Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives

X Wu, D Wang, L Wen, Y Xiao, C Wu, Y Wu… - arXiv preprint arXiv …, 2024 - arxiv.org
Although several surveys on Neural Combinatorial Optimization (NCO) solvers specifically
designed to solve Vehicle Routing Problems (VRPs) have been conducted. These existing …

State Aggregation for Distributed Value Iteration in Dynamic Programming

N Vertovec, K Margellos - IEEE Control Systems Letters, 2023 - ieeexplore.ieee.org
We propose a distributed algorithm to solve a dynamic programming problem with multiple
agents, where each agent has only partial knowledge of the state transition probabilities and …

Optimal control for safety-critical systems

NC Vertovec - 2024 - ora.ox.ac.uk
Enforcing safety plays a crucial role within the optimisation and control literature. Despite
notable advances in recent years, optimal control for safety-critical and high-dimensional …

[PDF][PDF] Reinforcement Learning for Segmented Manufacturing

N Paul, A Kister, T Schnellhardt, M Fetz… - AI for Manufacturing …, 2023 - publica.fraunhofer.de
The manufacturing of large components is, in comparison to small components, cost
intensive. This is due to the sheer size of the components and the limited scalability in …