Military University of Technology, Faculty of Cybernetics, Warsaw, Poland
Volume 2021 (8),
Article ID 37124221,
Innovations in Artificial Intelligence, Machine Learning and Intelligent Systems: 37AI 2021
Abstract
The paper describes modifications to the simulated annealing algorithm for solving modified Vehicle Routing Problem with Time Windows problem. Our modification of the classic VRPTW include many warehouses, a heterogeneous fleet, stochastic time-dependent travel times (stochastic time-dependent network) and an extensive cost function. The described results are the outcome of a research project, the results of which are currently being implemented in logistics companies. A review of the literature related to the solved problem was made, the idea of the simulated annealing algorithm was described, followed by its modifications and their influence on the search for a solution, a group of calibration parameters was presented, which are used to influence the way the algorithm behaves, the obtained results of the modified algorithm on the so-called benchmarks were described. Finally, some conclusions and recommendations were made.