Lessons Learned From Industrial Applications of Automated Trucks for Deployment on Public Roads

Article

Authors

  • Markus Metallinos Log Norwegian University of Science and Technology
  • Maren Helene Rø Eitrheim Norwegian University of Science and Technology, Institute for Energy Technology
  • Trude Tørset Norwegian University of Science and Technology
  • Tomas Levin Norwegian Public Roads Administration

DOI:

https://doi.org/10.54337/ojs.td.v30i.7907

Keywords:

automated trucks, industrial automation, heavy-vehicle automation, public roads, sensing, winter conditions

Abstract

Automated trucks may streamline road freight. While manufacturers and technology developers have long predicted their advent, technical and regulatory challenges persist, and systems beyond SAE level 2 are rare. However, systems at levels 3 and 4 are being adopted on industrial areas. Roads authorities want to study such applications to gain insights into requirements for implementing automated trucks on public roads. Two cases were studied here: Automated stone haulage (1), and automated snow removal (2). Interviews with project managers were used to identify opportunities and barriers, and evaluate the applicability of different technical and organizational solutions, for implementing automated trucks on public roads. Road and winter maintenance are explored, outlining the strengths and vulnerabilities of automated driving systems, and how other adaptations can overcome them. Requirements for pre-mapping, localization and communication are also elaborated. Considerations on control and oversight, and on automation as an enabler for electrification are explored, alongside the importance of change management procedures.

References

Eitrheim, M.H.R.; Log, M.M.; Tørset, T.; Levin, T.; Pitera, K. Opportunities and Barriers for Truck Platooning on Norwegian Rural Freight Routes. Transportation Research Record 2022, 2676, 810–824, doi:10.1177/03611981221076438.

Engström, J.; Bishop, R.; Shladover, S.E.; Murphy, M.C.; O’Rourke, L.; Voege, T.; Denaro, B.; Demato, R.; Demato, D. Deployment of Automated Trucking: Challenges and Opportunities. In Proceedings of the Road Vehicle Automation 5; Meyer, G., Beiker, S., Eds.; Springer International Publishing: Cham, 2019; pp. 149–162.

Farah, H.; Erkens, S.M.J.G.; Alkim, T.; van Arem, B. Infrastructure for Automated and Connected Driving: State of the Art and Future Research Directions. In Proceedings of the Road Vehicle Automation 4; Meyer, G., Beiker, S., Eds.; Springer International Publishing: Cham, 2018; pp. 187–197.

Müller, S.; Voigtländer, F. Automated Trucks in Road Freight Logistics: The User Perspective. In Proceedings of the Advances in Production, Logistics and Traffic; Clausen, U., Langkau, S., Kreuz, F., Eds.; Springer International Publishing: Cham, 2019; pp. 102–115.

Tsugawa, S.; Kato, S.; Aoki, K. An Automated Truck Platoon for Energy Saving. In Proceedings of the 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems; September 2011; pp. 4109–4114.

OECD Publishing Preparing Infrastructure for Automated Vehicles; International Transport Forum: Paris, 2023; p. 92;.

SAE Levels of Driving AutomationTM Refined for Clarity and International Audience Available online: https://www.sae.org/site/blog/sae-j3016-update (accessed on 1 March 2023).

Lov Om Utprøving Av Selvkjørende Kjøretøy - Lovdata Available online: https://lovdata.no/dokument/NL/lov/2017-12-15-112 (accessed on 1 March 2023).

Threlfall, R. Autonomous Vehicles Readiness Index (AVRI) - KPMG Global Available online: https://kpmg.com/xx/en/home/insights/2020/06/autonomous-vehicles-readiness-index.html (accessed on 1 March 2023).

Borealis Available online: https://www.vegvesen.no/vegprosjekter/europaveg/e8borealis/ (accessed on 1 March 2023).

Log, M.M.; Thoresen, T.; Eitrheim, M.H.R.; Levin, T.; Tørset, T. Using Low-Cost Radar Sensors and Action Cameras to Measure Inter-Vehicle Distances in Real-World Truck Platooning. Applied System Innovation 2023, 6, 55, doi:10.3390/asi6030055.

Eitrheim, M.H.R.; Log, M.M.; Tørset, T.; Levin, T.; Nordfjærn, T. Driver Workload in Truck Platooning: Insights from an on-Road Pilot Study on Rural Roads. Proceedings of the 32nd European Safety and Reliability Conference (ESREL 2022), 8.

Simonsen, J. Ground-breaking EU project on automated heavy-haul freigth vehicles to be launched Available online: https://its-norway.no/ground-breaking-eu-project-on-automated-heavy-haul-freigth-vehicles-to-be-launched/ (accessed on 1 March 2023).

Dysvik, E.; Homleid, T.; Andreev, L. Kvaliteten på det norske veinettet; Vista Analyse AS: Oslo, 2020;

The Densest Motorway Networks across EU Regions Available online: https://ec.europa.eu/eurostat/web/products-eurostat-news/-/DDN-20200528-1 (accessed on 1 March 2023).

Bruland, A.; Hugsted, R.; Nordahl, R.S. tunnel. Store norske leksikon 2023.

Jackson, J.; Davis, B.; Gebre-Egziabher, D. A Performance Assessment of Low-Cost RTK GNSS Receivers. In Proceedings of the 2018 IEEE/ION Position, Location and Navigation Symposium (PLANS); April 2018; pp. 642–649.

Onyekpe, U.; Palade, V.; Kanarachos, S. Learning to Localise Automated Vehicles in Challenging Environments Using Inertial Navigation Systems (INS). Applied Sciences 2021, 11, 1270, doi:10.3390/app11031270.

Yoneda, K.; Suganuma, N.; Yanase, R.; Aldibaja, M. Automated Driving Recognition Technologies for Adverse Weather Conditions. IATSS Research 2019, 43, 253–262, doi:10.1016/j.iatssr.2019.11.005.

Llorca, D.F. From Driving Automation Systems to Autonomous Vehicles: Clarifying the Terminology 2021.

Dixon, L. Autonowashing: The Greenwashing of Vehicle Automation. Transportation Research Interdisciplinary Perspectives 2020, 5, 100113, doi:10.1016/j.trip.2020.100113.

Shladover, S.E. Truck Automation Operational Concept Alternatives. In Proceedings of the 2010 IEEE Intelligent Vehicles Symposium; June 2010; pp. 1072–1077.

Autonomous Trucks | Self-Driving Truck | Driverless Vehicles Available online: https://www.tusimple.com/ (accessed on 1 March 2023).

Aurora Innovation Inc. Moving Us Towards a Self-Driving Future Available online: https://aurora.tech/ (accessed on 1 March 2023).

Embark Trucks Available online: https://embarktrucks.com/ (accessed on 1 March 2023).

Home - Kodiak Self-Driving Trucks Available online: https://kodiak.ai/ (accessed on 1 March 2023).

Autonomous Trucks | Autonomous Trucking Solutions | Locomation Available online: https://locomation.ai/ (accessed on 21 March 2023).

Glasner, J. Autonomous Trucking’s Highway To Broke Available online: https://news.crunchbase.com/transportation/autonomous-trucking-spac-embk-otto-starsky-peloton/ (accessed on 20 March 2023).

Storsæter, A.D.; Pitera, K.; McCormack, E. Using ADAS to Future-Proof Roads—Comparison of Fog Line Detection from an In-Vehicle Camera and Mobile Retroreflectometer. Sensors 2021, 21, 1737, doi:10.3390/s21051737.

Arnesen, P.; Brunes, M.T.; Schiess, S.; Seter, H.; Södersten, C.-J.H.; Bjørge, N.M.; Skjæveland, A. TEAPOT. Summarizing the main findings of work package 1 and work package 2; SINTEF, 2022;

Aventi Testing Waze Bluetooth Beacons in the Bjørnegårdtunnel 4 Years after Installation; 2022;

Carreras, A.; Daura, X.; Erhart, J.; Ruehrup, S. Road Infrastructure Support Levels for Automated Driving; 2018;

Norwegian Public Roads Administration (NPRA) Nasjonal transportplan 2022-2033: Oppdrag 9: Prioriteringer; Norwegian Public Roads Administration, 2020; p. 137;.

Storsæter, A.D.; Pitera, K.; McCormack, E.D. The Automated Driver as a New Road User. Transport Reviews 2021, 41, 533–555, doi:10.1080/01441647.2020.1861124.

Volvo Trucks leverer autonom transportløsning til Brønnøy Kalk AS. Available online: https://www.volvotrucks.no/no-no/news/press-releases/2018/nov/pressrelease-181120.html (accessed on 11 July 2023).

Braata, E. Teknikken ikke salgbar ennå Available online: https://www.at.no/anlegg/476644 (accessed on 11 July 2023).

Braata, E. Mister kjøringen til autonome lastebiler Available online: https://www.at.no/anlegg/476634 (accessed on 15 March 2023).

Daler, R. Avinor satser på selvkjørende brøytebiler fra Øveraasen Available online: https://anleggsmaskinen.no/2021/04/avinor-satser-pa-selvkjorende-broytebiler-fra-overaasen/ (accessed on 11 July 2023).

Her Måker Verdens Første Automatiserte Brøytebil Snø På Fagernes Lufthavn Available online: https://www.tu.no/artikler/her-maker-verdens-forste-automatiske-broytebil-sno-pa-fagernes-lufthavn/433083 (accessed on 11 July 2023).

Oslo lufthavn får selvkjørende brøytebiler. Bil24.no 2021.

Airside operations department OSL Snow Plan 2022/23 - Avinor Oslo Airport; Avinor, 2022; p. 18;.

Cohen, D.; Crabtree, B. RWJF - Qualitative Research Guidelines Project | Semi-Structured Interviews | Semi-Structured Interviews Available online: http://www.qualres.org/HomeSemi-3629.html (accessed on 21 March 2023).

Konstantinopoulou, L.; Coda, A.; Schmidt, F. Specifications for Multi-Brand Truck Platooning. ICWIM 8, 8th International Conference on Weigh-In-Motion 2019.

Sivanandham, S.; Gajanand, M.S. Platooning for Sustainable Freight Transportation: An Adoptable Practice in the near Future? Transport Reviews 2020, 40, 581–606, doi:10.1080/01441647.2020.1747568.

Autonomous Trucks Disrupt US Logistics | McKinsey Available online: https://www.mckinsey.com/industries/travel-logistics-and-infrastructure/our-insights/distraction-or-disruption-autonomous-trucks-gain-ground-in-us-logistics (accessed on 23 March 2023).

Zanetti, A. Proceedings of ENSEMBLE Final Event; 2022;

Wardrum, B.H. Grønt lys for mer førerløs kjøring ved norsk gruveanlegg Available online: https://www.yrkesbil.no/autonom-bronnoy-kalk-forerlos/gront-lys-for-mer-forerlos-kjoring-ved-norsk-gruveanlegg/4032992 (accessed on 13 July 2023).

Oslo Lufthavn har verdens største selvgående brøytebil - VGTV; 2022;

Everything You Need to Know about Wheel Loaders Available online: https://www.volvoce.com/asia/en-as/about-us/blog/2021/everything-you-need-to-know-about-wheel-loaders/ (accessed on 13 August 2023).

Uvær stengte flyplassen i Tromsø Available online: https://www.vg.no/i/l3J7y3 (accessed on 16 March 2023).

AS, T. 2 Full stans: - Ikke forsvarlig Available online: https://www.tv2.no/nyheter/innenriks/full-stans-ikke-forsvarlig/15577548/ (accessed on 16 March 2023).

Bitney, M.S. Statistical Analysis of the Impact of Substorms on the NMAs CPOS System in Northern Norway, University of Oslo, 2021.

Guide to CPOS Available online: https://www.kartverket.no/en/on-land/posisjon/guide-to-cpos (accessed on 17 March 2023).

AIRAC - Aeronautical Information Regulation And Control | Aviation Intelligence Unit Portal Available online: https://ansperformance.eu/acronym/airac/ (accessed on 17 March 2023).

Yu, J.; Luo, F. Fallback Strategy for Level 4+ Automated Driving System. In Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference (ITSC); October 2019; pp. 156–162.

Michon, J.A. A Critical View of Driver Behavior Models: What Do We Know, What Should We Do? In Human Behavior and Traffic Safety; Evans, L., Schwing, R.C., Eds.; Springer US: Boston, MA, 1985; pp. 485–524 ISBN 978-1-4613-2173-6.

Veitrafikksentralene Available online: https://www.vegvesen.no/om-oss/om-organisasjonen/om-statens-vegvesen/vegtrafikksentralene/ (accessed on 14 March 2023).

NTP 2022-2033 Teknologiområdet i Veisektoren; 2020;

Whole Mars Catalog - YouTube Available online: https://www.youtube.com/ (accessed on 22 March 2023).

Storsæter, A.D. Designing and Maintaining Roads to Facilitate Automated Driving. Doctoral thesis, NTNU, 2021.

Denne Elektriske Lastebilen Kjører Fra Oslo Til Trondheim Uten å Lade Available online: https://www.tu.no/artikler/har-kjopt-europas-forste-elektriske-tungbil-med-over-50-mil-rekkevidde/517606 (accessed on 14 July 2023).

Thronsen, M. Norges største elektriske lastebil tatt i bruk. Norsk elbilforening 2023.

Norwegian Public Roads Administration (NPRA) Kriterier for fartsgrenser Available online: https://www.vegvesen.no/fag/fokusomrader/trafikksikkerhet/kriterier-for-fartsgrenser/ (accessed on 3 July 2023).

Veinettet Available online: http://ofv.no/politikk/veistandard-2-0 (accessed on 25 July 2023).

Khalife, J.; Neinavaie, M.; Kassas, Z.M. The First Carrier Phase Tracking and Positioning Results With Starlink LEO Satellite Signals. IEEE Transactions on Aerospace and Electronic Systems 2022, 58, 1487–1491, doi:10.1109/TAES.2021.3113880.

Kassas, Z.; Neinavaie, M.; Khalife, J. Enter LEO on the GNSS Stage: Navigation with Starlink Satellites. InsideGNSS 2021, 42–51.

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Published

15-08-2023

How to Cite

Metallinos Log, M., Helene Rø Eitrheim, M., Tørset, T., & Levin, T. (2023). Lessons Learned From Industrial Applications of Automated Trucks for Deployment on Public Roads: Article. Proceedings from the Annual Transport Conference at Aalborg University, 30, 80–95. https://doi.org/10.54337/ojs.td.v30i.7907