
Dynamic Route Optimization Using Machine Learning - Springer
Jul 5, 2025 · This paper addresses the problem by employing a machine learning-based approach to dynamically optimize delivery routes using real-time GPS data, vehicle characteristics, and …
Enhancing Route Optimization in Road Transport Systems Through Machine …
May 7, 2025 · This study proposes an innovative approach for transport route optimization, leveraging machine learning techniques to assess key factors, such as safety, cost, and logistics.
In this paper, we present a comprehensive deep learning framework that integrates time-series forecasting with reinforcement learning to generate and adjust optimal logistics routes in real time.
Route Optimization with Machine Learning | by Imali | Medium
May 10, 2025 · This article delves into how machine learning is transforming route optimization, its methodologies, benefits, real-world applications, and future prospects.
Mastering Route Optimization with Machine Learning in Python
Mar 30, 2024 · Learn how to use machine learning for route optimization and logistics in Python. This comprehensive guide covers core concepts, implementation, and real-world applications.
(PDF) Logistics Distribution Route Optimization in Artificial ...
Feb 23, 2024 · This study explores the application of artificial intelligence (AI) and Internet of Things (IoT) technologies in the optimization of logistics distribution routes.
GitHub - vlazovskiy/route-optimizer-machine-learning: Route ...
The goal of my project is to optimize travel routes for a delivery vehicle by using machine learning model predictions.
Dynamic route optimization in smart logistics using hybrid machine ...
Nov 20, 2025 · By combining Transformer-based temporal modeling, GNN-based spatial analysis and GAN-driven route generation, our model offers a scalable and adaptive solution for dynamic route …
Machine Learning in Route Optimization: Techniques & Benefits
Oct 30, 2023 · Learn how machine learning in route optimization can be used along with techniques and benefits in this ultimate guide.
Reinforcement learning based route optimization model to ... - Nature
Jan 24, 2025 · Furthermore, we examine the machine learning models, methods, and algorithms for route optimization in IoVs, emphasizing techniques that enhance energy efficiency and throughput …