Publications

Our experts’ publications in scientific journals, conference proceedings, and other papers made available for public access in 2023.

DIGITAL ASSURANCE

Author: Glomsrud, Jon Arne et al

Title: Towards contract-based verification for autonomous vessels

Document Number: 2023-P005

Notes: [Published in] Ocean Engineering, vol. 270, 15. February 2023, art. 113685

Available at: https://doi.org/10.1016/j.oceaneng.2023.113685

Open access

 

Author: Agrell, Christian and Hafver, Andreas et al

Title: Optimal sequential decision making with probabilistic digital twins : theoretical foundations

Document Number: 2023-P007

Notes: [Published in] SN Applied Science volume 5, issue 4, April 2023. Article number: 114

Available at: https://doi.org/10.1007/s42452-023-05316-9

Open access

 

Author: Liu, Yi Edward et al

Title: A simplified multi-model statistical approach for predicting the effects of forest management on land surface temperature in Fennoscandia

Document Number: 2023-P006

Notes: [Published in] Agricultural and Forest Meteorology, Vol. 332, 1. April 2023, art. no. 109362

Available at: https://doi.org/10.1016/j.agrformet.2023.109362

Open access

 

Author: St. Clair, Asuncion Lera et al

Title: Good practice for knowledge co-development through climate related case studies

Document Number: 2023-P011

Notes: [Published in] Climate Risk Management, volume 40, article 100513, 2023

Available at: https://doi.org/10.1016/j.crm.2023.100513

 

Author: St. Clair, Asuncion Lera et al

Title: The role of a human host onboard of urban autonomous passenger ferries

Document Number: 2023-P014

Notes: [Presented at] The Sixteenth International Conference on Advances in Computer-Human Interactions, ACHI 2023. Venice, Italy, 24.-28. April 2023

Available at: https://www.thinkmind.org/articles/achi_2023_4_240_20108.pdf

Open access

 

Author: Gong, Xiao Liang Shandy

Title: Deformation.ai: Automatic structural damage detection and measurement for vessel remote inspection

Document Number: 2023-P028

Notes: [Published in] Proceedings of OCEANS 2023 - 5.-8. June 2023, Limerick, Ireland

Available at:

https://program-limerick.oceans2023.org/view-presentation.cfm?PID=221223-001

 

Author: Kuruge, Darshana Abeyrathna et al

Title: Building concise logical patterns by constraining tsetlin machine clause size

Document Number: 2023-P025

Notes: [Published in] Proceedings of the 32nd International Joint Conference on Artificial Intelligence, IJCAI 2023, 19.-25. August 2023, Macao, China, pages 3395-3403

Available at: https://doi.org/10.48550/arXiv.2301.08190

 

Author: El Mekkaoui, Sara, Ferreira, Carla, Guevara Gomez, Juan Camilo, Agrell, Christian, Vaughan, Nicholas James and Heggen, Hans Olav

Title: Neural networks based conformal prediction for pipeline structural response

Document Number: 2023-P033

Notes: [Presented at] COPA 2023, The 12th Symposium on Conformal and Probabilistic Prediction with Applications, 13.-15. September, 2023, Limassol, Cyprus

[Published in] Proceedings of Machine Learning Research 204:1–13, 2023

Available at: https://proceedings.mlr.press/v204/el-mekkaoui23a/el-mekkaoui23a.pdf

Open access

 

Author: Kuruge, Darshana Abeyrathna, El Mekkaoui, Sara, Liu, Yi Edward and Hafver, Andreas

Title: Extension of Regression Tsetlin Machine for interpretable uncertainty assessment

Document Number: 2023-P034

Notes: [Published in] Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v 14244 LNCS, p 19-33, 2023

[Proceedings of] Rules and Reasoning, 7th International Joint Conference, RuleML+RR 2023, Oslo, Norway, September 18–20, 2023

Available at: https://doi.org/10.1007/978-3-031-45072-3_2

 

Author: Bach, Tita Alissa, Kristiansen, Jenny Kirvil and Babic, Alexandar et al

Title: Unpacking human-AI interaction in safety-critical industries: a systematic literature review

Document Number: 2023-P031

Notes: [Published in] arXiv, 5. October 2023

Available at: https://doi.org/10.48550/arXiv.2310.03392

Open access

 

Author: Glomsrud, Jon Arne and Bach, Tita Alissa

Title: The Ecosystem of Trust (EoT) : enabling effective deployment of autonomous systems through collaborative and trusted ecosystems

Document Number: 2023-P040

Notes: [Published in] arXiv, 1. December 2023

Available at: https://doi.org/10.48550/arXiv.2312.00629

Open access

 

Author: Stensrud, Erik and Bjørdalsbakke, Harald Olav

Title: Concept of a digital new hull survey process

Document Number: 2023-P049

Notes: [Proceedings of] 22nd Conference on Computer and IT applications in the Maritime Industries, COMPIT'23, 23.-25. May 2023, Drübeck, Germany

Available at: http://data.hiper-conf.info/compit2023_drubeck.pdf

Open access

 

Author: Bach, Tita Alissa

Title: Unpacking human-AI interaction (HAII) in safety-critical industries : research summary

Document Number: 2023-P050

Notes: [Published online at] Montreal AI Ethics Institute, MAIEI 20. December 2023

Available at: https://montrealethics.ai/unpacking-human-ai-interaction-haii-in-safety-critical-industries/

Open access

ENERGY SYSTEMS

Author: Liu, Shiyi, Bosma, Theo, Burgt, Jos van der and Sauba, Ganesh et al

Title: Impact of machine-side converter dynamics on AC impedance of grid-forming PMSG wind turbines

Document Number: 2023-P016

Notes: [Published in] Proceedings of IEEE Applied Power Electronics Conference and Exposition - APEC, Volume 2023-March, Pages 1339-1344, 2023

Available at: https://ieeexplore.ieee.org/document/10131615

 

Author: Eijgelaar, Marcel

Title: Industry electrification in a renewable power system

Document Number: 2023-V006

Notes: April 2023. Available at: https://www.dnv.com/Publications/industry-electrification-in-a-renewable-power-system-242781

Open access

DNV Group Research & Development - Whitepaper

 

Author: Bossanyi, Ervin et al

Title: Full-scale validation of optimal axial induction control of a row of turbines at Lillgrund wind farm

Document Number: 2023-P017

Notes: [Published in] Journal of Physics: Conference Series, Volume 2505, 2023

Presented at Wake Conference 2023, 20. - 22. June 2023, Visby, Sweden

Available at: https://iopscience.iop.org/article/10.1088/1742-6596/2505/1/012042

Open access

 

Author: Aalders, Edwin and Dresner Barnes, Sam

Title: Integrity through measurability : The view of a verification body

Document Number: 2023-P019

Notes: [Published in] Climeworks Industry Snapshot, July 2023: Supercharging carbon removal: a focus on direct air capture technology, chapter 5, p. 21-23

Available at: https://climeworks.com/news/industry-snapshot-by-climeworks-jul23

Open access

 

Author: Guerra, Luis Gerado, Mercade, Pau, Anamiati, Gaetana and Landberg, Lars

Title: Long-term PV system modelling and degradation using neural networks

Document Number: 2023-P027

Notes: [Published in] EPJ Photovoltaics, volume 14, article no 30, 2023. Special Issue on "EU PVSEC 2023: State of the Art and Developments in Photovoltaics" edited by Robert Kenny and João Serra

Available at: https://doi.org/10.1051/epjpv/2023018

Open access

 

Author: Anamiati, Gaetana, Landberg, Lars, Guerra, Luis Gerado and Mercade Ruiz, Pau

Title: Health monitoring of solar photovoltaic plants

Document Number: 2023-P045

Notes: [Posted at] 40th European Photovoltaic Solar Energy Conference and Exhibition (EU PVSEC 2023), 18.-22. September 2023, Lisbon, Portugal

Available at: https://userarea.eupvsec.org/proceedings/EU-PVSEC-2023/4CV.1.5

Open access

 

 

Author: Bleeg, James et al

Title: A method to correct for the effect of blockage and wakes on power performance measurements

Document Number: 2023-P038

Notes: [Published in] Wind Energy Science, volume 8, issue 12, 2023, pp 1795-1808

Available at: https://doi.org/10.5194/wes-8-1795-2023

Open access

 

Author: Mercade Ruiz, Pau, Guerra, Luis Gerado, Anamiati, Gaetana and Landberg, Lars

Title: Modelling the normal operation of PV inverters under the absence of maintenance logs

Document Number: 2023-P046

Notes: [Posted at] 40th European Photovoltaic Solar Energy Conference and Exhibition (EU PVSEC 2023), 18.-22. September 2023, Lisbon, Portugal

Available at: https://userarea.eupvsec.org/proceedings/EU-PVSEC-2023/4CV.1.31/

Open access

ETO

Title: Energy transition outlook 2023 - Transport in transition : A deep dive into fuels, electricity and infrastructure

Document Number: 2023-V011

Notes: Project director: Sverre Alvik. Project manager: Thomas Horschig.

Core research team and authors: Theo Bosma, Ida Synnøve Bukkholm, Marcel Eijgelaar, Rob van Gerwen, Mahnaz Hadizadeh, Kristian Hammer, Tobias Grande Hansen, Erik Andreas Hektor, Magnus Killingland, Anne Louise Koefoed, James Lam, Tore Longva, Eirik Ovrum, Onus Özgün, Mats Rinaldo, Md Rizwan, Mitchell Rosenberg, Jeanette Schäfer, Sujeetha Selvakkumaran.

Editor: Mark Irvine

Available at: https://www.dnv.com/energy-transition-outlook/index.html

Unrestricted distribution

 

Author: Selvakkumaran, Sujeetha et al

Title: Communal or individual – exploring cost-efficient heating of new city-level housing in a systems perspective

Document Number: 2023-P008

Notes: [Published in] Smart Energy, volume 10, May 2023

Available at: https://doi.org/10.1016/j.segy.2023.100097

Open access

 

Title: Maritime forecast to 2050 : Energy transition outlook 2023 : A deep dive into shipping's decarbonization journey

Document Number: 2023-V008

Notes: Lead authors: Eirik Ovrum, Tore Longva, Marius Leisner, Christopher Bøhmer, Anne Sophie Sagbakken Ness, Ola Gundersen Skåre, Øyvind Endresen, Magnus S. Eide. Contributing authors: Simen Loe Heggen, Øyvind Sekkesæter, Kristian Hammer, Linda S. Hammer, Dorthe Alida Arntzen Slotvik, Jeanette Schäfer, Hendrik Brinks, Per Einar Henriksen Reviewers: Jan Kvålsvold, Håkon Hustad, Eirik Nyhus,Terje Sverud

Available at: https://www.dnv.com/maritime/publications/maritime-forecast-2023/index.html

Executive summary published as separate document.

Unrestricted distribution

 

Title: Energy transition - North America 2023 : A regional forecast to 2050

Document Number: 2023-V012

Notes: Project director: Sverre Alvik. Project manager: Sujeetha Selvakkumaran.

Modelling responsible: Onur Ôzgün. Core research team and authors: Jan Hagen Andersen, Michelle Bruchs, Kaveh Dianati, Mahnaz Hadizadeh, Thomas Horschig, Anne Louise Koefoed, Margaret Konsella, Matt Lockwood, Mats Rinaldo, Eduard Romanenko, Steven Sawhill, Adrien Zambon.

Editor: Mark Irvine

Available at: https://www.dnv.com/energy-transition-outlook/index.html

Unrestricted distribution

 

Title: Energy transition outlook 2023 : a global and regional forecast to 2050

Document Number: 2023-V009

Notes: This report has been prepared by DNV as a cross disciplinary exercise between the DNV Group and our business areas of Energy Systems and Maritime across 20 countries. The core model development and research have been conducted by a dedicated team in our Energy Transition Outlook research unit, part of the Group Research & Development division, based in Oslo, Norway.

Project director: Sverre Alvik. Modelling responsible: Onur Özgün.

Core modelling- and research team and contributing authors:Kaveh Dianati, Ingeborg Hutcheson Fiskvik, Mahnaz Hadizadeh, Thomas Horschig, Anne Louise Koefoed, Erica McConnell, Henna Narula, Mats Rinaldo, Eduard Romanenko, Sujeetha Selvakkumaran, Adrien Zambon, Roel Jouke Zwart.

Editor: Mark Irvine

Available at: https://www.dnv.com/energy-transition-outlook/index.html

Unrestricted distribution

 

Title: Energy transition - Norway 2023 : A national forecast to 2050

Document Number: 2023-V014

Notes: Project responsible: Sverre Alvik. Project manager: Mats Rinaldo.

Modelling responsible: Onur Ôzgün. Core modelling- and research team and contributing authors: Jørgen Bjørndalen, Ingeborg Hutcheson Fiskvik, Mahnaz Hadizadeh, Thomas Horschig, Kjetil Ingeberg, Anne Louise Koefoed, Erica McConnell, Henna Narula, Eduard Romanenko, Karolina Alexandra Ryszka, Sujeetha Selvakkumaran, Adrien Zambon, Roel Jouke Zwart, Kjersti Aarrestad.

Editor: Mark Irvine

Available at: https://www.dnv.com/Publications/energy-transition-norway-2023-250141

Unrestricted distribution

 

Title: Pathway to net-zero emissions : Energy transition outlook 2023

Document Number: 2023-V016

Notes: Project director: Sverre Alvik. Project manager: Adrien Zambon. Modelling responsible: Onur Özgün. Core modelling- and research team and contributing authors: Kaveh Dianati, Ingeborg Hutcheson Fiskvik, Mahnaz Hadizadeh, Thomas Horschig, Anne Louise Koefoed, Erica McConnell, Henna Narula, Mats Rinaldo, Eduard Romanenko, Sujeetha Selvakkumaran. Editor: Mark Irvine

Available at: https://www.dnv.com/energy-transition-outlook/index.html

Unrestricted distribution  

HEALTHCARE

Author: Brøgger, Helga Maria Bergem, Vallevik, Vibeke Binz, Babic, Alexandar, Agafonov, Oleg, Bach, Tita Alissa, Hallock, Hariharan Michael and Alagaratnam, Sharmini

Title: Kunstig intelligens i helsesektoren : en veileder

Document Number: 2023-P030

Notes: [Published in] Tidsskrift for Den Norske Legeforening, Vol. 143, Issue 14, 2023

Available at: doi: 10.4045/tidsskr.23.0443

Open Access

 

Author: Hallock, Hariharan Michael

Title: How do I turn this on? : What to consider when adopting AI-based tools into clinical practice

Document Number: 2023-V001

Notes: Available at: https://www.dnv.com/publications/how-do-i-turn-this-on-what-to-consider-when-adopting-ai-based-tools-into-clinical-practice-237225

Open access

DNV Group Research & Development - Whitepaper  

MARITIME

Author: Vanem, Erik et al

Title: A novel semi-supervised learning approach for State of Health monitoring of maritime lithium-ion batteries$cErik Vanem et al

Document Number: 2023-P004

Notes: [Published in] Journal of Power Sources, vol. 556, 1. February 2023, article: 232429

Available at: https://doi.org/10.1016/j.jpowsour.2022.232429

 

Author: Vanem, Erik and Liang, Qin et al

Title: Data-driven snapshot methods leveraging data fusion to estimate state of health for maritime battery systems

Document Number: 2023-P010

Notes: [Published in] Energy Storage, accepted 30 March 2023

Available at: https://doi.org/10.1002/est2.476

Open access

 

Author: Knutsen, Knut Erik and Vanem, Erik et al

Title: Integrated machine learning and probabilistic degradation approach for vessel electric motor prognostics

Document Number: 2023-P009

Notes: [Published in] Ocean Engineering, volume 275, issue 1. May 2023

Available at: https://doi.org/10.1016/j.oceaneng.2023.114153

 

Author: Liang, Qin, Vanem, Erik, Alnes, Øystein Åsheim, Xue, Yongjian, Zhang, Heke and Lam, James et al

Title: Data-driven state of health monitoring for maritime battery systems - a case study on sensor data from ships in operation

Document Number: 2023-P036

Notes: Published in: Ships and Offshore Structures, 15. May 2023

Available at: https://doi.org/10.1080/17445302.2023.2211241

Open access

 

Author: van de Merwe, Koen and Engelhardtsen, Øystein et al

Title: Operationalising automation transparency for maritime collision avoidance

Document Number: 2023-P015

Notes: [Published in] International Journal on Marine Navigation and Safety of Sea Transportation, TransNav, Vol 17, no. 2, June 2023

Available at: https://doi.org/10.12716/1001.17.02.09

Open access

 

Author: van de Merwe, Koen and Engelhardtsen, Øystein

Title: Towards an approach to define transparancy requirements for maritime collision avoidance

Document Number: 2023-P043

Notes: [Published in] Proceedings of the Human Factors and Ergonomics Society Annual Meeting, October 2023

Available at: https://doi.org/10.1177/21695067231192862

Open access

 

Author: Vanem, Erik et al

Title: A joint probability distribution model for multivariate wind and wave conditions

Document Number: 2023-P029

Notes: [Published in] Proceedings of the ASME 2023 42nd International Conference on Ocean, Offshore and Arctic Engineering, OMAE2023, June 11-16, 2023, Melbourne, Australia

Available at: https://doi.org/10.1115/OMAE2023-101961

OMAE2023-101961

 

Author: Vanem, Erik, Liang, Qin, Ferreira, Carla, Agrell, Christian, Karandikar, Nikita, Wang, Shuai and Alnes, Øystein Åsheim et al

Title: Data-driven approaches to diagnostics and state of health monitoring of maritime battery systems

Document Number: 2023-P039

Notes: [Proceedings of] 15th Annual Conference of the Prognostics and Health Management Society, PHM, volume 15, issue 1, 2023. 28. October - 2. November 2023, Salt Lake City, UT, United States.

Available at: https://doi.org/10.36001/phmconf.2023.v15i1.3437

Open access

 

Author: Pedersen, Tom Arne et al

Title: Verification of collision avoidance algorithms in open sea and full visibility

Document Number: 2023-P012

Notes: [Published in] Ocean Engineering, volume 280, 15. July 2023, art. no.: 114455

Available at: https://doi.org/10.1016/j.oceaneng.2023.114455

Open access

 

Author: Pedersen, Tom Arne et al

Title: Hierarchical collision avoidance algorithm with route exchange concept for autonomous and conventional ships

Document Number: 2023-P051

Notes: [Published in] TechRxiv. Online 22. December 2023

Available at: https://doi.org/10.36227/techrxiv.170327573.35843181/v1

Open access

 

Author: Pedersen, Tom Arne et al

Title: A decision support system for autonomous ship trajectory planning

Document Number: 2023-P048

Notes: [Published in] Ocean Engineering, vol 292, 15. January 2024. Online December 2023

Available at: https://doi.org/10.1016/j.oceaneng.2023.116562

Open access

 

Author: Pedersen, Tom Arne et al

Title: Identifying test scenarios for simulated safety demonstration using STPA and CAST

Document Number: 2023-P041

Notes: [Published in] Proceedings of the 33rd European Safety and Reliability Conference (ESREL 2023), 3.-7. September, 2023, Southampton, United Kingdom

Available at: https://www.rpsonline.com.sg/proceedings/esrel2023/html/P232.html

Open access

 

Author: Pedersen, Tom Arne, Vasanthan, Chanjei, Karolius, Kristian Bertheussen, Engelhardtsen, Øystein, Houweling, Koen Pieter and Jørgensen, Are

Title: Generating structured set of encounters for verifying automated collision and grounding avoidance systems

Document Number: 2023-P042

Notes: [Presented at] International Conference on Maritime Autonomous Surface Ships (ICMASS 2023), 8.-9. November 2023, Rotterdam, Netherlands

[Published in] Journal of Physics: Conference Series, vol. 2618, 2023

Available at: https://iopscience.iop.org/article/10.1088/1742-6596/2618/1/012013

Open access

 

Author: Wang, Shuai, Karandikar, Nikita and Knutsen, Knut Erik et al

Title: Enhancing maritime data standardization and integrity using docker and blockchain

Document Number: 2023-P026

Notes: [Published in] 2023 IEEE/ACM 45th International Conference on Software Engineering: Companion Proceedings (ICSE-Companion), Melbourne, Australia, 2023, pp. 370-374

Available at: 10.1109/ICSE-Companion58688.2023.00105

 

Author: Liang, Qin, Knutsen, Knut Erik and Vanem, Erik et al

Title: Unsupervised anomaly detection in marine diesel engines using transformer neural networks and residual analysis

Document Number: 2023-P035

Notes: [Presented at] 4th Asia Pacific Conference of the Prognostics and Health Management,Tokyo, Japan, September 11-14, 2023

[Published in] Proceedings of the Asia Pacific Conference of the PHM Society 2023, vol. 4, no.1

Available at: https://doi.org/10.36001/phmap.2023.v4i1.3724

Open access

 

Author: Guo, Bingjie and Tvete, Hans Anton et al

Title: Reliable hull performance analysis using vessel technical index

Document Number: 2023-P037

Notes: [Published in] Proceedings of 15th Symposium High-Performance Marine Vehicles, HIPER'23, Bernried, Germany, 18.-20. September 2023. Edited by Volker Bertram

Available at: http://data.hiper-conf.info/Hiper2023_Bernried.pdf

Open access

 

Author: van de Merwe, Koen and Engelhardtsen, Øystein et al

Title: Supporting human supervision in autonomous collision avoidance through agent transparency

Document Number: 2023-P023

Notes: [Published in] Safety Science, volume 169, issue January 2024, 106329

Available at: https://doi.org/10.1016/j.ssci.2023.106329

Open access

 

Author: Houweling, Koen Pieter and van de Merwe, Koen et al

Title: An approach for measuring the effects of augmented reality on human performance in maritime navigation

Document Number: 2023-P044

Notes: [Published in] Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 2023

Available at: https://doi.org/10.1177/21695067231193647

Open access

 

Author: Guo, Bingjie and Tvete, Hans Anton et al

Title: Evaluating vessel technical performance index using physics-based and data-driven approach

Document Number: 2023-P022

Notes: [Published in] Ocean Engineering, Volume 286, Part 2, 15. October 2023

Available at: https://doi.org/10.1016/j.oceaneng.2023.115402  

OCEAN SPACE

Title: Spatial competition forecast : Ocean's future to 2050

Document Number: 2023-V002

Notes: The report has been prepared by a cross-disciplinary team in DNV Group Research and Development.

Programme Director: Bente Pretlove; Project Manager: Sigurd S. Pettersen

Core modelling and research team: Bjørnar Arnesen, Erica McConnell, Lisa-Victoria A. Bernhardt, Nafiha Usman, Thomas Horschig, Øyvin Aarnes

Available at: https://www.dnv.com/publications/spatial-competition-forecast-237261

Unrestricted distribution

 

Author: Pretlove, Bente, Pettersen, Sigurd Solheim, Arnesen, Bjørnar, McConnell, Erica, Bernhardt, Lisa-Victoria A., Bjordal, Mari Vold, Usman, Nafiha, Horschig, Thomas and Aarnes, Øyvin

Title: Seafood forecast : Ocean's future to 2050

Document Number: 2023-V015

Notes: Programme director: Bente Pretlove Project manager: Sigurd Solheim Pettersen Core modelling and research team: Bjørnar Arnesen, Erica McConnell, Lisa-Victoria A. Bernhardt, Mari V. Bjordal, Nafiha Usman, Thomas Horschig, Øivin Aarnes

Available at: https://www.dnv.com/publications/seafood-forecast-250243

Unrestricted distribution

 

Author: Pettersen, Sigurd Solheim et al

Title: Early stage decisions in marine systems design for deep-sea mining

Document Number: 2023-P021

Notes: [Published in] Transactions of the Royal Institution of Naval Architects Part A: International Journal of Maritime Engineering, volume 164, issue 4, pp 357-372, 2023

Available at: https://doi.org/10.5750/ijme.v164iA4.771

Open access

 

Author: Pettersen, Sigurd Solheim, Aarnes, Øyvin, Arnesen, Bjørnar, Ervik, Anna Kringlen and Rusten, Marte

Title: Offshore wind in the race for ocean space: A forecast to 2050

Document Number: 2023-P020

Notes: [Published in] Journal of Physics: Conference Series, vol. 2507, issue 1, 2023

[Presented at] WindEurope Annual Event 2023, 25-27. April 2023, Copenhagen, Denmark

Available at: https://iopscience.iop.org/article/10.1088/1742-6596/2507/1/012005

Open access

SUSTAINABLE FOOD SYSTEMS & SUPPLY CHAINS

Author: Gallo, Andrea, Operato, Luigi, Masoero, Gaia, Panzeri, Alberto and Rondoni, Nicola

Title: The integrated ESG approach to assess sustainability : An application in the food and beverage sector

Document Number: 2023-P047

Notes: [Proceedings of] the Changeable, Agile, Reconfigurable and Virtual Production Conference and the World Mass Customization & Personalization Conference, CARV 2023, 20.-23. June 2023, Bologna, Italy

[Published in] Galizia, F.G., Bortolini, M. (eds) Production Processes and Product Evolution in the Age of Disruption. CARV 2023. Lecture Notes in Mechanical Engineering. Springer, Cham.

Available at: https://doi.org/10.1007/978-3-031-34821-1_46