Publications

Our experts' publications in scientific journals, conference proceedings or other papers made available for public access in 2022.

Energy Systems

Author: Anamiati, Gaetana, Bleeg, James, Bossanyi, Ervin, Guerra, Luis Gerado, Landberg, Lars, Mercade, Pau and Ruisi, Renzo  
Title: Floating renewables Part one: An analysis of research gaps: Whitepaper 
Available at:https://www.dnv.com/Publications/a-detailed-look-at-the-research-needs-facing-floating-renewables--227255
Notes:  DNV Group Research & Development - Whitepaper 
Unrestricted distribution 


Author: Anamiati, Gaetana, Bleeg, James, Bossanyi, Ervin, Guerra, Luis Gerado, Landberg, Lars, Mercade, Pau and Ruisi, Renzo  
Title: Floating renewables - mooring systems Part two: Floating wind and solar research needs: report 
Notes: Available at: https://www.dnv.com/Publications/a-detailed-look-at-the-research-needs-facing-floating-renewables--227255  
Unrestricted distribution 

Author: Bleeg, James and Montavon, Christiane 
Title: Blockage effects in a single row of wind turbines 
Notes: [Published in] Journal of Physics: Conference Series, volume 2265, 2022 
Available at:https://doi.org/10.1088/1742-6596/2265/2/022001 
Open access 

Author: Bossanyi, Ervin 
Title: Surrogate model for fast simulation of turbine loads in wind farms 
Notes: [Published in] Journal of Physics: Conference Series, volume 2265, issue 4, June 2022 
Available at:https://doi.org/10.1088/1742-6596/2265/4/042038 
Open Access 

Author: Bossanyi, Ervin and Ruisi, Renzo et al 
Title: Axial induction control design for a field test at Lillgrund wind farm 
Notes: [Published in] Journal of Physics: Conference Series, Volume 2265, Issue 4, June 2, 2022 
Available at:https://iopscience.iop.org/article/10.1088/1742-6596/2265/4/042032  
Open access 

Author: Bossanyi, Ervin and Ruisi, Renzo et al 
Title: Towards integrated wind farm control: interfacing farm flow and power plant controls 
Notes: [Published in] Advanced Control for Applications: Engineering and Industrial Systems, Volume 4, Issue 2, June 2022. Article number e105 
Available at:https://doi.org/10.1002/adc2.105 
Open access 

Author: Bossanyi, Ervin, Landberg, Lars and Ruisi, Renzo et al 
Title: Curled-skewed wakes behind yawed wind turbines subject to veered inflow 
Notes: [Published in] Energies 2022, vol. 15, issue 23, Article number 9135 
Available at:https://doi.org/10.3390/en15239135  
Open access 

Author: Levick, Tom, Downes, Peter, Ruisi, Renzo and Bleeg, James et al 
Title: Validating the next generation of turbine interaction models 
Notes: [Paper presented at] WindEurope Annual Event 2022, 5-7 April 2022, Bilbao, Spain 
Published in: Journal of Physics: Conference Series, Volume 2257, Issue 113, May 2022, Article number 012010 
DOI:10.1088/1742-6596/2257/1/012010
Open access 

Author: Ruisi, Renzo and Bossanyi, Ervin et al 
Title: FarmConners wind farm flow control benchmark$bPart 1: Blind test results$ 
Notes: [Published in] Wind Energy Science, volume 7, issue 5, pp 1791-1825, 2022 
Available at:https://doi.org/10.5194/wes-7-1791-2022 
Open access 

Author: Traiger, Elizabeth and Landberg, Lars et al 
Title: Predicting linearized wind resource grids using neural networks 
Notes: [Published in] Journal of Wind Engineering and Industrial Aerodynamics, vol 229, October 2022 
Available at:https://doi.org/10.1016/j.jweia.2022.105123 
Open access

ETO

Author: Alvik, Sverre, Ozgun, Onur, Irvine, Mark, Parker, Christian  
Title: Extract from hydrogen forecast to 2050: Energy transition outlook 2022 
Notes: Project director: Sverre Alvik. Project manager and modelling responsible: Onur Ôzgün. Communication responsible and editor: Mark Irvine. Contributing editor: Christian Parker 
Contributions from several DNV experts and research team. 
Available at:https://brandcentral.dnv.com/download/DownloadGateway.dll?h=BE1B38BB718539CC0AB58A5FF2EA7A835A11973BE0DC070AD6952948489A4480351F0978D1C47BF045E6FDFE77CCF8B6 
Unrestricted distribution 


Author: Alvik, Sverre, Ozgun, Onur, Irvine, Mark, Parker, Christian  
Title: Hydrogen forecast to 2050: Energy transition outlook 2022 
Notes: Project director: Sverre Alvik. Project manager and modelling responsible: Onur Ôzgün. Communication responsible and editor: Mark Irvine. Contributing editor: Christian Parker 
Contributions from several DNV experts and research team. 
Available at:https://www.dnv.com/focus-areas/hydrogen/forecast-to-2050.html 
Unrestricted distribution 


Author: Alvik, Sverre, Özgün, Onur, Bakken, Bent Erik, Dianati, Kaveh, Horschig, Thomas, Koefoed, Anne Louise, McConnell, Erica, Rinaldo, Mats, Selvakkumaran, Sujeetha, Zambon, Adrien and Irvine, Mark  
Title: Energy transition outlook 2022 - Executive summary: a global and regional forecast to 2050 
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 Technology and Research division, based in Oslo, Norway. 
Project director: Sverre Alvik. Modelling responsible: Onur Özgün. Core modelling- and research team and contributing authors:: Bent Erik Bakken, Kaveh Dianati, Thomas Horschig, Anne Louise Koefoed, Erica McConnell, Mats Rinaldo, Sujeetha Selvakkumaran, Adrien Zambon. Communication responsible and editor: Mark Irvine 
Available at:https://www.dnv.com/energy-transition-outlook/index.html 
Unrestricted distribution 

 
Author: Alvik, Sverre, Özgün, Onur, Bakken, Bent Erik, Dianati, Kaveh, Horschig, Thomas, Koefoed, Anne Louise, McConnell, Erica, Rinaldo, Mats, Selvakkumaran, Sujeetha, Zambon, Adrien and Irvine, Mark 
Title: Energy transition outlook 2022: a global and regional forecast to 2050 
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:: Bent Erik Bakken, Kaveh Dianati, Thomas Horschig, Anne Louise Koefoed, Erica Mc Connell, Mats Rinaldo, Sujeetha Selvakkumaran, Adrien Zambon. Communication responsible and editor: Mark Irvine 
Available at:https://www.dnv.com/energy-transition-outlook/index.html 
Unrestricted distribution 


Author: Horschig, Thomas 
Title: Are offshore energy islands the future of hydrogen and e-fuel production? 
Notes: Feature article published on www.dnv.com 
Available at:https://www.dnv.com/energy-transition/offshore-energy-islands.html 
Open access 



Author: Horschig, Thomas, Hammer, Harald, Hordvik, Tore, Pettersen, Sigurd Solheim, Tagliapietra, Michele  
Title: The future of floating solar: Drivers and barriers to growth: report 
Notes: Available at: https://www.dnv.com/Publications/the-future-of-floating-solar-224530 
Unrestricted distribution 

Technology in Assurance

Author: Agrell, Christian and Stensrud, Erik 
Title: Safety of autonomous ships - uncertainty qualification of deep neural networks for computer vision 
Notes: [Published in] Proceedings of the 32nd European Safety and Reliability Conference (ESREL 2022), 28th August - 1. September 2022, Dublin, Ireland 
Available at:https://www.rpsonline.com.sg/proceedings/esrel2022/html/S05-05-429.xml 
Open access 

 
Author: Eldevik, Simen and Ferreira, Carla et al 
Title: HIghly advanced Probabilistic design and Enhanced Reliability methods for high-value, cost efficient offshore WIND : Aero-servo-hydroelastic model uncertainty. 
Notes: This project has received funding from the European Union's Horizon 2020 Research & Innovation Programme 
A HIPERWIND report : Deliverable no: D3.3 
Available at:https://www.hiperwind.eu/publications 
Open access 


Author: Eldevik, Simen, Ferreira, Carla, Agrell, Christian, Skrede, Sindre Olsen and Katla, Erling et al 
Title: Safe reduction of conservatism by combining machine learning and physics-based models 
Notes: [Published in] Proceedings of the 32nd European Safety and Reliability Conference (ESREL 2022), 28th August - 1. September 2022, Dublin, Ireland 
Available at:https://www.rpsonline.com.sg/proceedings/esrel2022/html/S05-04-413.xml 
Open access 

 
Author: Hafver, Andreas, Agrell, Christian and Vanem, Erik 
Title: Environmental contours as Voronoi cells 
Notes: [Published in] Extremes 29. April 2022 
Available at:https://doi.org/10.1007/s10687-022-00437-7 
Open access 

 
Author: Raeissi, Bahman et al 
Title: Hyperspectral imaging of steel to assess corrosion severity in a remote inspection regime 
Notes: [Published in] Proceedings of the 32nd European Safety and Reliability Conference (ESREL 2022), 28th August - 1. September 2022, Dublin, Ireland 
Available at:http://data.hiper-conf.info/compit2022_pontignano.pdf
Open access 

 
Author: van der Meulen, Meine (editor), Myhrvold, Tore (editor), Berg, Kristin, Hafver, Andreas, Haugen, Odd Ivar, Kvinnesland, Kenneth, Pedersen, Frank Børre, Søgård, Bjørn, Falck, Andreas  
Title: Demonstrating safety of software-dependent systems : with examples from subsea electric technology 
Pages: 382 
Edition: 1. 
Notes: Project description: https://www.dnv.com/research/energy/safety-40.html 
Downloads of guidelines and book:https://www.dnv.com/research/energy/safety-40-downloads.html 
Notes: A Safety 4.0 publication 

Healthcare

Author: Alagaratnam, Sharmini, Stokka, Anne Jorunn, Hallock, Hariharan Michael and Marshall, Serena Elizabeth  
Title: Challenges, needs and opportunities in federated health data networks: Summary of workshop hosted by DNV April 2022 
Notes: Available at: https://www.dnv.com/Publications/federated-health-data-networks-223420 
Unrestricted distribution 
Notes:DNV Group Research & Development – Whitepaper 2022 
 
Author: Bach, Tita Alissa and Hallock, Hariharan Michael et al 
Title: A systematic literature review of user trust in AI-enabled systems: An HCI perspective 
Notes: [Published in] International Journal of Human-Computer Interaction, Published online 10. November 2022 
Available at:https://doi.org/10.1080/10447318.2022.2138826 
Open access 
 
Author: Courivaud, Frédéric, Suyuthi, Abdillah  
Title: AI Medical device software under the MDR: Considerations regarding automation bias and performance conformity assessment in a changing regulatory landscape. February 2022: Whitepaper 
Notes: Healthcare Programme 
Unrestricted distribution 
Notes: DNV Group Research & Development – Whitepaper 
Available at: AI Medical Device Software under the MDR DNV
 
Author: Vallevik, Vibeke Binz et al 
Title: Artificial intelligence in clinical practice - an industry without raw materials: perspectives 
Notes: [Published in] Tidsskriftet Den norske Legeforening, June 2022 
Available at:https://tidsskriftet.no/en/2022/06/perspectives/artificial-intelligence-clinical-practice-industry-without-raw-materials 
Open access 

Maritime

Author: Bitner-Gregersen, Elzbieta M. et al 
Title: Uncertainties in long-term wave modelling 
Notes: [Published in] Marine Structures, Volume 84, July 2022, Article number 103217 
Available at:https://doi.org/10.1016/j.marstruc.2022.103217 


Author: Glomsrud, Jon Arne and Pedersen, Tom Arne 
Title: Automatic simulation-based testing of autonomous ships using Gaussian processes and temporal logic 
Notes: [Published in] Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 13. January 2022 
Available at:https://doi.org/10.1177/1748006X211069277 


Author: Gramstad, Odin et al 
Title: Extreme wave statistics of surface elevation and velocity field of gravity waves over a two-dimensional bathymetry 
Notes: [Published in] Journal of Fluid Mechanics, Volume 93925, May 2022, Article number A41 
Available at:https://doi.org/10.1017/jfm.2022.227 
Open access


Author: Guo, Bingjie, Liang, Qin, Tvete, Hans Anton, Brinks, Hendrik W. and Vanem, Erik 
Title: Combined machine learning and physics-based models for estimating fuel consumption of cargo ships 
Notes: [Published in] Ocean Engineering, volume 255, issue 1. July 2022 
Available at:https://doi.org/10.1016/j.oceaneng.2022.111435 

Author: Guo, Bingjie, Liang, Qin, Tvete, Hans Anton, Brinks, Hendrik W. and Vanem, Erik 
Title: Numerical model for ship fuel consumption and emission 
Notes: [Proceedings of] International Conference on Ships and Offshore Structures, ICSOS 2022, 17.-19. October 2022, Ålesund, Norway 
The proceedings will be available in the form of a supplement issue of the Journal of Ships and Offshore Structures (SAOS). 
Open access 


Author: Hamann, Rainer and Sames, Pierre 
Title: Updated and expanded casualty analysis of container vessels 
Notes: [Published in] Ship Technology Research. Shiffstechnik, Published online 1. August 2022 
Available at:https://doi.org/10.1080/09377255.2022.2106218 


Author: Nikita Karandikar, Knut Erik Knutsen, Shuai Wang and Grunde Løvoll  
Title: Federated Learning on Trusted Data for Distributed PHM Data Analysis 
Notes: [Presented at] 14th Annual Conference of the Prognostics and Health Management Society, 1.-4. November 2022, Nashville, Tennessee, US [Published in] The annual Conference of the Prognostics and Health Management (PHM) Society, Vol. 14 No. 1 (2022)  
Available at:https://papers.phmsociety.org/index.php/phmconf/article/view/3149 


Author: Knutsen, Knut Erik, Liang, Qin, Karandikar, Nikita, Bin Ibrahim, Imran Halimi, Tong, Xiao Gang Tony and Tam, Jacob Jun Jui 
Title: Containerized immutable maritime data sharing utilizing distributed ledger technologies 
Notes: [Published in] Journal of Physics: Conference Series, Volume 2311, The International Maritime and Port Technology and Development Conference (MTEC) & The 4th International Conference on Maritime Autonomous Surface Ships (ICMASS) 5.-7. April 2022, Singapore 
Available at:https://doi.org/10.1088/1742-6596/2311/1/012006


Author: van de Merwe, Koen et al 
Title: Agent transparency, situation awareness, mental workload and operator performance: a systematic literature review 
Notes: [Published online in] Human Factors: The Journal of the Human Factors and Ergonomics Society, 11. March 2022 
Available at:https://doi.org/10.1177%2F00187208221077804


Author: van de Merwe, Koen and Engelhardtsen, Øystein et al 
Title: Exploring navigator roles and tasks in transitioning towards supervisory control of autonomous collision avoidance systems 
Notes: [Published in] Journal of Physics: Conference Series, Volume 2311, The International Maritime and Port Technology and Development Conference (MTEC) & The 4th International Conference on Maritime Autonomous Surface Ships (ICMASS) 5.-7. April 2022, Singapore 
DOI: https://doi.org/10.1088/1742-6596/2311/1/012017
Open access 


Author: Pedersen, Tom Arne, Neverlien, Åse and Glomsrud, Jon Arne et al 
Title: Evolution of safety in marine systems: From system-theoretic process analysis to automated test scenario generation 
Notes: [Published in] Journal of Physics: Conference Series, volume 2311, issue 1, 2022, The International Maritime and Port Technology and Development Conference (MTEC) & The 4th International Conference on Maritime Autonomous Surface Ships (ICMASS) 5.-7. April 2022, Singapore 
DOI: https://doi.org/10.1088/1742-6596/2311/1/012016
Open access 


Author: Sames, Pierre et al 
Title: Fusion-powered container vessel concept 
Notes: [Paper published in] Proceedings of 7th World Maritime Technology Conference (WMTC), April 2022, Copenhagen, Denmark 


Author: Sames, Pierre, Osman, Mohd Shahrin Bin and Tvete, Hans Anton 
Title: Towards ammonia as ship fuel 
Notes: [Presented at] 117th Annual Meeting of Schiffbautechnische Gesellschaft, 18. November 2022, Hamburg, Germany 


Author: Torben, Tobias Rye et al 
Title: On formal methods for design and verification of maritime autonomous surface ships 
Notes: [Paper presented at] 7th World Maritime Technology Conference 2022, 26. - 28. April 2022, Copenhagen, Denmark 
Available at:https://www.wmtc2022.com/full-program
Open access 


Author: Tvete, Hans Anton, Guo, Bingjie, Agrell, Christian, Ferreira, Carla, Eldevik, Simen and Storhaug, Gaute et al 
Title: Uncertainty analysis on vessel technical index for technical ship performance 
Notes: [Proceedings of] 15th International Symposium on Practical Design of Ships and Other Floating Structures, PRADS 2022, 9.-13. October 2022, Dubrovnik, Croatia 
Abstract available at:https://prads2022.fsb.hr/abstracts/


Author: Vanem, Erik et al 
Title: A novel semi-supervised learning approach for state of health monitoring of maritime lithium-ion batteries 
Notes: [Published in] SSRN (Social Science Research Network) e-library: https://service.elsevier.com/app/answers/detail/a_id/34348/supporthub/ssrn/p/16539/ 
Available at:https://ssrn.com/abstract=4172924
Open access 

Author: Vanem, Erik et al 
Title: A truncated, translated Weibull distribution for shallow water sea states 
Notes: [Published in] Coastal Engineering, Volume 172, March 2022 
Available at:https://doi.org/10.1016/j.coastaleng.2021.104077
Open access 

Author: Vanem, Erik et al 
Title: Data-driven models to predict the effect of biofouling on ship performance 
Notes: [Paper presented at] 7th World Maritime Technology Conference 2022, 26. - 28. April 2022, Copenhagen, Denmark 
Available at:https://www.wmtc2022.com/full-program
Open access 


Author: Vanem, Erik et al 
Title: Fullest COLREGs evaluation using fuzzy logic for collaborative decision-making analysis of autonomous ships in complex situations 
Notes: [Published in] IEEE Transactions on Intelligent Transportation Systems, online 8. March 2022 
Available at:https://doi.org/10.1109/TITS.2022.3151826 


Author: Vanem, Erik et al 
Title: Multivariable fractional polynomials for lithium-ion batteries degradation models under dynamic conditions 
Notes: [Published in] Journal of Energy Storage, volume 52, Part B, 15. August 2022. Article no: 104903 
Available at:https://doi.org/10.1016/j.est.2022.104903 
Open access 


Author: Vanem, Erik et al 
Title: Quantitative comparison of environmental contours approaches 
Notes: [Published in] Ocean Engineering, Volume 245, 1. February 2022, Article number 110374 
Available at:https://doi.org/10.1016/j.oceaneng.2021.110374 


Author: Vanem, Erik et al 
Title: A novel semi-supervised learning approach for state of health monitoring of maritime lithium-ion batteries 
Notes: [Published in] Proceedings of the 36th International Workshop on Statistical Modelling (IWSM 2022) Trieste, Italy, 18-22 July 2022. 
Available at:https://dx.doi.org/10.2139/ssrn.4172924 
Open access 


Author: Vanem, Erik 
Title: Analyzing extreme sea state conditions by time-series simulation 
Notes: [Published in] Proceedings of the ASME 2022 41st International Conference on Ocean, Offshore and Arctic Engineering, OMAE2022, June 5-10, 2022, Hamburg, Germany 
Available at:https://doi.org/10.1115/OMAE2022-78795



Author: Vanem, Erik et al 
Title: Statistical modelling of the ocean environment – A review of recent developments in theory and applications 
Notes: [Published in] Marine Structures, vol. 86, November 2022. 
Available at:https://doi.org/10.1016/j.marstruc.2022.103297
Open access 



Author: Vanem, Erik, Knutsen, Knut Erik and Liang, Qin et al 
Title: Data-driven prediction of ship propulsion power using Spark parallel random forest on comprehensive ship operation data 
Notes: [Published in] Proceedings of 2022 IEEE 17th International Conference on Control & Automation (ICCA). Hybrid conference, online and Naples, Italy, 27.-30. June, 2022. 
Available at:https://doi.org/10.1109/ICCA54724.2022.9831854 

Author: Vanem, Erik and Liang, Qin et al 
Title: A data-driven snapshot method for state of health modelling and diagnostics of maritime battery systems 
Notes: Presented at 14th Annual Conference of the Prognostics and Health Management Society, 1.-4. November 2022, Nashville, Tennessee, US 
[Published in] The annual Conference of the Prognostics and Health Management (PHM) Society, Vol. 14 No. 1 (2022) 
Available at:https://doi.org/10.36001/phmconf.2022.v14i1.3154 
Open access 

Author: Vanem, Erik 
Title: Analysing multivariate extreme conditions using environmental contours and accounting for serial dependence 
Notes: [Published in] Renewable Energy, volume 2, January 2023, pages 470-482 (online November 2022)
Available at:https://doi.org/10.1016/j.renene.2022.11.033

Ocean Space

Author: Aarnes, Øyvin et al 
Title: Seasonal climate predictions for marine risk assessment in the Barents Sea 
Notes: [Published in] Climate Services, Volume 26, April 2022, Article number 100291 
Available at:https://doi.org/10.1016/j.cliser.2022.100291 
Open access 

Author: Pettersen, Sigurd Solheim et al 
Title: Simulating emergency response for large-scale fish welfare emergencies in sea-based salmon farming 
Notes: [Published in] Aquacultural Engineering, Volume 97, May 2022 
Available at:https://doi.org/10.1016/j.aquaeng.2022.102243
Open access 
 
Author: Pettersen, Sigurd Solheim 
Title: Design novelty and cost-learning dynamics in offshore fish farming 
Notes: [Presented at] SNAME 14th International Marine Design Conference, Vancouver, Canada, 26.- 30. June 2022. Paper Number: SNAME-IMDC-2022-248 
Available at:

Digital Assurance Research Center

Author: Hamre, Geir and Chen, Yanzhi 
Title: Computer vision for remote inspection 
Notes: [Published in] Proceedings of the 32nd European Safety and Reliability Conference (ESREL 2022), 28th August - 1. September 2022, Dublin, Ireland 
Available at:https://www.rpsonline.com.sg/proceedings/esrel2022/html/R15-09-318.xml 
Open access 

 
Author: Skeie, Geir, Sødahl, Nils and McGeorge, Dag 
Title: Cross section analysis of flexible risers including composite layers 
Notes: [Published in] Proceedings of the ASME 2022 41st International Conference on Ocean, Offshore and Arctic Engineering, OMAE2022, June 5-10, 2022, Hamburg, Germany 
OMAE2022-81326 
Available at:https://doi.org/10.1115/OMAE2022-81326 

 
Author: St. Clair, Asuncion Lera et al 
Title: Exploring the landscape of seasonal forecast provision by Global Producing Centres 
Notes: [Published in] Climatic Change Volume 172, issue 8, 2022 
Available at:https://doi.org/10.1007/s10584-022-03350-x 
Open access 

 
Author: St. Clair, Asuncion Lera, McGeorge, Dag, Glomsrud, Jon Arne, Hafver, Andreas, Pedersen, Frank Børre, Eldevik, Simen, Gonzalez, Jakoba Sraml Gonzales and Stiso, Michael 
Title: Assurance in the digital age: Position paper. 
Notes: Available at: https://www.dnv.com/Publications/assurance-in-the-digital-age-225449 
Open 
Notes: DNV Group Research & Development - Position Paper 2022 

 
Author: St. Clair, Asuncion Lera et al 
Title: Sustainability in the digital age (SDA) 2020 : Digital Disruptions for Sustainability Agenda (D^2S Agenda), research, innovation, action 
Notes: Project lead: Amy Luers, Future Earth. Member of Expert Advisory Commitee: Asun Lera St. Clair et al 
The report provides an initial framework on how to steer society onto an inclusive deep decarbonization path.
Available at: https://sustainabilitydigitalage.org/d2s-agenda/ 
Open access 

Artificial Intelligence

Author: Wu, Fan and Wei, Qian et al 
Title: Adversarial active testing for risk-based AI assurance 
Notes: [Published in] Proceedings of the 32nd European Safety and Reliability Conference (ESREL 2022), 28th August - 1. September 2022, Dublin, Ireland 
Available at:https://www.rpsonline.com.sg/proceedings/esrel2022/html/S05-03-290.xml 
Open access 
 
 
Author: Xue, Yongjian, Zhou, Haitao, Luo, Yungqi and Lam, James 
Title: Battery degradation modelling and prediction with combination of machine learning and semi-empirical methods 
Notes: [Published in] Proceedings of 2th International Conference on Power, Energy and Electrical Engineering (CPEEE), 25.-27. February 2022, pp 78-85 
Available at:https://doi.org/10.1109/CPEEE54404.2022.9738723