User profiles for Fabian Akkerman

Fabian Akkerman

University of Twente
Verified email at utwente.nl
Cited by 68

Distance approximation to support customer selection in vehicle routing problems

F Akkerman, M Mes - Annals of operations research, 2022 - Springer
Estimating the solution value of transportation problems can be useful to assign customers
to days for multi-period vehicle routing problems, or to make customer selection decisions …

[PDF][PDF] Cross-docking: current research versus industry practice and industry 4.0 adoption

F Akkerman, E Lalla-Ruiz, M Mes… - Smart Industry–Better …, 2022 - library.oapen.org
Cross-docking is a supply chain distribution and logistics strategy for which less-thantruckload
shipments are consolidated into full-truckload shipments. Goods are stored up to a …

Learning dynamic selection and pricing of out-of-home deliveries

F Akkerman, P Dieter, M Mes - Transportation Science, 2024 - pubsonline.informs.org
Home delivery failures, traffic congestion, and relatively large handling times have a negative
impact on the profitability of last-mile logistics. A potential solution is the delivery to parcel …

Handling large discrete action spaces via dynamic neighborhood construction

F Akkerman, J Luy, W van Heeswijk, M Schiffer - 2023 - research.utwente.nl
Large discrete action spaces remain a central challenge for reinforcement learning methods.
Such spaces are encountered in many real-world applications, eg, recommender systems, …

Solving Dual Sourcing Problems with Supply Mode Dependent Failure Rates

F Akkerman, N Knofius, M van der Heijden… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper investigates dual sourcing problems with supply mode dependent failure rates,
particularly relevant in managing spare parts for downtime-critical assets. To enhance …

Dynamic Time Slot Pricing Using Delivery Costs Approximations

F Akkerman, M Mes, E Lalla-Ruiz - International Conference on …, 2022 - Springer
Attended home delivery (AHD) is a popular type of home delivery for which companies
typically offer delivery time slots. The costs for offering time slots are often double compared to …

[HTML][HTML] A comparison of reinforcement learning policies for dynamic vehicle routing problems with stochastic customer requests

F Akkerman, M Mes, W van Jaarsveld - Computers & Industrial Engineering, 2025 - Elsevier
This paper presents directions for using reinforcement learning with neural networks for
dynamic vehicle routing problems (DVRPs). DVRPs involve sequential decision-making under …

Distance approximation for dynamic waste collection planning

F Akkerman, M Mes, W Heijnen - … September 28–30, 2020, Proceedings 11, 2020 - Springer
Approximating the solution value of transportation problems has become more relevant in
recent years, as these approximations can help to decrease the computational effort required …

[HTML][HTML] Dynamic reordering and inspection for the multi-item Inventory Record Inaccuracy problem

F Akkerman, D Prak, M Mes - European Journal of Operational Research, 2025 - Elsevier
Inventory Record Inaccuracy (IRI) is a significant challenge in inventory management,
caused by discrepancies between actual stock and inventory records due to factors such as …

Dynamic Neighborhood Construction for Structured Large Discrete Action Spaces

F Akkerman, J Luy, W van Heeswijk… - arXiv preprint arXiv …, 2023 - arxiv.org
Large discrete action spaces (LDAS) remain a central challenge in reinforcement learning.
Existing solution approaches can handle unstructured LDAS with up to a few million actions. …