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Towards Multi-Layered Dynamic Off-Road Maps
Mälardalen University, School of Innovation, Design and Engineering, Innovation and Product Realisation. Volvo CE.ORCID iD: 0000-0001-5881-7046
2025 (English)Licentiate thesis, comprehensive summary (Other academic)
Abstract [en]

This thesis is about the requirement elicitation and conceptual modelling of a multi-layered dynamic off-road map with an emphasis on advancing toward real-world validation scenarios. Specifically, it addresses the challenges in fleet management for autonomous haulers moving earth material in open-pit mining applications at construction sites. The map used to coordinate these autonomous haulers is critical in ensuring productivity and safety, with terrain friction being a key aspect. However, the current state-of-practice relies on static maps that do not support dynamic updating to reflect changes in terrain properties.To address these limitations, this thesis explores the requirements for a multilayered dynamic map and proposes their integration with the fleet management system using a standardised approach based on a digital twin framework for manufacturing. Although static maps require validation, maps populated with dynamic components necessitate an even more rigorous validation prior to implementation in real-world applications. Therefore, validation scenarios based on best practices are designed to ensure the map’s functionality under various real-world conditions. 

Place, publisher, year, edition, pages
Västerås: Mälardalens universitet, 2025.
Series
Mälardalen University Press Licentiate Theses, ISSN 1651-9256 ; 372
National Category
Computer Sciences
Research subject
Computer Science
Identifiers
URN: urn:nbn:se:mdh:diva-69935ISBN: 978-91-7485-700-9 (print)OAI: oai:DiVA.org:mdh-69935DiVA, id: diva2:1932151
Presentation
2025-03-21, A2-004, Mälardalens universitet, Eskilstuna, 13:15 (English)
Opponent
Supervisors
Projects
IndTech, TRUST-SOSAvailable from: 2025-01-28 Created: 2025-01-28 Last updated: 2025-02-28Bibliographically approved
List of papers
1. Adopting a Digital Twin Framework for Autonomous Machine Operation at Construction Sites
Open this publication in new window or tab >>Adopting a Digital Twin Framework for Autonomous Machine Operation at Construction Sites
2023 (English)In: Proc. CAA Int. Conf. Veh. Control Intell., CVCI, Institute of Electrical and Electronics Engineers Inc. , 2023Conference paper, Published paper (Refereed)
Abstract [en]

Autonomous machines are expected to be vastly used at construction sites as they can efficiently perform repetitive and dangerous tasks. However, ensuring the operational safety of such autonomous machines in a highly dynamic environment is challenging. Although autonomous machines usually are equipped with a perception system that permits them to navigate locally, there is a need to share a global view of the construction site to reduce the risk of accidents or errors. A digital twin of the construction site map has the potential of fusing the real-time perception from different sources at the site, such as different autonomous machines working at the construction site, analysing them and sharing the needed information to operate safely and effectively at the site. This paper proposes the adoption of the recently published standard, ISO 23247 digital twin framework for manufacturing, to implement and maintain a dynamic map of construction sites. The proposed framework will enable safe and efficient operation of autonomous machines on construction sites.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers Inc., 2023
Keywords
Construction site, Digital twin, Maps, Operational Design Domain, Safety, Traversability
National Category
Civil Engineering
Identifiers
urn:nbn:se:mdh:diva-66153 (URN)10.1109/CVCI59596.2023.10397254 (DOI)2-s2.0-85185388766 (Scopus ID)9798350340488 (ISBN)
Conference
Proceedings of the 2023 7th CAA International Conference on Vehicular Control and Intelligence, CVCI 2023
Available from: 2024-02-28 Created: 2024-02-28 Last updated: 2025-01-28Bibliographically approved
2. Dynamic Maps Requirements for Autonomous Navigation in Construction Sites
Open this publication in new window or tab >>Dynamic Maps Requirements for Autonomous Navigation in Construction Sites
Show others...
2022 (English)In: The 5th International Conference on Communications, Signal Processing, and their Applications (ICCSPA22), 2022Conference paper, Published paper (Refereed)
Abstract [en]

Construction sites are a special kind of off-road environment that needs dedicated dynamic maps to enable autonomous navigation in such terrains. In this paper, challenges for autonomous navigation on construction sites are first identified. Later, requirements for dynamic maps for autonomous navigation on construction sites are proposed based on the identified challenges.

Series
International Conference on Communications Signal Processing and their Applications ICCSPA, ISSN 2377-682X
Keywords
Construction sites, autonomous navigation, autonomous machines, off-road, map creation, map update
National Category
Engineering and Technology Control Engineering
Research subject
Computer Science; Innovation and Design
Identifiers
urn:nbn:se:mdh:diva-61191 (URN)10.1109/ICCSPA55860.2022.10019082 (DOI)000972628300028 ()2-s2.0-85147551963 (Scopus ID)
Conference
The 5th International Conference on Communications, Signal Processing, and their Applications (ICCSPA22), 27-29 December, 2022
Projects
TRUST-SOSIndTech
Available from: 2022-12-11 Created: 2022-12-11 Last updated: 2025-01-28Bibliographically approved
3. Exploring Dynamic Map Validation at Construction Sites: A Case Study and Feasibility Analysis
Open this publication in new window or tab >>Exploring Dynamic Map Validation at Construction Sites: A Case Study and Feasibility Analysis
2024 (English)Conference paper, Published paper (Refereed)
Abstract [en]

Construction sites are moving towards using autonomous machines, such as autonomous haulers, to improve productivity and safety. However, enabling efficient and safe navigation of autonomous haulers at an open-pit mining site necessitates a dynamic map of the environment. In our previous works, we introduced a dynamic multi-layered map designed for this purpose. Subsequently, we proposed how to adopt the digital twin standard for manufacturing to implement this map. Yet, the proposed dynamic multi-layered map needs to be validated in real-world scenarios, which are not evident for such off-road domains.This paper presents an analysis of the state-of-practice scenarios used in validating current static maps for a fleet of autonomous haulers performing assigned missions in real-world open-pit mining applications. Drawing from insights from this case study and industrial expertise, this paper suggests validation scenarios for the multi-layer dynamic map. Moreover, the paper discusses simulation tools that could be utilized to assess the feasibility of dynamic maps in such off-road domains at construction sites.

Keywords
Autonomous haulers, Case study, Construction site, Dynamic Maps, Fleet management, Simulation, Off-road domain, Validation.
National Category
Engineering and Technology
Research subject
Industrial Systems
Identifiers
urn:nbn:se:mdh:diva-69269 (URN)
Conference
27th IEEE International Conference on Intelligent Transportation Systems
Projects
TRUST-SOS
Available from: 2024-12-05 Created: 2024-12-05 Last updated: 2025-01-28

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Wickberg, Philip

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Citation style
  • apa
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  • de-DE
  • en-GB
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