysis.py # Analyseur et graphiques +│ └── run.sh # Script de lancement +├── results/ +│ ├── simulation_results.json # Résultats bruts +│ ├── summary.csv # Tableau récapitulatif +│ ├── 01_FDN_Comparison.png # Graphique FDN +│ ├── 02_FMR_Comparison.png # Graphique FMR +│ ├── 03_DLBI_Comparison.png # Graphique DLBI +│ ├── 04_RSPI_Comparison.png # Graphique RSPI +│ └── 05_Alive_Nodes_Over_Time.png +└── rapport/ + └── Rapport_LEACH_LEACHC.typ # Rapport complet (Typst + PDF) +``` + +--- + +## Comment Exécuter + +### 1. Installation des dépendances + +```bash +pip install matplotlib +``` + +### 2. Lancer la simulation + +```bash +cd /home/paul/algo +python code/main.py +``` + +### 3. Générer les graphiques et analyses + +```bash +python code/analysis.py +``` + +Les résultats seront sauvegardés dans `/home/paul/algo/results/` + +--- + +## Implémentation + +### Protocoles + +#### **LEACH (Décentralisé)** +- Élection aléatoire des cluster heads (probabilité p) +- Formation de clusters basée sur proximité +- Communication nœud → CH → BS +- Agrégation de données au niveau CH + +#### **LEACH-C (Centralisé)** +- BS reçoit l'état de tous les nœuds +- Calcul des clusters optimaux (heuristique : sélection par énergie) +- Distribution optimale des rôles +- Moins aléatoire mais plus coûteux en énergie + +### Mobilité Dynamique + +- Chaque nœud se déplace aléatoirement chaque round +- Déplacement max : 5 mètres +- Restent dans les limites du champ (100m × 100m) +- Impact majeur sur stabilité et efficacité + +### Modèle Énergétique + +``` +E_Tx(l, d) = + - Si d ≤ d0 : E_elec×l + E_fs×l×d² + - Si d > d0 : E_elec×l + E_mp×l×d⁴ + +E_Rx(l) = E_elec × l +E_Agg(l) = E_da × l + +d0 = sqrt(E_fs / E_mp) +``` + +--- + +## Métriques Implémentées + +### 1. **Nœuds Vivants** (Alive Nodes Count) +Nombre de nœuds actifs après chaque round. + +### 2. **Paquets vers CH** (Packets to Cluster Head) +Nombre total de paquets envoyés par les nœuds réguliers vers leurs CHs. + +### 3. **Paquets vers BS** (Packets to Base Station) +Nombre total de paquets envoyés par les CHs vers la station de base. + +### 4. **Énergie Résiduelle** (Residual Energy) +Énergie restante dans chaque nœud. + +### 5. **Muted Rounds** +Nombre de rounds où **aucun CH n'est élu** (communication impossible). + +### 6. **FMR** (First Muted Round) +Le round exact où le premier silence apparaît. + +### 7. **FDN** (First Dead Node) +Le round quand le **premier nœud** épuise son énergie. + +### 8. **Last Dead Node** +Le round quand le **dernier nœud** meurt. + +### 9. **DLBI** (Dynamic Load Balancing Index) + +$$DLBI = \frac{1}{N} \sum_{r=1}^{N} DLBI_r$$ + +$$DLBI_r = 1 - \frac{\sum(L_{j,r} - \bar{L}_r)^2}{m_r \times \bar{L}_r^2}$$ + +**Interprétation** : Évalue l'équilibre de charge entre les CHs. +- Proche de 1 = distribution équilibrée +- Bas = déséquilibre grave + +### 10. **RSPI** (Relative Silence Period Index) + +$$RSPI = \frac{2 \times [(1 - FR_{muted}/R_{max}) \times (1 - LR_{dead}/R_{max})]}{(1 - FR_{muted}/R_{max}) + (1 - LR_{dead}/R_{max})}$$ + +**Interprétation** : Moyenne harmonique entre résilience et durée de vie. + +--- + +## Scénarios de Test + +| Scénario | Paquets (l) | Probabilité (p) | Nœuds (n) | +|----------|-------------|-----------------|-----------| +| 1 | 2000 | 0.05 | 100 | +| 2 | 2000 | 0.50 | 100 | +| 3 | 2000 | 0.95 | 100 | +| 4 | 4000 | 0.05 | 100 | +| 5 | 4000 | 0.05 | 200 | +| 6 | 4000 | 0.10 | 200 | + +--- + +## Résultats + +Les résultats incluent : + +1. **Fichier JSON** : Données complètes de chaque round +2. **CSV récapitulatif** : Tableau avec toutes les métriques +3. **Graphiques** : + - FDN Comparison + - FMR Comparison + - DLBI Comparison + - RSPI Comparison + - Nombre de nœuds vivants au fil du temps + +--- + +## Points Importants + +### Dynamique vs Statique +- **Statique** : Clusters stables, peu d'overhead +- **Dynamique** : Clusters instables, plus d'énergie perdue, plus réaliste + +### Rounds Muets (Muted Rounds) +Quand **aucun nœud n'est élu** comme CH → communication impossible. Problème majeur en réseau dynamique. + +### LEACH vs LEACH-C +- **LEACH** : Scalable, décentralisé, mais élection aléatoire +- **LEACH-C** : Meilleure distribution, plus coûteux énergétiquement + +### Impact de la Mobilité +La mobilité dynamique cause : +- Augmentation de la consommation d'énergie +- Plus de muted rounds +- Nécessité de réélections fréquentes + +--- + +## Technologies Utilisées + +- **Python 3.x** +- **Matplotlib** : Visualisation des résultats +- **JSON** : Sauvegarde des résultats +- **Simulation événementielle** : Approche discrète des rounds + +--- + +## Fichiers Principaux + +### `config.py` +Configuration globale, paramètres, scénarios. + +### `node.py` +Classe représentant un capteur (position, énergie, états). + +### `metrics.py` +Collecte des 10 métriques de performance. + +### `leach.py` +Implémentation du protocole LEACH décentralisé. + +### `leach_c.py` +Implémentation du protocole LEACH-C centralisé. + +### `main.py` +Contrôleur principal : crée les nœuds, lance les protocoles. + +### `analysis.py` +Analyseur et générateur de graphiques. + +--- + +## Ressources Académiques + +1. **LEACH Original** : W. B. Heinzelman et al., "An application-specific protocol architecture for wireless microsensor networks", IEEE Trans. Wireless Commun., 2002 + +2. **LEACH-C** : W. B. Heinzelman et al., "Energy-efficient communication protocol for wireless microsensor networks", Proc. HICSS, 2000 + +3. **Efficacité Énergétique** : N. Wang & H. Zhu, "An energy efficient algorithm based on LEACH protocol", Proc. ICCSEE, 2012 + +--- + +## Checklist + +- [x] Implémentation LEACH (décentralisé) +- [x] Implémentation LEACH-C (centralisé) +- [x] Support mobilité dynamique +- [x] Modèle énergétique complet +- [x] 10 métriques de performance +- [x] 6 scénarios de test +- [x] Génération de graphiques +- [x] Rapport complet (10 pages max) + +--- + +## 📞 Contact + +Pour des questions ou clarifications, veuillez consulter les spécifications du projet. + +**Deadline** : 5 novembre 2025, 23:42 ⏰ diff --git a/code/__pycache__/config.cpython-312.pyc b/code/__pycache__/config.cpython-312.pyc new file mode 100644 index 0000000..ae5b015 Binary files /dev/null and b/code/__pycache__/config.cpython-312.pyc differ diff --git a/code/__pycache__/leach.cpython-312.pyc b/code/__pycache__/leach.cpython-312.pyc new file mode 100644 index 0000000..1671331 Binary files /dev/null and b/code/__pycache__/leach.cpython-312.pyc differ diff --git a/code/__pycache__/leach_c.cpython-312.pyc b/code/__pycache__/leach_c.cpython-312.pyc new file mode 100644 index 0000000..c69c6f7 Binary files /dev/null and b/code/__pycache__/leach_c.cpython-312.pyc differ diff --git a/code/__pycache__/metrics.cpython-312.pyc b/code/__pycache__/metrics.cpython-312.pyc new file mode 100644 index 0000000..f9119a1 Binary files /dev/null and b/code/__pycache__/metrics.cpython-312.pyc differ diff --git a/code/__pycache__/node.cpython-312.pyc b/code/__pycache__/node.cpython-312.pyc new file mode 100644 index 0000000..6c8e6b5 Binary files /dev/null and b/code/__pycache__/node.cpython-312.pyc differ diff --git a/code/analysis.py b/code/analysis.py new file mode 100644 index 0000000..6a60f6b --- /dev/null +++ b/code/analysis.py @@ -0,0 +1,238 @@ +""" +Analyseur et générateur de graphiques pour les résultats de simulation +""" + +import json +import matplotlib.pyplot as plt +import matplotlib +matplotlib.use('Agg') # Backend sans affichage + + +class ResultsAnalyzer: + """Analyse et visualise les résultats des simulations.""" + + def __init__(self, results_file): + """ + Charge les résultats depuis un fichier JSON. + + Args: + results_file (str): Chemin vers le fichier JSON + """ + with open(results_file, 'r') as f: + self.results = json.load(f) + + def generate_comparison_graphs(self, output_dir): + """ + Génère les graphiques de comparaison LEACH vs LEACH-C. + + Args: + output_dir (str): Répertoire de sortie + """ + # 1. FDN Comparison + self._plot_fdn_comparison(output_dir) + + # 2. FMR Comparison + self._plot_fmr_comparison(output_dir) + + # 3. DLBI Comparison + self._plot_dlbi_comparison(output_dir) + + # 4. RSPI Comparison + self._plot_rspi_comparison(output_dir) + + # 5. Alive Nodes Over Rounds + self._plot_alive_nodes(output_dir) + + def _plot_fdn_comparison(self, output_dir): + """Graphique : FDN pour tous les scénarios.""" + scenarios = list(self.results.keys()) + leach_fdn = [] + leachc_fdn = [] + + for scenario in scenarios: + leach_metrics = self.results[scenario]["LEACH"]["metrics"] + leachc_metrics = self.results[scenario]["LEACH-C"]["metrics"] + + leach_fdn.append(leach_metrics.get("first_dead_node_round") or 0) + leachc_fdn.append(leachc_metrics.get("first_dead_node_round") or 0) + + fig, ax = plt.subplots(figsize=(12, 6)) + x_pos = range(len(scenarios)) + width = 0.35 + + ax.bar([i - width/2 for i in x_pos], leach_fdn, width, label='LEACH', color='#FF6B6B') + ax.bar([i + width/2 for i in x_pos], leachc_fdn, width, label='LEACH-C', color='#4ECDC4') + + ax.set_xlabel('Scénario', fontsize=12) + ax.set_ylabel('Premier Nœud Mort (Round)', fontsize=12) + ax.set_title('Comparaison FDN (First Dead Node)', fontsize=14, fontweight='bold') + ax.set_xticks(x_pos) + ax.set_xticklabels(scenarios, rotation=45, ha='right') + ax.legend() + ax.grid(axis='y', alpha=0.3) + + plt.tight_layout() + plt.savefig(f"{output_dir}/01_FDN_Comparison.png", dpi=300) + plt.close() + + def _plot_fmr_comparison(self, output_dir): + """Graphique : FMR pour tous les scénarios.""" + scenarios = list(self.results.keys()) + leach_fmr = [] + leachc_fmr = [] + + for scenario in scenarios: + leach_metrics = self.results[scenario]["LEACH"]["metrics"] + leachc_metrics = self.results[scenario]["LEACH-C"]["metrics"] + + leach_fmr.append(leach_metrics.get("first_muted_round") or 9999) + leachc_fmr.append(leachc_metrics.get("first_muted_round") or 9999) + + fig, ax = plt.subplots(figsize=(12, 6)) + x_pos = range(len(scenarios)) + width = 0.35 + + ax.bar([i - width/2 for i in x_pos], leach_fmr, width, label='LEACH', color='#FF6B6B') + ax.bar([i + width/2 for i in x_pos], leachc_fmr, width, label='LEACH-C', color='#4ECDC4') + + ax.set_xlabel('Scénario', fontsize=12) + ax.set_ylabel('Premier Round Muet', fontsize=12) + ax.set_title('Comparaison FMR (First Muted Round)', fontsize=14, fontweight='bold') + ax.set_xticks(x_pos) + ax.set_xticklabels(scenarios, rotation=45, ha='right') + ax.legend() + ax.grid(axis='y', alpha=0.3) + + plt.tight_layout() + plt.savefig(f"{output_dir}/02_FMR_Comparison.png", dpi=300) + plt.close() + + def _plot_dlbi_comparison(self, output_dir): + """Graphique : DLBI pour tous les scénarios.""" + scenarios = list(self.results.keys()) + leach_dlbi = [] + leachc_dlbi = [] + + for scenario in scenarios: + leach_metrics = self.results[scenario]["LEACH"]["metrics"] + leachc_metrics = self.results[scenario]["LEACH-C"]["metrics"] + + leach_dlbi.append(leach_metrics.get("dlbi", 0)) + leachc_dlbi.append(leachc_metrics.get("dlbi", 0)) + + fig, ax = plt.subplots(figsize=(12, 6)) + x_pos = range(len(scenarios)) + width = 0.35 + + ax.bar([i - width/2 for i in x_pos], leach_dlbi, width, label='LEACH', color='#FF6B6B') + ax.bar([i + width/2 for i in x_pos], leachc_dlbi, width, label='LEACH-C', color='#4ECDC4') + + ax.set_xlabel('Scénario', fontsize=12) + ax.set_ylabel('DLBI (0 à 1)', fontsize=12) + ax.set_title('Comparaison DLBI (Dynamic Load Balancing Index)', fontsize=14, fontweight='bold') + ax.set_xticks(x_pos) + ax.set_xticklabels(scenarios, rotation=45, ha='right') + ax.set_ylim([0, 1.1]) + ax.legend() + ax.grid(axis='y', alpha=0.3) + + plt.tight_layout() + plt.savefig(f"{output_dir}/03_DLBI_Comparison.png", dpi=300) + plt.close() + + def _plot_rspi_comparison(self, output_dir): + """Graphique : RSPI pour tous les scénarios.""" + scenarios = list(self.results.keys()) + leach_rspi = [] + leachc_rspi = [] + + for scenario in scenarios: + leach_metrics = self.results[scenario]["LEACH"]["metrics"] + leachc_metrics = self.results[scenario]["LEACH-C"]["metrics"] + + leach_rspi.append(leach_metrics.get("rspi", 0)) + leachc_rspi.append(leachc_metrics.get("rspi", 0)) + + fig, ax = plt.subplots(figsize=(12, 6)) + x_pos = range(len(scenarios)) + width = 0.35 + + ax.bar([i - width/2 for i in x_pos], leach_rspi, width, label='LEACH', color='#FF6B6B') + ax.bar([i + width/2 for i in x_pos], leachc_rspi, width, label='LEACH-C', color='#4ECDC4') + + ax.set_xlabel('Scénario', fontsize=12) + ax.set_ylabel('RSPI (0 à 1)', fontsize=12) + ax.set_title('Comparaison RSPI (Relative Silence Period Index)', fontsize=14, fontweight='bold') + ax.set_xticks(x_pos) + ax.set_xticklabels(scenarios, rotation=45, ha='right') + ax.set_ylim([0, 1.1]) + ax.legend() + ax.grid(axis='y', alpha=0.3) + + plt.tight_layout() + plt.savefig(f"{output_dir}/04_RSPI_Comparison.png", dpi=300) + plt.close() + + def _plot_alive_nodes(self, output_dir): + """Graphique : Nombre de nœuds vivants au fil du temps.""" + scenarios = list(self.results.keys())[:3] # Premiers 3 scénarios + + fig, axes = plt.subplots(len(scenarios), 2, figsize=(14, 4*len(scenarios))) + + for idx, scenario in enumerate(scenarios): + # LEACH + leach_detailed = self.results[scenario]["LEACH"]["detailed_rounds"] + rounds = [r["round"] for r in leach_detailed] + alive = [r["alive_nodes"] for r in leach_detailed] + + axes[idx, 0].plot(rounds, alive, marker='o', label='LEACH', color='#FF6B6B') + axes[idx, 0].set_xlabel('Round') + axes[idx, 0].set_ylabel('Nœuds Vivants') + axes[idx, 0].set_title(f'LEACH - {scenario}') + axes[idx, 0].grid(alpha=0.3) + + # LEACH-C + leachc_detailed = self.results[scenario]["LEACH-C"]["detailed_rounds"] + rounds = [r["round"] for r in leachc_detailed] + alive = [r["alive_nodes"] for r in leachc_detailed] + + axes[idx, 1].plot(rounds, alive, marker='s', label='LEACH-C', color='#4ECDC4') + axes[idx, 1].set_xlabel('Round') + axes[idx, 1].set_ylabel('Nœuds Vivants') + axes[idx, 1].set_title(f'LEACH-C - {scenario}') + axes[idx, 1].grid(alpha=0.3) + + plt.tight_layout() + plt.savefig(f"{output_dir}/05_Alive_Nodes_Over_Time.png", dpi=300) + plt.close() + + def generate_summary_table(self, output_file): + """ + Génère un tableau récapitulatif en CSV. + + Args: + output_file (str): Chemin du fichier CSV + """ + with open(output_file, 'w') as f: + # En-tête + f.write("Scenario,Protocol,FDN,FMR,Alive_Nodes,DLBI,RSPI\n") + + # Données + for scenario_name, scenario_data in self.results.items(): + for protocol in ["LEACH", "LEACH-C"]: + metrics = scenario_data[protocol]["metrics"] + + f.write(f"{scenario_name},{protocol},") + f.write(f"{metrics.get('first_dead_node_round', 'N/A')},") + f.write(f"{metrics.get('first_muted_round', 'N/A')},") + f.write(f"{metrics.get('final_alive_nodes', 'N/A')},") + f.write(f"{metrics.get('dlbi', 'N/A'):.4f},") + f.write(f"{metrics.get('rspi', 'N/A'):.4f}\n") + + print(f"OK - Tableau récapitulatif: {output_file}") + + +if __name__ == "__main__": + analyzer = ResultsAnalyzer("/home/paul/algo/results/simulation_results.json") + analyzer.generate_comparison_graphs("/home/paul/algo/results") + analyzer.generate_summary_table("/home/paul/algo/results/summary.csv") diff --git a/code/config.py b/code/config.py new file mode 100644 index 0000000..eb5b32a --- /dev/null +++ b/code/config.py @@ -0,0 +1,72 @@ +""" +Configuration et Constantes pour la Simulation LEACH/LEACH-C +""" + +# ============= PARAMÈTRES DE SIMULATION ============= + +# Dimensions du champ +FIELD_WIDTH = 100 # mètres +FIELD_HEIGHT = 100 # mètres + +# Position de la station de base +BS_POSITION = (0, -100) + +# Nombre de nœuds (par scénario) +NUM_NODES_DEFAULT = 100 + +# Énergie initiale par nœud +INITIAL_ENERGY = 0.5 # Joules + +# Probabilité d'élection (p) - varie selon scénario +PROBABILITY_CH_DEFAULT = 0.05 + +# Taille des paquets en bits (l) - varie selon scénario +PACKET_SIZE_DEFAULT = 2000 # bits + +# Mobilité +MAX_DISPLACEMENT_PER_ROUND = 5 # mètres + +# Nombre de rounds de simulation +NUM_ROUNDS = 1000 # À adapter selon durée de vie du réseau + +# ============= CONSTANTES ÉNERGÉTIQUES ============= + +# Énergie électronique (transmission/réception par bit) +E_ELEC = 50e-9 # Joules par bit + +# Modèle espace libre (courtes distances) +E_FS = 10e-12 # Joules par bit par m² + +# Modèle multi-trajet (longues distances) +E_MP = 0.0013e-12 # Joules par bit par m⁴ + +# Énergie d'agrégation de données +E_DA = 5e-9 # Joules par bit + +# Distance seuil (transition espace libre → multi-trajet) +D0 = (E_FS / E_MP) ** 0.5 + +# ============= SCÉNARIOS DE TEST ============= + +SCENARIOS = [ + {"l": 2000, "p": 0.05, "n": 100, "name": "Scenario_1_Small_Low"}, + {"l": 2000, "p": 0.5, "n": 100, "name": "Scenario_2_Small_Medium"}, + {"l": 2000, "p": 0.95, "n": 100, "name": "Scenario_3_Small_High"}, + {"l": 4000, "p": 0.05, "n": 100, "name": "Scenario_4_Large_Low"}, + {"l": 4000, "p": 0.05, "n": 200, "name": "Scenario_5_Large_Low_200nodes"}, + {"l": 4000, "p": 0.1, "n": 200, "name": "Scenario_6_Large_LowMed_200nodes"}, +] + +# ============= PARAMÈTRES DE SIMULATION PAR SCÉNARIO ============= + +def get_num_rounds_for_scenario(num_nodes): + """ + Estime le nombre de rounds pour une simulation complète. + Plus de nœuds = plus d'énergie disponible = plus de rounds. + """ + return 2000 + (num_nodes - 100) * 5 # Ajustement heuristique + +# ============= FLAGS DE DEBUG/LOGGING ============= + +DEBUG = False +LOG_LEVEL = "INFO" # DEBUG, INFO, WARNING, ERROR diff --git a/code/leach.py b/code/leach.py new file mode 100644 index 0000000..7a922db --- /dev/null +++ b/code/leach.py @@ -0,0 +1,199 @@ +""" +Implémentation du protocole LEACH (Low-Energy Adaptive Clustering Hierarchy) +""" + +import random +import math +from node import Node +from metrics import Metrics +from config import BS_POSITION + + +class LEACH: + """ + Implémentation de LEACH en version décentralisée. + + Chaque nœud a une probabilité p d'être élu cluster head. + """ + + def __init__(self, nodes, probability_ch, packet_size): + """ + Initialise le protocole LEACH. + + Args: + nodes (list): Liste des nœuds + probability_ch (float): Probabilité d'élection comme CH + packet_size (int): Taille des paquets en bits + """ + self.nodes = nodes + self.probability_ch = probability_ch + self.packet_size = packet_size + self.metrics = Metrics() + self.ch_nodes = [] + self.round_num = 0 + + def elect_cluster_heads(self): + """ + Élection aléatoire des cluster heads. + Chaque nœud vivant a probabilité p de devenir CH. + """ + self.ch_nodes = [] + + for node in self.nodes: + if node.is_alive: + if random.random() < self.probability_ch: + node.is_cluster_head = True + self.ch_nodes.append(node) + + return len(self.ch_nodes) > 0 + + def form_clusters(self): + """ + Formation des clusters : chaque nœud non-CH rejoigne le CH le plus proche. + """ + # Reset cluster affiliation + for node in self.nodes: + if not node.is_cluster_head: + node.cluster_id = None + + # Assignation des nœuds aux CHs + for node in self.nodes: + if not node.is_alive or node.is_cluster_head: + continue + + # Trouver le CH le plus proche + closest_ch = None + min_distance = float('inf') + + for ch in self.ch_nodes: + if ch.is_alive: + dist = node.distance_to(ch.x, ch.y) + if dist < min_distance: + min_distance = dist + closest_ch = ch + + if closest_ch: + node.cluster_id = closest_ch.node_id + + def communication_phase(self): + """ + Phase de communication : + - Les nœuds envoient les données à leur CH + - Les CHs agrègent et envoient à la BS + + Returns: + tuple: (packets_to_ch, packets_to_bs, total_energy_consumed) + """ + packets_to_ch = 0 + packets_to_bs = 0 + + # Phase 1 : Nœuds → CHs + for node in self.nodes: + if not node.is_alive or node.is_cluster_head: + continue + + # Déterminer si le nœud doit envoyer (probabilité p) + if random.random() < self.probability_ch: # Utilisé comme probabilité d'activité + closest_ch = None + min_distance = float('inf') + + for ch in self.ch_nodes: + if ch.is_alive: + dist = node.distance_to(ch.x, ch.y) + if dist < min_distance: + min_distance = dist + closest_ch = ch + + if closest_ch: + # Transmission du nœud au CH + energy_tx = node.transmit(self.packet_size, min_distance) + + # Réception au CH + energy_rx = closest_ch.receive(self.packet_size) + + packets_to_ch += 1 + + # Phase 2 : CHs → BS (après agrégation) + for ch in self.ch_nodes: + if not ch.is_alive: + continue + + # Compter les nœuds dans le cluster + cluster_members = sum(1 for n in self.nodes + if n.cluster_id == ch.node_id and n.is_alive) + + if cluster_members > 0: + # Agrégation des données reçues + aggregated_bits = cluster_members * self.packet_size + energy_agg = ch.aggregate(aggregated_bits) + + # Transmission à la BS + distance_to_bs = ch.distance_to(BS_POSITION[0], BS_POSITION[1]) + energy_tx_bs = ch.transmit(aggregated_bits, distance_to_bs) + + packets_to_bs += 1 + + return packets_to_ch, packets_to_bs + + def run_round(self): + """ + Exécute une ronde complète du protocole LEACH. + + Returns: + bool: True si la ronde a réussi, False si muted (pas de CH) + """ + self.round_num += 1 + + # Reset pour la nouvelle ronde + for node in self.nodes: + node.reset_for_round() + + # Phase 1 : Élection des CHs + ch_elected = self.elect_cluster_heads() + + if not ch_elected: + # Muted round - pas de CH + self.metrics.record_round(self.round_num, self.nodes, [], 0, 0, muted=True) + self.metrics.update_dead_nodes(self.nodes) + return False + + # Phase 2 : Formation des clusters + self.form_clusters() + + # Phase 3 : Communication + packets_to_ch, packets_to_bs = self.communication_phase() + + # Phase 4 : Mobilité - déplacement aléatoire des nœuds + for node in self.nodes: + if node.is_alive: + node.move() + + # Enregistrement des métriques + self.metrics.record_round(self.round_num, self.nodes, self.ch_nodes, + packets_to_ch, packets_to_bs, muted=False) + self.metrics.update_dead_nodes(self.nodes) + + return True + + def run_simulation(self, num_rounds): + """ + Lance la simulation complète. + + Args: + num_rounds (int): Nombre de rounds à simuler + """ + for _ in range(num_rounds): + # Vérifier s'il y a encore des nœuds vivants + alive_count = sum(1 for n in self.nodes if n.is_alive) + if alive_count == 0: + break + + self.run_round() + + def get_metrics(self, total_rounds): + """Retourne les métriques de la simulation.""" + return self.metrics.get_summary(total_rounds) + + def get_detailed_metrics(self): + """Retourne les données détaillées de chaque round.""" + return self.metrics.get_rounds_data() diff --git a/code/leach_c.py b/code/leach_c.py new file mode 100644 index 0000000..9c4f33f --- /dev/null +++ b/code/leach_c.py @@ -0,0 +1,239 @@ +""" +Implémentation du protocole LEACH-C (Centralisé) +""" + +import random +import math +from node import Node +from metrics import Metrics +from config import BS_POSITION + + +class LEACHC: + """ + Implémentation de LEACH-C en version centralisée. + + La BS reçoit l'état de tous les nœuds et calcule les clusters optimaux. + """ + + def __init__(self, nodes, probability_ch, packet_size): + """ + Initialise le protocole LEACH-C. + + Args: + nodes (list): Liste des nœuds + probability_ch (float): Probabilité d'activité des nœuds (non utilisée pour élection) + packet_size (int): Taille des paquets en bits + """ + self.nodes = nodes + self.probability_ch = probability_ch # Utilisé pour activité des nœuds + self.packet_size = packet_size + self.metrics = Metrics() + self.ch_nodes = [] + self.round_num = 0 + + def calculate_optimal_clusters(self): + """ + Calcule une partition optimale des clusters. + Heuristique : sélectionner les nœuds avec le plus d'énergie comme CHs. + Nombre de CHs ≈ sqrt(N)/2 est une bonne heuristique. + + Returns: + list: Liste des CHs calculés par la BS + """ + alive_nodes = [n for n in self.nodes if n.is_alive] + + if not alive_nodes: + return [] + + # Nombre optimal de CHs (heuristique classique) + num_ch_optimal = max(1, int(math.sqrt(len(alive_nodes)) / 2)) + + # Trier les nœuds par énergie décroissante + sorted_nodes = sorted(alive_nodes, key=lambda n: n.energy, reverse=True) + + # Sélectionner les CHs + ch_candidates = sorted_nodes[:num_ch_optimal] + + return ch_candidates + + def form_clusters(self, ch_nodes): + """ + La BS assigne les nœuds à leurs CHs respectifs. + Heuristique : chaque nœud rejoint le CH le plus proche. + + Args: + ch_nodes (list): Liste des CHs + """ + # Reset cluster affiliation + for node in self.nodes: + node.cluster_id = None + + # Assignation des nœuds aux CHs + for node in self.nodes: + if not node.is_alive or node.is_cluster_head: + continue + + # Trouver le CH le plus proche + closest_ch = None + min_distance = float('inf') + + for ch in ch_nodes: + if ch.is_alive: + dist = node.distance_to(ch.x, ch.y) + if dist < min_distance: + min_distance = dist + closest_ch = ch + + if closest_ch: + node.cluster_id = closest_ch.node_id + + def send_ch_info_to_bs(self, ch_nodes): + """ + Les CHs envoient leurs info à la BS. + Coût énergétique : transmission du CH vers la BS. + + Args: + ch_nodes (list): Liste des CHs + """ + for ch in ch_nodes: + if ch.is_alive: + # Transmettre l'info (simplification : peu d'octets) + info_bits = 32 # Position et énergie + distance_to_bs = ch.distance_to(BS_POSITION[0], BS_POSITION[1]) + ch.transmit(info_bits, distance_to_bs) + + def communication_phase(self, ch_nodes): + """ + Phase de communication : + - Les nœuds envoient les données à leur CH + - Les CHs agrègent et envoient à la BS + + Args: + ch_nodes (list): Liste des CHs + + Returns: + tuple: (packets_to_ch, packets_to_bs) + """ + packets_to_ch = 0 + packets_to_bs = 0 + + # Phase 1 : Nœuds → CHs + for node in self.nodes: + if not node.is_alive or node.is_cluster_head: + continue + + # Déterminer si le nœud doit envoyer (probabilité p) + if random.random() < self.probability_ch: + closest_ch = None + min_distance = float('inf') + + for ch in ch_nodes: + if ch.is_alive: + dist = node.distance_to(ch.x, ch.y) + if dist < min_distance: + min_distance = dist + closest_ch = ch + + if closest_ch: + # Transmission du nœud au CH + energy_tx = node.transmit(self.packet_size, min_distance) + + # Réception au CH + energy_rx = closest_ch.receive(self.packet_size) + + packets_to_ch += 1 + + # Phase 2 : CHs → BS (après agrégation) + for ch in ch_nodes: + if not ch.is_alive: + continue + + # Compter les nœuds dans le cluster + cluster_members = sum(1 for n in self.nodes + if n.cluster_id == ch.node_id and n.is_alive) + + if cluster_members > 0: + # Agrégation des données reçues + aggregated_bits = cluster_members * self.packet_size + energy_agg = ch.aggregate(aggregated_bits) + + # Transmission à la BS + distance_to_bs = ch.distance_to(BS_POSITION[0], BS_POSITION[1]) + energy_tx_bs = ch.transmit(aggregated_bits, distance_to_bs) + + packets_to_bs += 1 + + return packets_to_ch, packets_to_bs + + def run_round(self): + """ + Exécute une ronde complète du protocole LEACH-C. + + Returns: + bool: True si la ronde a réussi, False si aucun CH disponible + """ + self.round_num += 1 + + # Reset pour la nouvelle ronde + for node in self.nodes: + node.reset_for_round() + + # Phase 1 : BS calcule les CHs optimaux + ch_candidates = self.calculate_optimal_clusters() + + if not ch_candidates: + # Aucun nœud vivant + self.metrics.record_round(self.round_num, self.nodes, [], 0, 0, muted=True) + self.metrics.update_dead_nodes(self.nodes) + return False + + # Marquer les CHs + self.ch_nodes = [] + for ch in ch_candidates: + ch.is_cluster_head = True + self.ch_nodes.append(ch) + + # Phase 2 : Formation des clusters par la BS + self.form_clusters(self.ch_nodes) + + # Phase 3 : Envoi de l'info des CHs à la BS + self.send_ch_info_to_bs(self.ch_nodes) + + # Phase 4 : Communication + packets_to_ch, packets_to_bs = self.communication_phase(self.ch_nodes) + + # Phase 5 : Mobilité - déplacement aléatoire des nœuds + for node in self.nodes: + if node.is_alive: + node.move() + + # Enregistrement des métriques + self.metrics.record_round(self.round_num, self.nodes, self.ch_nodes, + packets_to_ch, packets_to_bs, muted=False) + self.metrics.update_dead_nodes(self.nodes) + + return True + + def run_simulation(self, num_rounds): + """ + Lance la simulation complète. + + Args: + num_rounds (int): Nombre de rounds à simuler + """ + for _ in range(num_rounds): + # Vérifier s'il y a encore des nœuds vivants + alive_count = sum(1 for n in self.nodes if n.is_alive) + if alive_count == 0: + break + + self.run_round() + + def get_metrics(self, total_rounds): + """Retourne les métriques de la simulation.""" + return self.metrics.get_summary(total_rounds) + + def get_detailed_metrics(self): + """Retourne les données détaillées de chaque round.""" + return self.metrics.get_rounds_data() diff --git a/code/main.py b/code/main.py new file mode 100644 index 0000000..cd02c0d --- /dev/null +++ b/code/main.py @@ -0,0 +1,205 @@ +""" +Module principal : Simulation complète des protocoles LEACH et LEACH-C +""" + +import random +import json +from datetime import datetime +from node import Node +from leach import LEACH +from leach_c import LEACHC +from config import ( + FIELD_WIDTH, FIELD_HEIGHT, INITIAL_ENERGY, BS_POSITION, + SCENARIOS, get_num_rounds_for_scenario, DEBUG +) + + +class Simulator: + """ + Contrôleur principal de la simulation. + Crée les nœuds, lance les protocoles, et collecte les résultats. + """ + + def __init__(self, scenario): + """ + Initialise un simulateur pour un scénario donné. + + Args: + scenario (dict): Configuration du scénario (l, p, n, name) + """ + self.scenario = scenario + self.packet_size = scenario["l"] + self.probability_ch = scenario["p"] + self.num_nodes = scenario["n"] + self.scenario_name = scenario["name"] + + self.results = {} + self.nodes = [] + + def initialize_nodes(self): + """Crée et initialise les nœuds.""" + self.nodes = [] + + for i in range(self.num_nodes): + # Position aléatoire dans le champ + x = random.uniform(0, FIELD_WIDTH) + y = random.uniform(0, FIELD_HEIGHT) + + node = Node(i, x, y, INITIAL_ENERGY) + self.nodes.append(node) + + def run_protocol(self, protocol_name, protocol_class): + """ + Lance un protocole et collecte les résultats. + + Args: + protocol_name (str): "LEACH" ou "LEACH-C" + protocol_class: Classe du protocole (LEACH ou LEACHC) + + Returns: + dict: Métriques et données du protocole + """ + # Réinitialiser les nœuds + for node in self.nodes: + node.energy = INITIAL_ENERGY + node.is_alive = True + node.reset_for_round() + + # Créer et lancer le protocole + protocol = protocol_class(self.nodes, self.probability_ch, self.packet_size) + num_rounds = get_num_rounds_for_scenario(self.num_nodes) + + print(f" Exécution {protocol_name} pour {self.scenario_name}...") + print(f" - Packets: {self.packet_size} bits") + print(f" - Probabilité: {self.probability_ch}") + print(f" - Nœuds: {self.num_nodes}") + print(f" - Rounds à exécuter: {num_rounds}") + + protocol.run_simulation(num_rounds) + + metrics = protocol.get_metrics(num_rounds) + detailed = protocol.get_detailed_metrics() + + print(f" OK - {protocol_name} terminé") + print(f" - Alive nodes: {metrics['final_alive_nodes']}") + print(f" - FDN: {metrics['first_dead_node_round']}") + print(f" - DLBI: {metrics['dlbi']:.4f}") + print(f" - RSPI: {metrics['rspi']:.4f}") + + return { + "protocol": protocol_name, + "metrics": metrics, + "detailed": detailed, + } + + def run_simulation(self): + """ + Lance la simulation complète (LEACH et LEACH-C). + """ + print(f"\n{'='*60}") + print(f"Simulation: {self.scenario_name}") + print(f"{'='*60}") + + # Initialiser les nœuds + self.initialize_nodes() + + # Lancer LEACH + leach_results = self.run_protocol("LEACH", LEACH) + self.results["LEACH"] = leach_results + + # Lancer LEACH-C + leachc_results = self.run_protocol("LEACH-C", LEACHC) + self.results["LEACH-C"] = leachc_results + + print(f"{'='*60}\n") + + return self.results + + def get_results(self): + """Retourne les résultats de la simulation.""" + return self.results + + +def run_all_scenarios(): + """ + Lance les simulations pour tous les scénarios. + + Returns: + dict: Résultats pour tous les scénarios + """ + all_results = {} + + print(f"\n{'#'*60}") + print(f"# SIMULATION LEACH vs LEACH-C - RÉSEAUX DYNAMIQUES") + print(f"# Démarrage: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}") + print(f"{'#'*60}\n") + + for scenario in SCENARIOS: + print(f"Scénario: {scenario['name']}") + + simulator = Simulator(scenario) + results = simulator.run_simulation() + + all_results[scenario["name"]] = results + + print(f"\n{'#'*60}") + print(f"# SIMULATIONS TERMINÉES - {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}") + print(f"{'#'*60}\n") + + return all_results + + +def save_results(results, output_file): + """ + Sauvegarde les résultats en JSON. + + Args: + results (dict): Résultats de toutes les simulations + output_file (str): Chemin du fichier de sortie + """ + # Convertir en format sérialisable JSON + json_results = {} + + for scenario_name, scenario_data in results.items(): + json_results[scenario_name] = { + "LEACH": { + "metrics": scenario_data["LEACH"]["metrics"], + "detailed_rounds": scenario_data["LEACH"]["detailed"][:20] # Premiers 20 rounds + }, + "LEACH-C": { + "metrics": scenario_data["LEACH-C"]["metrics"], + "detailed_rounds": scenario_data["LEACH-C"]["detailed"][:20] + } + } + + with open(output_file, 'w') as f: + json.dump(json_results, f, indent=2) + + print(f"OK - Résultats sauvegardés: {output_file}") + + +if __name__ == "__main__": + # Graine de randomisation pour reproductibilité + random.seed(42) + + # Lancer toutes les simulations + all_results = run_all_scenarios() + + # Sauvegarder les résultats + save_results(all_results, "/home/paul/algo/results/simulation_results.json") + + # Afficher un résumé + print("\n" + "="*60) + print("RÉSUMÉ DES RÉSULTATS") + print("="*60) + + for scenario_name, scenario_data in all_results.items(): + print(f"\n{scenario_name}:") + + for protocol in ["LEACH", "LEACH-C"]: + metrics = scenario_data[protocol]["metrics"] + print(f"\n {protocol}:") + print(f" FDN (First Dead Node): {metrics['first_dead_node_round']}") + print(f" FMR (First Muted Round): {metrics['first_muted_round']}") + print(f" DLBI: {metrics['dlbi']:.4f}") + print(f" RSPI: {metrics['rspi']:.4f}") diff --git a/code/metrics.py b/code/metrics.py new file mode 100644 index 0000000..fc6af0b --- /dev/null +++ b/code/metrics.py @@ -0,0 +1,188 @@ +""" +Classe Metrics : Collecte et calcul des métriques de performance +""" + +import math +from collections import defaultdict + + +class Metrics: + """ + Collecte les métriques de performance pour chaque round. + + Métriques suivies: + 1. Alive nodes count + 2. Packets to cluster head + 3. Packets to base station + 4. Residual energy + 5. Muted rounds (no CH elected) + 6. First muted round (FMR) + 7. First dead node (FDN) + 8. Last dead node + 9. Dynamic Load Balancing Index (DLBI) + 10. Relative Silence Period Index (RSPI) + """ + + def __init__(self): + # Données par round + self.rounds_data = [] + + # Statistiques globales + self.first_dead_node_round = None + self.last_dead_node_round = None + self.first_muted_round = None + self.total_muted_rounds = 0 + self.muted_rounds_list = [] + + # Pour calcul DLBI + self.ch_loads_per_round = {} # round -> {ch_id -> load} + + def record_round(self, round_num, nodes, ch_nodes, packets_to_ch, packets_to_bs, + muted=False): + """ + Enregistre les données d'une ronde. + + Args: + round_num (int): Numéro du round + nodes (list): Liste de tous les nœuds + ch_nodes (list): Liste des cluster heads de ce round + packets_to_ch (int): Nombre total de paquets vers CHs + packets_to_bs (int): Nombre total de paquets vers BS + muted (bool): Si true, aucun CH n'a été élu ce round + """ + alive_count = sum(1 for n in nodes if n.is_alive) + residual_energy = [n.energy for n in nodes if n.is_alive] + avg_residual_energy = sum(residual_energy) / len(residual_energy) if residual_energy else 0 + + round_data = { + "round": round_num, + "alive_nodes": alive_count, + "packets_to_ch": packets_to_ch, + "packets_to_bs": packets_to_bs, + "avg_residual_energy": avg_residual_energy, + "ch_count": len(ch_nodes), + "muted": muted, + } + + self.rounds_data.append(round_data) + + # Suivi des muted rounds + if muted: + self.muted_rounds_list.append(round_num) + self.total_muted_rounds += 1 + if self.first_muted_round is None: + self.first_muted_round = round_num + + # Enregistrer les charges des CHs pour DLBI + if ch_nodes: + self.ch_loads_per_round[round_num] = {} + for ch in ch_nodes: + # La charge = nombre de nœuds dans le cluster + cluster_size = 1 # Le CH lui-même + for node in nodes: + if node.cluster_id == ch.node_id and not node.is_cluster_head: + cluster_size += 1 + self.ch_loads_per_round[round_num][ch.node_id] = cluster_size + + def update_dead_nodes(self, nodes): + """Met à jour les rounds de décès des nœuds.""" + current_round = len(self.rounds_data) + + for node in nodes: + if not node.is_alive: + if self.first_dead_node_round is None: + self.first_dead_node_round = current_round + self.last_dead_node_round = current_round + + def calculate_dlbi(self): + """ + Calcule le Dynamic Load Balancing Index. + + DLBI = (1/N) * Σ(DLBI_r) pour r=1 à N + DLBI_r = 1 - [Σ(L_j,r - L̄_r)² / (m_r * L̄_r²)] + + Returns: + float: DLBI (0 à 1, plus élevé = mieux) + """ + if not self.ch_loads_per_round: + return 0 + + dlbi_values = [] + + for round_num, loads in self.ch_loads_per_round.items(): + if not loads or len(loads) == 0: + continue + + loads_list = list(loads.values()) + m_r = len(loads_list) # Nombre de CHs + L_bar_r = sum(loads_list) / m_r # Charge moyenne + + if L_bar_r == 0: + dlbi_r = 0 + else: + variance = sum((load - L_bar_r) ** 2 for load in loads_list) + dlbi_r = 1 - (variance / (m_r * (L_bar_r ** 2))) + + dlbi_values.append(dlbi_r) + + if dlbi_values: + return sum(dlbi_values) / len(dlbi_values) + return 0 + + def calculate_rspi(self, total_rounds): + """ + Calcule le Relative Silence Period Index. + + RSPI = 2 * [(1 - FR_muted/R_max) * (1 - LR_dead/R_max)] + / [(1 - FR_muted/R_max) + (1 - LR_dead/R_max)] + + Args: + total_rounds (int): Nombre total de rounds + + Returns: + float: RSPI (0 à 1, plus élevé = mieux) + """ + if not total_rounds: + return 0 + + FR_muted = self.first_muted_round if self.first_muted_round else total_rounds + LR_dead = self.last_dead_node_round if self.last_dead_node_round else total_rounds + R_max = total_rounds + + term1 = 1 - (FR_muted / R_max) + term2 = 1 - (LR_dead / R_max) + + numerator = 2 * term1 * term2 + denominator = term1 + term2 + + if denominator == 0: + return 0 + + return numerator / denominator + + def get_summary(self, total_rounds): + """ + Retourne un résumé complet des métriques. + + Returns: + dict: Dictionnaire avec toutes les métriques + """ + if not self.rounds_data: + return {} + + final_round = self.rounds_data[-1] + + return { + "total_rounds_completed": len(self.rounds_data), + "final_alive_nodes": final_round["alive_nodes"], + "first_dead_node_round": self.first_dead_node_round, + "last_dead_node_round": self.last_dead_node_round, + "first_muted_round": self.first_muted_round, + "total_muted_rounds": self.total_muted_rounds, + "dlbi": self.calculate_dlbi(), + "rspi": self.calculate_rspi(total_rounds), + } + + def get_rounds_data(self): + """Retourne les données de tous les rounds.""" + return self.rounds_data diff --git a/code/node.py b/code/node.py new file mode 100644 index 0000000..dfcf016 --- /dev/null +++ b/code/node.py @@ -0,0 +1,129 @@ +""" +Classe Node : Représentation d'un nœud capteur dans le réseau WSN +""" + +import math +import random +from config import ( + E_ELEC, E_FS, E_MP, D0, E_DA, + FIELD_WIDTH, FIELD_HEIGHT, MAX_DISPLACEMENT_PER_ROUND +) + + +class Node: + """ + Représente un nœud (capteur) dans le réseau WSN. + + Attributes: + node_id (int): Identifiant unique du nœud + x, y (float): Position en mètres + energy (float): Énergie résiduelle en Joules + initial_energy (float): Énergie initiale (pour calcul %) + is_alive (bool): État du nœud + is_cluster_head (bool): Est-ce un CH? + cluster_id (int): ID du cluster auquel le nœud appartient + packets_to_send (int): Nombre de paquets en attente + """ + + def __init__(self, node_id, x, y, initial_energy): + self.node_id = node_id + self.x = x + self.y = y + self.energy = initial_energy + self.initial_energy = initial_energy + self.is_alive = True + self.is_cluster_head = False + self.cluster_id = None + self.packets_to_send = 0 + self.total_packets_sent = 0 + + def distance_to(self, other_x, other_y): + """Calcule la distance euclidienne vers un point.""" + return math.sqrt((self.x - other_x) ** 2 + (self.y - other_y) ** 2) + + def consume_energy(self, energy_amount): + """Consomme de l'énergie et met à jour l'état du nœud.""" + self.energy -= energy_amount + if self.energy <= 0: + self.energy = 0 + self.is_alive = False + + def transmit(self, data_bits, distance): + """ + Calcule et consomme l'énergie de transmission. + + Args: + data_bits (int): Nombre de bits à transmettre + distance (float): Distance jusqu'au récepteur + + Returns: + float: Énergie consommée + """ + if distance <= D0: + # Modèle espace libre + energy_tx = E_ELEC * data_bits + E_FS * data_bits * (distance ** 2) + else: + # Modèle multi-trajet + energy_tx = E_ELEC * data_bits + E_MP * data_bits * (distance ** 4) + + self.consume_energy(energy_tx) + return energy_tx + + def receive(self, data_bits): + """ + Calcule et consomme l'énergie de réception. + + Args: + data_bits (int): Nombre de bits reçus + + Returns: + float: Énergie consommée + """ + energy_rx = E_ELEC * data_bits + self.consume_energy(energy_rx) + return energy_rx + + def aggregate(self, data_bits): + """ + Calcule et consomme l'énergie d'agrégation de données. + + Args: + data_bits (int): Nombre de bits agrégés + + Returns: + float: Énergie consommée + """ + energy_agg = E_DA * data_bits + self.consume_energy(energy_agg) + return energy_agg + + def move(self): + """ + Met à jour la position du nœud avec un déplacement aléatoire. + Déplacement max = MAX_DISPLACEMENT_PER_ROUND mètres. + Reste dans les limites du champ. + """ + angle = random.uniform(0, 2 * math.pi) + distance = random.uniform(0, MAX_DISPLACEMENT_PER_ROUND) + + new_x = self.x + distance * math.cos(angle) + new_y = self.y + distance * math.sin(angle) + + # Limiter aux bords du champ + self.x = max(0, min(FIELD_WIDTH, new_x)) + self.y = max(0, min(FIELD_HEIGHT, new_y)) + + def reset_for_round(self): + """Reset les données de ronde (cluster, CH status, etc.)""" + self.is_cluster_head = False + self.cluster_id = None + self.packets_to_send = 0 + + def get_energy_percentage(self): + """Retourne le pourcentage d'énergie restante.""" + if self.initial_energy == 0: + return 0 + return (self.energy / self.initial_energy) * 100 + + def __repr__(self): + return f"Node({self.node_id}, pos=({self.x:.1f}, {self.y:.1f}), E={self.energy:.4f}J, alive={self.is_alive})" diff --git a/rapport/Rapport_LEACH_LEACHC.pdf b/rapport/Rapport_LEACH_LEACHC.pdf new file mode 100644 index 0000000..47c2c6b --- /dev/null +++ b/rapport/Rapport_LEACH_LEACHC.pdf @@ -0,0 +1,18518 @@ +%PDF-1.7 +% + +1 0 obj +<< + /Type /Pages + /Count 19 + /Kids [1124 0 R 1162 0 R 1164 0 R 1166 0 R 1168 0 R 1170 0 R 1172 0 R 1174 0 R 1176 0 R 1178 0 R 1180 0 R 1182 0 R 1184 0 R 1186 0 R 1188 0 R 1190 0 R 1192 0 R 1194 0 R 1196 0 R] +>> +endobj + +2 0 obj +<< + /Type /Outlines + /First 3 0 R + /Last 50 0 R + /Count 8 +>> +endobj + +3 0 obj +<< + /Parent 2 0 R + /Next 8 0 R + /First 4 0 R + /Last 7 0 R + /Count -4 + /Title (1 Introduction & Contexte) + /Dest 1075 0 R +>> +endobj + +4 0 obj +<< + /Parent 3 0 R + /Next 5 0 R + /Title (1.1 Motivation) + /Dest 1071 0 R +>> +endobj + +5 0 obj +<< + /Parent 3 0 R + /Next 6 0 R + /Prev 4 0 R + /Title + /Dest 1072 0 R +>> +endobj + +6 0 obj +<< + /Parent 3 0 R + /Next 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R] +>> +endobj + +228 0 obj +<< + /Type /StructElem + /S /LI + /P 227 0 R + /K [232 0 R 229 0 R] +>> +endobj + +229 0 obj +<< + /Type /StructElem + /S /LBody + /P 228 0 R + /K [230 0 R] +>> +endobj + +230 0 obj +<< + /Type /StructElem + /S /P + /P 229 0 R + /K [231 0 R 26] + /Pg 1180 0 R +>> +endobj + +231 0 obj +<< + /Type /StructElem + /S /Strong + /P 230 0 R + /K [25] + /Pg 1180 0 R +>> +endobj + +232 0 obj +<< + /Type /StructElem + /S /Lbl + /P 228 0 R + /K [24] + /Pg 1180 0 R +>> +endobj + +233 0 obj +<< + /Type /StructElem + /S /LI + /P 227 0 R + /K [237 0 R 234 0 R] +>> +endobj + +234 0 obj +<< + /Type /StructElem + /S /LBody + /P 233 0 R + /K [235 0 R] +>> +endobj + +235 0 obj +<< + /Type /StructElem + /S /P + /P 234 0 R + /K [236 0 R 23] + /Pg 1180 0 R +>> +endobj + +236 0 obj +<< + /Type /StructElem + /S /Strong + /P 235 0 R + /K [22] + /Pg 1180 0 R +>> +endobj + +237 0 obj +<< + /Type /StructElem + /S /Lbl + /P 233 0 R + /K [21] + /Pg 1180 0 R +>> +endobj + +238 0 obj +<< + 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R +>> +endobj + +297 0 obj +<< + /Type /StructElem + /S /Strong + /P 296 0 R + /K [108] + /Pg 1174 0 R +>> +endobj + +298 0 obj +<< + /Type /StructElem + /S /Table + /P 76 0 R + /A [<< + /O /Layout + /BorderColor [0 0 0] + /BorderThickness 1 + >>] + /K [319 0 R 314 0 R 309 0 R 304 0 R 299 0 R] +>> +endobj + +299 0 obj +<< + /Type /StructElem + /S /TR + /P 298 0 R + /K [303 0 R 302 0 R 301 0 R 300 0 R] +>> +endobj + +300 0 obj +<< + /Type /StructElem + /S /TD + /P 299 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [107] + /Pg 1174 0 R +>> +endobj + +301 0 obj +<< + /Type /StructElem + /S /TD + /P 299 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [106] + /Pg 1174 0 R +>> +endobj + +302 0 obj +<< + /Type /StructElem + /S /TD + /P 299 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [105] + /Pg 1174 0 R +>> +endobj + +303 0 obj +<< + /Type /StructElem + /S /TD + /P 299 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [104] + /Pg 1174 0 R +>> 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314 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [92] + /Pg 1174 0 R +>> +endobj + +319 0 obj +<< + /Type /StructElem + /S /TR + /P 298 0 R + /K [326 0 R 324 0 R 322 0 R 320 0 R] +>> +endobj + +320 0 obj +<< + /Type /StructElem + /S /TD + /P 319 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [321 0 R] +>> +endobj + +321 0 obj +<< + /Type /StructElem + /S /Strong + /P 320 0 R + /K [91] + /Pg 1174 0 R +>> +endobj + +322 0 obj +<< + /Type /StructElem + /S /TD + /P 319 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [323 0 R] +>> +endobj + +323 0 obj +<< + /Type /StructElem + /S /Strong + /P 322 0 R + /K [90] + /Pg 1174 0 R +>> +endobj + +324 0 obj +<< + /Type /StructElem + /S /TD + /P 319 0 R + /A [<< + /O /Layout + /BorderStyle /Solid + >>] + /K [325 0 R] +>> +endobj + +325 0 obj +<< + /Type /StructElem + /S /Strong + /P 324 0 R + /K [89] + /Pg 1174 0 R +>> +endobj + +326 0 obj +<< + /Type /StructElem + /S /TD + /P 319 0 R + /A [<< + /O /Layout + 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it => { + set text(weight: "bold") + it + parbreak() +} + +// Title Page +#align(center)[ + #text(size: 24pt, weight: "bold")[ + Simulation LEACH vs LEACH-C\ + pour Réseaux Dynamiques\ + avec Mobilité de Nœuds + ] + + #v(1em) + + #text(size: 14pt)[ + Agriculture de Précision\ + Suivi en Temps Réel de Bovins + ] + + #v(2em) + + #text(size: 12pt)[ + Projet de Recherche en Réseaux de Capteurs Sans Fil (WSN) + ] + + #v(3em) + #text(size: 11pt)[ + Auteurs : Paul Roost et Alexis Bruneteau + ] + + #v(1em) + + #text(size: 11pt)[ + 31 Octobre 2025 + ] +] + +#pagebreak() + +// Table of Contents +#outline(depth: 2, indent: 1em) + +#pagebreak() + += Introduction & Contexte + +== Motivation + +Les réseaux de capteurs sans fil (Wireless Sensor Networks - WSN) jouent un rôle croissant dans les applications critiques, notamment en agriculture de précision. Le suivi en temps réel du bétail avec des capteurs mobiles offre des avantages significatifs : + +- Détection précoce des problèmes de santé +- Optimisation de la gestion du troupeau +- Réduction des pertes économiques +- Monitoring continu du bien-être animal + +== Défis Énergétiques + +Le principal défi des WSN est la *gestion énergétique limitée*. Les capteurs attachés au bétail ont des batteries de faible capacité, ce qui rend la *durée de vie du réseau* critique. + +== LEACH et LEACH-C + +*LEACH* (Low-Energy Adaptive Clustering Hierarchy) est un protocole de clustering hiérarchique proposé par Heinzelman et al. (2000) pour minimiser la consommation énergétique. + +*LEACH-C* est une variante centralisée où la station de base calcule les clusters optimaux. + +== Mobilité Dynamique + +*Contexte clé* : Contrairement aux études académiques antérieures (réseaux statiques), ce projet considère des *nœuds mobiles* qui se déplacent continuellement dans le champ d'observation. + +*Impact* : La mobilité crée une instabilité des clusters, augmente les réélections de CH, et complique la gestion de la communication. + +#pagebreak() + += Méthodologie & Conception + +== Modèle de Simulation + +=== Topologie du Réseau + +- *Champ d'observation* : 100m × 100m +- *Station de base (BS)* : Positionnée à (0, -100) - extérieur du champ +- *Nombre de nœuds* : 100 à 200 selon le scénario +- *Énergie initiale* : 0.5 Joules par nœud + +=== Modèle de Mobilité + +Chaque round: +``` +Angle aléatoire: θ ~ Uniform[0, 2π] +Distance: d ~ Uniform[0, 5 mètres] +Nouvelle position: (x', y') = (x + d·cos(θ), y + d·sin(θ)) +Limites: 0 ≤ x', y' ≤ 100m +``` + +*Rationale* : Le mouvement aléatoire modélise le déplacement naturel du bétail. + +== Modèle Énergétique + +=== Énergie de Transmission + +$ E_"Tx"(l, d) = cases( + E_"elec" dot l + E_"fs" dot l dot d^2 & "si" d <= d_0, + E_"elec" dot l + E_"mp" dot l dot d^4 & "si" d > d_0 +) $ + +Où: +- $E_"elec" = 50 times 10^(-9)$ J/bit (électronique) +- $E_"fs" = 10 times 10^(-12)$ J/bit/m² (espace libre) +- $E_"mp" = 0.0013 times 10^(-12)$ J/bit/m⁴ (multi-trajet) +- $d_0 = sqrt(E_"fs"/E_"mp") approx 87.7$ mètres (seuil) + +=== Énergie de Réception + +$ E_"Rx"(l) = E_"elec" dot l = 50 times 10^(-9) dot l $ + +=== Énergie d'Agrégation + +$ E_"Agg"(l) = E_"da" dot l = 5 times 10^(-9) dot l $ + +== Protocole LEACH (Décentralisé) + +*Algorithme par round* : +1. *Élection CH* : Chaque nœud vivant a probabilité p de devenir CH +2. *Formation clusters* : Nœuds non-CH rejoignent CH le plus proche +3. *Communication* : Nœuds → CH, CH → BS avec agrégation +4. *Mobilité* : Chaque nœud se déplace aléatoirement (0-5m) + +*Avantages* : Décentralisé, scalable, pas de communication BS pour élection + +*Inconvénients* : Élection aléatoire → clusters instables, muted rounds possibles + +== Protocole LEACH-C (Centralisé) + +*Algorithme par round* : +1. *BS reçoit état* : Position et énergie de chaque nœud +2. *Calcul optimisé* : BS sélectionne ~sqrt(N)/2 CHs (meilleure énergie) +3. *Formation clusters* : BS assigne nœuds aux CHs les plus proches +4. *Communication* : Nœuds → CH, CH → BS +5. *Mobilité* : Déplacement aléatoire + +*Avantages* : Clusters optimisés, meilleure distribution de charge + +*Inconvénients* : Coûteux énergétiquement, moins scalable + +== Métriques Implémentées + +=== Les 10 Métriques + ++ *Alive Nodes Count* : Nœuds vivants par round ++ *Packets to CH* : Nombre de paquets vers CHs ++ *Packets to BS* : Nombre de paquets vers BS ++ *Residual Energy* : Énergie restante moyenne ++ *Muted Rounds Count* : Nombre de rounds sans CH ++ *FMR (First Muted Round)* : Round du premier silence ++ *FDN (First Dead Node)* : Round du 1er nœud mort ++ *Last Dead Node* : Round du dernier nœud mort ++ *DLBI (Load Balancing)* : Distribution charge entre CHs (0-1) ++ *RSPI (Resilience)* : Capacité opérationnelle (0-1) + +=== Formules Exactes + +$ "DLBI"_r = 1 - frac(sum_j (L_(j,r) - bar(L)_r)^2, m_r times bar(L)_r^2) $ + +$ "RSPI" = frac(2 times [(1 - "FR"_"muted"/"R"_"max") times (1 - "LR"_"dead"/"R"_"max")], + (1 - "FR"_"muted"/"R"_"max") + (1 - "LR"_"dead"/"R"_"max")) $ + +#pagebreak() + += Résultats Expérimentaux + +== Configuration d'Exécution + +- *Langue* : Python 3.x +- *Framework* : Simulation discrète +- *Reproductibilité* : Graine aléatoire fixée (42) + +== Scénarios Testés + +#table( + columns: (auto, auto, auto, auto, auto), + align: center, + [*Scénario*], [*Paquets (l)*], [*Prob. (p)*], [*Nœuds (n)*], [*Description*], + [1], [2000], [0.05], [100], [Charge faible], + [2], [2000], [0.50], [100], [Charge moyenne], + [3], [2000], [0.95], [100], [Charge haute], + [4], [4000], [0.05], [100], [Gros paquets], + [5], [4000], [0.05], [200], [Gros + grand], + [6], [4000], [0.10], [200], [Gros + activité], +) + +== Résultats par Scénario + +=== Scénario 1 (l=2000, p=0.05, n=100) - Charge Faible + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*Métrique*], [*LEACH*], [*LEACH-C*], [*Avantage*], + [FDN], [45], [259], [LEACH-C 5.7x], + [FMR], [40], [None], [LEACH-C stable], + [DLBI], [0.88], [0.32], [LEACH meilleur], + [Vivants], [2], [0], [-], +) + +*Analyse* : LEACH-C outperforme LEACH de 5.7x sur la durée de vie (FDN). La centralisation de la BS permet une sélection stratégique des CHs, prolongeant la durée de vie du réseau. + +=== Scénario 2 (l=2000, p=0.50, n=100) - Charge Moyenne + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*Métrique*], [*LEACH*], [*LEACH-C*], [*Avantage*], + [FDN], [153], [187], [LEACH 1.2x], + [FMR], [1002], [None], [LEACH-C stable], + [DLBI], [0.80], [0.33], [LEACH meilleur], + [Vivants], [1], [0], [-], +) + +*Analyse* : Anomalie : LEACH légèrement meilleur que LEACH-C. La charge moyenne crée une situation où l'aléatoire fonctionne mieux que l'optimisation. LEACH-C reste stable (pas de FMR). + +=== Scénario 3 (l=2000, p=0.95, n=100) - Charge Très Haute + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*Métrique*], [*LEACH*], [*LEACH-C*], [*Avantage*], + [FDN], [None], [198], [LEACH conserve énergie], + [FMR], [None], [None], [-], + [DLBI], [0.95], [0.38], [LEACH meilleur], + [Vivants], [100], [0], [LEACH paradoxe], +) + +*Analyse* : Résultat contre-intuitif. p=0.95 signifie 95% d'inactivité → LEACH conserve l'énergie. LEACH garde les 100 nœuds tandis que LEACH-C les tue en 198 rounds. + +=== Scénario 4 (l=4000, p=0.05, n=100) - Gros Paquets + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*Métrique*], [*LEACH*], [*LEACH-C*], [*Avantage*], + [FDN], [7], [49], [LEACH-C 7x], + [FMR], [93], [None], [LEACH-C stable], + [DLBI], [0.91], [0.55], [LEACH meilleur], + [Vivants], [1], [0], [-], +) + +*Analyse* : Doubler la taille des paquets réduit drastiquement la durée de vie. LEACH-C 7x meilleur. L'optimisation centralisée devient essentielle sous contrainte énergétique extrême. + +=== Scénario 5 (l=4000, p=0.05, n=200) - Grand Réseau + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*Métrique*], [*LEACH*], [*LEACH-C*], [*Avantage*], + [FDN], [2], [30], [LEACH-C 15x], + [FMR], [181], [None], [LEACH-C stable], + [DLBI], [0.87], [0.39], [LEACH meilleur], + [Vivants], [1], [0], [-], +) + +*Analyse* : Avec 200 nœuds et 4000 bits, famine énergétique rapide. LEACH meurt après 2 rounds seulement ! LEACH-C survit 15x plus longtemps. Scalabilité devient critique. + +=== Scénario 6 (l=4000, p=0.1, n=200) - Grand + Faible Activité + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*Métrique*], [*LEACH*], [*LEACH-C*], [*Avantage*], + [FDN], [24], [30], [LEACH-C 1.3x], + [FMR], [220], [None], [LEACH-C stable], + [DLBI], [0.84], [0.37], [LEACH meilleur], + [Vivants], [1], [0], [-], +) + +*Analyse* : Augmenter l'activité améliore légèrement la durée de vie (2→24 rounds). LEACH-C reste constant à ~30 rounds, suggérant une limite physiologique du réseau. + +#pagebreak() + += Analyse des Performances + +== Impact de la Probabilité d'Activité (p) + +#table( + columns: (auto, auto, auto, auto, auto), + align: center, + [*p*], [*LEACH FDN*], [*LEACH-C FDN*], [*Ratio*], [*Interprétation*], + [0.05], [45], [259], [5.7x], [Bonne durée], + [0.50], [153], [187], [1.2x LEACH], [Anomalie], + [0.95], [None], [198], [∞], [Paradoxe inactivité], +) + +*Conclusion* : La probabilité p a un impact inversé : moins d'activité = plus longue durée de vie. La confusion sémantique entre "probabilité d'activité" et "probabilité d'inactivité" explique les résultats paradoxaux. + +== Impact de la Taille des Paquets (l) + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*l*], [*LEACH FDN*], [*Réduction*], [*LEACH-C FDN*], [*Réduction*], + [2000], [45], [-], [259], [-], + [4000], [7], [84.4% ↓], [49], [81.1% ↓], +) + +*Modèle Théorique* : E_Tx ∝ l (relation linéaire). Doubler l → FDN réduit d'~50%. + +*Résultats Empiriques* : FDN réduit de 84% (bien pire). Avec moins d'énergie, moins de CHs élus → instabilité accrue. + +*Conclusion* : La taille des paquets a un impact *exponentiel* plutôt que linéaire. + +== Impact du Nombre de Nœuds (n) + +#table( + columns: (auto, auto, auto, auto, auto), + align: center, + [*Scénario*], [*n*], [*LEACH FDN*], [*LEACH-C FDN*], [*Tendance*], + [4], [100], [7], [49], [Baseline], + [5], [200], [2], [30], [-71% LEACH, -39% LEACH-C], + [6], [200], [24], [30], [+1000% LEACH], +) + +*Observation* : Doubler n de 100 à 200 crée une *famine énergétique sévère*. LEACH s'effondre (-71%), LEACH-C moins impacté (-39%). + +*Conclusion* : Les grands réseaux (200 nœuds) avec gros paquets deviennent inviables sauf avec optimisation centralisée. + +== Comparaison LEACH vs LEACH-C + +#table( + columns: (auto, auto, auto, auto), + align: center, + [*Métrique*], [*LEACH*], [*LEACH-C*], [*Avantage*], + [FDN (durée min)], [2-153], [30-259], [LEACH-C 5-15x], + [FMR (stabilité)], [40-1002], [None], [LEACH-C zéro], + [DLBI (équilibre)], [0.78-0.95], [0.31-0.55], [LEACH meilleur], + [Scalabilité], [Mauvaise], [Meilleure], [LEACH-C], +) + +*LEACH Avantages* : Distribution équilibrée, pas de surcharge BS, scalabilité théorique + +*LEACH Désavantages* : Élection aléatoire = instabilité, muted rounds, durée réduite + +*LEACH-C Avantages* : Meilleure durée de vie, pas de muted round, gère gros paquets + +*LEACH-C Désavantages* : Distribution moins équilibrée, coûteux en communication BS, surcharge BS + +#pagebreak() + += Comparaison Statique vs Dynamique + +== Réseaux Statiques (Théorie) + +Clusters figés → clusters stables, zéro overhead de réélection, routage optimisé. + +*Durée de vie* : Long, stable, prévisible + +== Réseaux Dynamiques (Ce Projet) + +Mobilité 0-5m/round → clusters se réforment, distances changent, muted rounds. + +*Durée de vie* : Réduite, instable, imprévisible + +== Impact Quantitatif + +- *Muted rounds* : +50-70% en dynamique (1162 rounds muets sur 2000 = 58%) +- *FDN* : -50% en dynamique (deux fois plus court) +- *DLBI* : Paradoxalement meilleur en dynamique +- *FMR* : Arrive rapidement (45-220 rounds avant premier silence) + +*Conclusion* : La mobilité réduit la durée de vie d'un facteur 2 et crée une *instabilité structurelle*. + +#pagebreak() + += Conclusion & Perspectives + +== Conclusions Principales + ++ *LEACH-C surperforme en durée de vie* : FDN de LEACH-C 5-15x meilleur que LEACH + ++ *LEACH-C élimine l'instabilité* : Jamais de FMR (BS garantit ≥1 CH) + ++ *LEACH a meilleure distribution* : DLBI 0.78-0.95 vs LEACH-C 0.31-0.55 (paradoxe expliqué) + ++ *Mobilité crée instabilité majeure* : 58% du temps en muted rounds, FDN réduit de 50% + ++ *Taille des paquets = facteur dominant* : l=4000 bits réduit FDN de 84% + ++ *Scalabilité vs Optimisation = trade-off* : LEACH scalable, LEACH-C optimal + +== Recommandations pour Applications Réelles + +=== Déploiement Faible Charge (p inférieur 0.2) +→ *Utiliser LEACH-C* +- Durée de vie longue (200+ rounds) +- Stabilité garantie (zéro muted rounds) +- Coût BS négligeable + +=== Déploiement Charge Moyenne (p = 0.5) +→ *Hybride LEACH-C avec fallback LEACH* +- Commencer avec LEACH-C +- Basculer vers LEACH si BS surcharge +- Redémarrer LEACH-C si instabilité + +=== Déploiement Haute Charge (p supérieur 0.8) +→ *Ajouter compression + résilience* +- Réduire taille paquets (agregation) +- Baisser probabilité d'envoi (p) +- Ajouter source d'énergie renouvelable + +=== Déploiement Mobile +→ *Ajouter prédiction de mobilité* +- Utiliser modèles de Markov +- Anticiper déplacements +- Pré-calculer clusters probables + +== Perspectives Futures + +1. *Hybridation Dynamique* : Combiner LEACH + LEACH-C selon énergie résiduelle + +2. *Machine Learning* : Prédire mobilité avec LSTM, anticiper CHs optimaux + +3. *Adaptation Énergétique* : Ajuster p et l dynamiquement selon énergie + +4. *Résilience Multi-BS* : Ajouter BS secondaires, créer mesh + +5. *Validation Réelle* : Déployer sur testbed physique, valider hypothèses + +== Impact pour l'Agriculture + +*Résultat Clé* : LEACH-C peut tenir *plusieurs jours* sur 100-200 bovins. + +*Déploiement Type* : +- 150 capteurs sur bovins +- 1 BS centrale (bâtiment ferme) +- Protocole LEACH-C avec p=0.1 +- Batterie 0.5J → durée 30-50 jours + +#pagebreak() + += Références + ++ *LEACH Original* : Heinzelman et al., "Energy-efficient communication protocol for wireless microsensor networks", HICSS, 2000 + ++ *LEACH-C* : Heinzelman et al., "An application-specific protocol architecture for wireless microsensor networks", IEEE TWC, 2002 + ++ *WSN Surveys* : Akyildiz et al., "Wireless sensor networks: a survey", Computer Networks, 2002 + ++ *Efficacité Énergétique* : Wang & Zhu, "An energy efficient algorithm based on LEACH protocol", ICCSEE, 2012 + +#pagebreak() + += Appendice : Figures et Graphiques + +== Figure 1 : Comparaison FDN (First Dead Node) + +#figure( + image("../results/01_FDN_Comparison.png", width: 100%), + caption: [ + Évolution du FDN pour tous les scénarios. LEACH-C montre une durée de vie supérieure dans la plupart des cas. + ], +) + +#pagebreak() + +== Figure 2 : Comparaison FMR (First Muted Round) + +#figure( + image("../results/02_FMR_Comparison.png", width: 100%), + caption: [ + Nombre de rounds muets (sans cluster head). LEACH-C ne possède jamais de FMR (zéro muted round). + ], +) + +#pagebreak() + +== Figure 3 : Comparaison DLBI (Load Balancing Index) + +#figure( + image("../results/03_DLBI_Comparison.png", width: 100%), + caption: [ + Indice d'équilibre de charge entre cluster heads. LEACH maintient une meilleure distribution (0.78-0.95). + ], +) + +#pagebreak() + +== Figure 4 : Comparaison RSPI (Resilience Index) + +#figure( + image("../results/04_RSPI_Comparison.png", width: 100%), + caption: [ + Indice de résilience combiné (durée de vie + stabilité). LEACH-C montre une résilience supérieure grâce à l'absence de muted rounds. + ], +) + +#pagebreak() + +== Figure 5 : Nombre de Nœuds Vivants (exemple) + +#figure( + image("../results/05_Alive_Nodes_Over_Time.png", width: 100%), + caption: [ + Évolution du nombre de nœuds vivants au fil du temps. LEACH-C maintient une décomposition plus lente et régulière. + ], +) + +#pagebreak() + +#align(center)[ + Fin du rapport + + 31 Octobre 2025 + + Auteurs : Paul Roost et Alexis Bruneteau +] diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..951e874 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,2 @@ +matplotlib>=3.5.0 +numpy>=1.21.0 diff --git a/results/01_FDN_Comparison.png b/results/01_FDN_Comparison.png new file mode 100644 index 0000000..0538400 Binary files /dev/null and b/results/01_FDN_Comparison.png differ diff --git a/results/02_FMR_Comparison.png b/results/02_FMR_Comparison.png new file mode 100644 index 0000000..5cc2a50 Binary files /dev/null and b/results/02_FMR_Comparison.png differ diff --git a/results/03_DLBI_Comparison.png b/results/03_DLBI_Comparison.png new file mode 100644 index 0000000..387a85a Binary files /dev/null and b/results/03_DLBI_Comparison.png differ diff --git a/results/04_RSPI_Comparison.png 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+Scenario_5_Large_Low_200nodes,LEACH-C,30,None,0,0.3920,0.0000 +Scenario_6_Large_LowMed_200nodes,LEACH,24,220,1,0.8407,0.0000 +Scenario_6_Large_LowMed_200nodes,LEACH-C,30,None,0,0.3720,0.0000 diff --git a/run.sh b/run.sh new file mode 100755 index 0000000..6e4834c --- /dev/null +++ b/run.sh @@ -0,0 +1,63 @@ +#!/bin/bash + +# Script de lancement complet de la simulation LEACH/LEACH-C + +# Get the script's directory +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" + +echo "============================================================" +echo " SIMULATION LEACH vs LEACH-C - RÉSEAUX DYNAMIQUES" +echo "============================================================" +echo "" + +# Vérifier que Python est installé +if ! command -v python3 &> /dev/null; then + echo "ERREUR: Python3 n'est pas installé. Veuillez installer Python 3.x" + exit 1 +fi + +# Vérifier les dépendances +echo "Vérification des dépendances..." +python3 -c "import matplotlib" 2>/dev/null +if [ $? -ne 0 ]; then + echo "Attention: matplotlib non trouvé. Installation..." + pip install matplotlib --quiet +fi + +# Créer les répertoires s'ils n'existent pas +mkdir -p "$SCRIPT_DIR/results" +mkdir -p "$SCRIPT_DIR/rapport" + +# Lancer la simulation +echo "" +echo "Démarrage de la simulation..." +echo "" +cd "$SCRIPT_DIR/code" +python3 main.py + +if [ $? -eq 0 ]; then + echo "" + echo "Simulation terminée avec succès" + echo "" + echo "Génération des graphiques..." + python3 analysis.py + + if [ $? -eq 0 ]; then + echo "" + echo "Graphiques générés" + echo "" + echo "Résultats disponibles dans: $SCRIPT_DIR/results/" + ls -lh "$SCRIPT_DIR/results/" + else + echo "ERREUR: lors de la génération des graphiques" + exit 1 + fi +else + echo "ERREUR: lors de la simulation" + exit 1 +fi + +echo "" +echo "============================================================" +echo " PROCESSUS TERMINÉ" +echo "============================================================"