Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials Recycling

Car electronics form a large but poorly utilized source for secondary critical raw materials (CRMs). To capitalize on this potential, it is necessary to understand the mechanism in which car electronics enter and exit the vehicle fleet over time. We analyze the historical penetration of selected car...

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Main Authors: Eliette Restrepo, Amund N. Løvik, Rolf Widmer, Patrick Wäger, Daniel B. Müller
Format: Article
Language:English
Published: MDPI AG 2019-03-01
Series:Resources
Subjects:
Online Access:https://www.mdpi.com/2079-9276/8/2/58
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spelling doaj-df04037114274c2ca4d4b9899ed747b82020-11-25T02:18:08ZengMDPI AGResources2079-92762019-03-01825810.3390/resources8020058resources8020058Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials RecyclingEliette Restrepo0Amund N. Løvik1Rolf Widmer2Patrick Wäger3Daniel B. Müller4Empa, Swiss Federal Laboratories for Material Science and Technology, CH-9014 St. Gallen, SwitzerlandEmpa, Swiss Federal Laboratories for Material Science and Technology, CH-9014 St. Gallen, SwitzerlandEmpa, Swiss Federal Laboratories for Material Science and Technology, CH-9014 St. Gallen, SwitzerlandEmpa, Swiss Federal Laboratories for Material Science and Technology, CH-9014 St. Gallen, SwitzerlandIndustrial Ecology Programme and Department of Energy and Process Engineering, Norwegian University of Science and Technology–NTNU, NO-7491 Trondheim, NorwayCar electronics form a large but poorly utilized source for secondary critical raw materials (CRMs). To capitalize on this potential, it is necessary to understand the mechanism in which car electronics enter and exit the vehicle fleet over time. We analyze the historical penetration of selected car electronic control systems (ECS) in 65,475 car models sold in the past 14 years by means of statistical learning. We find that the historical penetration of ECS tends to follow S-shaped curves, however with substantial variations in penetration speed and saturation level. Although electronic functions are increasing rapidly, comfort-related ECS tend to remain below 40% penetration even after 14 years on the market. In contrast, safety regulations lead to rapid ECS penetration approaching 100%, while environmental emission regulations seem to indirectly push related ECS to a medium penetration level (e.g., growing to 60% after six years). The trend towards integration of individual ECS poses long-term challenges for car electronics dismantling and recycling. Monitoring the ECS embedded in new cars, such as carried out in this study, can inform timely updates for such strategies. The results also provide a framework for developing scenarios to identify related future CRM stocks and flows.https://www.mdpi.com/2079-9276/8/2/58car electronicstechnological diffusioncritical raw materialsurban minemachine learningstatistical learning
collection DOAJ
language English
format Article
sources DOAJ
author Eliette Restrepo
Amund N. Løvik
Rolf Widmer
Patrick Wäger
Daniel B. Müller
spellingShingle Eliette Restrepo
Amund N. Løvik
Rolf Widmer
Patrick Wäger
Daniel B. Müller
Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials Recycling
Resources
car electronics
technological diffusion
critical raw materials
urban mine
machine learning
statistical learning
author_facet Eliette Restrepo
Amund N. Løvik
Rolf Widmer
Patrick Wäger
Daniel B. Müller
author_sort Eliette Restrepo
title Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials Recycling
title_short Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials Recycling
title_full Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials Recycling
title_fullStr Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials Recycling
title_full_unstemmed Historical Penetration Patterns of Automobile Electronic Control Systems and Implications for Critical Raw Materials Recycling
title_sort historical penetration patterns of automobile electronic control systems and implications for critical raw materials recycling
publisher MDPI AG
series Resources
issn 2079-9276
publishDate 2019-03-01
description Car electronics form a large but poorly utilized source for secondary critical raw materials (CRMs). To capitalize on this potential, it is necessary to understand the mechanism in which car electronics enter and exit the vehicle fleet over time. We analyze the historical penetration of selected car electronic control systems (ECS) in 65,475 car models sold in the past 14 years by means of statistical learning. We find that the historical penetration of ECS tends to follow S-shaped curves, however with substantial variations in penetration speed and saturation level. Although electronic functions are increasing rapidly, comfort-related ECS tend to remain below 40% penetration even after 14 years on the market. In contrast, safety regulations lead to rapid ECS penetration approaching 100%, while environmental emission regulations seem to indirectly push related ECS to a medium penetration level (e.g., growing to 60% after six years). The trend towards integration of individual ECS poses long-term challenges for car electronics dismantling and recycling. Monitoring the ECS embedded in new cars, such as carried out in this study, can inform timely updates for such strategies. The results also provide a framework for developing scenarios to identify related future CRM stocks and flows.
topic car electronics
technological diffusion
critical raw materials
urban mine
machine learning
statistical learning
url https://www.mdpi.com/2079-9276/8/2/58
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