February 2025
Outline
Remanufacturing is vital in circular business models, offering a sustainable way to restore products and reduce resource consumption. In the automotive industry, remanufactured parts are commonly used as spare parts, although their volumes in the market remains limited compared to new spare parts. One main challenge in increasing adoption of remanufacturing is that economic and environmental effects of reverse logistics operations are unknown. This research develops a simulation-based decision support tool for assessing reverse logistics operations in the automotive aftermarket, evaluating the economic and environmental impact of remanufactured versus newly produced spare parts. Using a combination of agent-based and discrete event methods, the simulation analyzes the effectiveness of Scania’s reverse logistics network using diesel particulate filter as case study. The findings demonstrate remanufacturing advantages in cost (-82%), carbon footprint emissions (-92%), and virgin material savings (-99%) over new production, therefore supporting the integration of remanufactured parts into circular business models.
Lieder, M., Tryggvadottir, T. & Asif, F. M. A. (2025). Simulation Models for Reverse Logistics Decisions: Insights from a Case Study of Diesel Particulate Filter Remanufacturing. Journal of Circular Economy, 3(1). https://doi.org/10.55845/EWRV7492
Asif, F. M., Bianchi, C., Rashid, A., & Nicolescu, C. M. (2012). Performance analysis of the closed loop supply chain. Journal of Remanufacturing, 2(4). https://doi.org/10.1186/2210-4690-2-4
Abdul Kader, W., & Haque, M. S. (2011). Sustainable tyre remanufacturing: An agent-based simulation modelling approach. International Journal of Sustainable Engineering, 4(4), 330–347. https://doi.org/10.1080/19397038.2011.581392
Ayvaz, B., Bolat, B., & Aydin, N. (2015). Stochastic reverse logistics network design for waste of electrical and electronic equipment. Resources, Conservation and Recycling, 104, 391–404. https://doi.org/10.1016/j.resconrec.2015.07.006
Borshchev, A., & Grigoryev, I. (2013). The big book of simulation modeling: Multimethod modeling with AnyLogic 8. AnyLogic North America. Retrieved from https://www.anylogic.com/resources/books/big-book-of-simulation-modeling (accessed 11 December 2024)
Carbase. (2024). Diesel particulate filters (DPF) complete guide. Retrieved from https://www.carbase.co.uk/news-and-features/car-maintenance/diesel-particulate-filters (accessed 11 December 2024)
Du, F., & Evans, G. W. (2008). A bi-objective reverse logistics network analysis for post-sale service. Computers and Operations Research, 35(8), 2617–2634. https://doi.org/10.1016/j.cor.2006.12.020
European Remanufacturing Network. (2017). What is remanufacturing and how does it benefit jobs, the economy, and the environment? Retrieved from https://www.remanufacturing.eu/aboutremanufacturing.php (accessed 11 December 2024)
Geissdoerfer, M., Pieroni, M. P. P., Pigosso, D. C. A., & Soufani, K. (2020). Circular business models: A review. Journal of Cleaner Production, 277, 123741. https://doi.org/10.1016/j.jclepro.2020.123741
Govindan, K., Paam, P., & Abtahi, A. R. (2016). A fuzzy multi-objective optimization model for sustainable reverse logistics network design. Ecological Indicators, 67, 753–768. https://doi.org/10.1016/j.ecolind.2016.03.017
Grimm, V., Berger, U., DeAngelis, D. L., Polhill, J. G., Giske, J., & Railsback, S. F. (2010). The ODD protocol: A review and first update. Ecological Modelling, 221(23), 2760–2768. https://doi.org/10.1016/j.ecolmodel.2010.08.019
Kirchherr, J., Reike, D., & Hekkert, M. (2017). Conceptualizing the circular economy: An analysis of 114 definitions. Resources, Conservation and Recycling, 127, 221–232. https://doi.org/10.1016/j.resconrec.2017.09.005
Law, A. M. (2015). Simulation modeling and analysis (5th ed.). Tucson, AZ: Averill M. Law & Associates, Inc.
Lee, C.-M., Woo, W.-S., & Roh, Y.-H. (2017). Remanufacturing: Trends and Issues. International Journal of Precision Engineering and Manufacturing-Green Technology, 4(1), 113–125. https://doi.org/10.1007/s40684-017-0015-0
Lieder, M., Asif, F. M. A., Rashid, A., Mihelič, A., & Kotnik, S. (2017). Towards circular economy implementation in manufacturing systems using a multimethod simulation approach to link design and business strategy. International Journal of Advanced Manufacturing Technology, 93, 1953–1970. http://dx.doi.org/10.1007/s00170-017-0610-9
Lieder, M., & Rashid, A. (2016). Towards Circular Economy implementation: A comprehensive review in context of manufacturing industry. Journal of Cleaner Production, 115, 36–51. https://doi.org/10.1016/j.jclepro.2015.12.042
Nußholz, J. L. K. (2017). Circular business models: Defining a concept and framing an emerging research field. Sustainability (Switzerland), 9(10), 1810. https://doi.org/10.3390/su9101810
Parker, D., Riley, K., Robinson, S., Symington, H., Tewson, J., & Hollins, O. (2015). Remanufacturing market study. Technical Report. Retrieved from https://www.remanufacturing.eu/assets/pdfs/remanufacturing-market-study.pdf (accessed 11 December 2024)
Pandian, G. R. S., & Abdul-Kader, W. (2017). Performance evaluation of reverse logistics enterprise–an agent-based simulation approach. International Journal of Sustainable Engineering, 10(6), 384–398. https://doi.org/10.1080/19397038.2017.1370032
PR Newswire. (2023). Global automotive parts remanufacturing market report 2022: A $54.71 billion market in 2021 – Shortage of raw materials driving growth to 2028. Retrieved from https://www.prnewswire.com/news-releases/global-automotive-parts-remanufacturing-market-report-2022-a-54-71-billion-market-in-2021—shortage-of-raw-materials-driving-growth-to-2028–301732546.html (accessed 11 December 2024)
Ravichandran, M., Vimal, K. E. K., Kumar, V., Kulkarni, O., Govindaswamy, S., & Kandasamy, J. (2023). Environment and economic analysis of reverse supply chain scenarios for remanufacturing using discrete-event simulation approach. Environment, Development and Sustainability, 1–42. https://doi.org/10.1007/s10668-023-03141-z
Renault Group. (2022). Refactory of Flins. Retrieved at https://www.renaultgroup.com/en/news-on-air/news/re-factory-the-flins-site-enters-the-circle-of-the-circular-economy/
Reşitolu, I. A., Altinişik, K., & Keskin, A. (2015). The pollutant emissions from diesel-engine vehicles and exhaust aftertreatment systems. https://doi.org/10.1007/s10098-014-0793-9
Ridley, S. J., Ijomah, W. L., & Corney, J. R. (2019). Improving the efficiency of remanufacture through enhanced pre-processing inspection – a comprehensive study of over 2000 engines at Caterpillar Remanufacturing, U.K. Production Planning & Control, 30(4), 259–270. https://doi.org/10.1080/09537287.2018.1471750
Steinhilper, R. (1998). Remanufacturing: The Ultimate Form of Recycling. Fraunhofer-IRB-Verlag. Retrieved from https://www.remanufacturing.fr/medias/files/steinhilper-remanufacturing.pdf (accessed 11 December 2024)
Tryggvadottir, T. (2023). A Simulation-Based Decision Support for Reverse Logistics of Remanufactured Spare Parts: A Case study of Diesel Particle Filters. Master thesis. Retrieved from https://kth.diva-portal.org/smash/record.jsf?dswid=-6482&pid=diva2%3A1788309 (accessed 11 December 2024)
Valvoline™ Global Europe. (2024). Everything you should know about diesel particulate filters. Retrieved from https://www.valvolineglobal.com/en-eur/everything-about-diesel-particulate-filters (accessed 11 December 2024)
Yu, M. C., & Wu, P. S. (2010). A simulation study of the factors influencing the design of a waste collection channel in Taiwan. International Journal of Logistics Research and Applications, 13(4), 257–271. https://doi.org/10.1080/13675561003724646
Ravichandran, M., Vimal, K. E. K., Kumar, V., Kulkarni, O., Govindaswamy, S., & Kandasamy, J. (2023). Environment and economic analysis of reverse supply chain scenarios for remanufacturing using discrete-event simulation approach. Environment, Development and Sustainability, 1–42. https://doi.org/10.1007/s10668-023-03141-z
Van Dam, S., & Bakker, C. (2024). Between a rock and a hard place: A case study on simplifying the reverse logistics of car parts to enable remanufacturing. Journal of Circular Economy, 2(2). https://doi.org/10.55845/mwax4474
Volvo Car Group. (2021). Volvo Car Group – Annual report 2019. Retrieved from https://www.media.volvocars.com/global/en-gb/media/documentfile/279841/volvo-car-group-annual-report-2019 (accessed 11 December 2024).
Vullum-Bruer, F., Galteland, O., Gouis, M., McDougall, N., & Tenhunen-Lunkka, A. (2024). Existing and upcoming challenges for extending electric vehicle battery lifetime through 2nd life applications. Journal of Circular Economy, 2(2). https://doi.org/10.55845/gtfn7220
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