Glossario IA
Il dizionario completo dell'Intelligenza Artificiale
Traveling Salesman Problem (TSP)
Fundamental mathematical problem consisting of finding the shortest possible route that visits each city exactly once and returns to the starting point.
Genetic Algorithms
Optimization methods inspired by natural evolution using selection, crossover, and mutation to find near-optimal solutions to complex routing problems.
Ant Colonies
Optimization algorithm inspired by ant behavior finding shortest paths between their nest and food sources through pheromones.
Fleet Management
Complete system for managing and optimizing fleet vehicle operations including maintenance, GPS tracking, and route planning.
Last Mile Optimization
Specific optimization of the final delivery stage to end customers, often the most costly and complex part of the logistics chain.
Time Window Constraints
Time restrictions imposing specific time slots for deliveries, increasing the complexity of routing algorithms.
Predictive Route Planning
Use of machine learning to anticipate future conditions and optimize routes before their actual execution.
Capacitated VRP
Variant of the vehicle routing problem integrating vehicle capacity constraints for weights, volumes, or number of parcels.
Green Routing
Optimisation des routes minimisant l'impact environnemental par réduction de la consommation de carburant et des émissions de CO2.
Digital Twin Logistics
Réplique numérique dynamique du système logistique permettant de simuler et optimiser les routes avant déploiement réel.
Reinforcement Learning Routing
Application d'algorithmes d'apprentissage par renforcement où l'IA apprend les meilleures stratégies de routage par essais et récompenses.
Tabu Search
Métaheuristique explorant l'espace des solutions tout en évitant les cycles grâce à une liste de mouvements interdits temporairement.
Simulated Annealing
Algorithme d'optimisation probabiliste simulant le processus de recuit métallurgique pour échapper aux optima locaux dans les problèmes de routage.