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  1. 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 …

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. (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.

  7. 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.

  8. 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 …

  9. 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.

  10. 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 …