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Abstract
Connected and automated vehicles will soon disrupt the logistics and freight transport system. While AI advancements offer potential solutions, challenges like high development costs, safety requirements, and legal issues persist. This paper presents an optimization algorithm for scheduling automated guided vehicles (AGV) in yard logistics. In the problem setting, a fleet of AGVs needs to fulfill orders in an industry compound. The problem is modeled as a time-dependent pickup and delivery problem with time windows and solved with a large neighborhood search approach with destroy and repair neighborhoods and integrated conflict detection.
Computational experiments show that the algorithm is able to handle instances with up to 100 orders over 8 h and a fleet of up to four AGVs. Furthermore, they show the potential and scalability of integrating an optimization algorithm with an effective fleet management system in such a logistics system.
Computational experiments show that the algorithm is able to handle instances with up to 100 orders over 8 h and a fleet of up to four AGVs. Furthermore, they show the potential and scalability of integrating an optimization algorithm with an effective fleet management system in such a logistics system.
| Originalsprache | Englisch |
|---|---|
| Titel | Computer Aided Systems Theory – EUROCAST 2024 |
| Untertitel | EUROCAST 2024 |
| Redakteure/-innen | Alexis Quesada-Arencibia, Michael Affenzeller, Roberto Moreno-Diaz |
| Herausgeber (Verlag) | Springer Nature |
| Seiten | 131-139 |
| Band | 15172 |
| ISBN (elektronisch) | 978-3-031-82949-9 |
| ISBN (Print) | 978-3-031-82951-2 |
| DOIs | |
| Publikationsstatus | Veröffentlicht - 24 Apr. 2025 |
| Veranstaltung | EUROCAST 2024: 19th International Conference on Computer Aided Systems Theory - Museo Elder, Las Palmas, Spanien Dauer: 25 Feb. 2024 → 1 März 2024 Konferenznummer: 19 https://eurocast2024.fulp.ulpgc.es/ |
Publikationsreihe
| Name | Lecture Notes in Computer Science |
|---|---|
| Herausgeber (Verlag) | Springer Nature |
| Band | 15172 |
| ISSN (Print) | 0302-9743 |
| ISSN (elektronisch) | 1611-3349 |
Konferenz
| Konferenz | EUROCAST 2024 |
|---|---|
| Kurztitel | EUROCAST 2024 |
| Land/Gebiet | Spanien |
| Stadt | Las Palmas |
| Zeitraum | 25/02/24 → 1/03/24 |
| Internetadresse |
Research Field
- Transport Optimisation and Energy Logistics
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On-demand Automated Guided Vehicles in Yard Logistics
Ritzinger, U. M. (Vortragender), Hu, B. (Vortragender) & Reinthaler, M. (Vortragender)
25 Feb. 2024Aktivität: Vortrag ohne Tagungsband / Vorlesung › Präsentation auf einer wissenschaftlichen Konferenz / Workshop
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