Skip to main content

Tipp

Weitere Artikel dieser Ausgabe durch Wischen aufrufen

Erschienen in: SICS Software-Intensive Cyber-Physical Systems 1-2/2017

09.07.2016 | Special Issue Paper

Ensembles of context and form for repurposing electric vehicle batteries: an exploratory study

Completed Research Paper

verfasst von: Daniel Beverungen, Sebastian Bräuer, Florian Plenter, Benjamin Klör, Markus Monhof

Erschienen in: SICS Software-Intensive Cyber-Physical Systems | Ausgabe 1-2/2017

Einloggen, um Zugang zu erhalten

Abstract

The electric vehicle battery is the crucial component in electric vehicles. It propels the vehicle’s engine and causes around 25 % of the vehicle’s overall costs. Unfortunately, due to deterioration, the battery’s use gradually restricts the vehicle’s driving range, acceleration, and charging speed over time. Only a battery replacement restores the vehicle’s performance. Despite its deterioration, the used battery can be repurposed to serve as a battery energy storage system in less demanding second-life application scenarios. Examples are home storage solutions for energy from photovoltaic panels or larger buffer storage solutions for stabilizing energy from wind parks or solar farms. With strongly increasing numbers of electric vehicles world-wide, some hundred thousand aged batteries can be assumed to be available soon. Considering the necessity for a reliable fit of the targeted second-life application scenario (as context) and the battery energy storage solution built from aged batteries (as form), the decision for which scenario a battery should be repurposed needs to be supported by information systems. Since current research falls short of identifying and prioritizing the requirements that characterize second-life application scenarios, information system developers lack justificatory knowledge to guide and constrain the design of corresponding information systems. In an explorative multi-method study, we set out to identify the requirement categories and metrics that need to be elicited for repurposing batteries. The study (a) contributes a prioritized list of requirement categories and metrics for repurposing batteries, and (b) documents how they were instantiated respectively why they were important in an analyzed case.

Sie möchten Zugang zu diesem Inhalt erhalten? Dann informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt 90 Tage mit der neuen Mini-Lizenz testen!

Computer Science - Research and Development

Computer Science – Research and Development (CSRD), formerly Informatik – Forschung und Entwicklung (IFE), is a quarterly international journal that publishes high-quality research and survey papers from the Software Engineering & Systems area.

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt 90 Tage mit der neuen Mini-Lizenz testen!

Weitere Produktempfehlungen anzeigen
Fußnoten
1
Searches were conducted on Google Scholar and Scopus with the term: (“electric vehicle battery” OR “EVB”) AND (“second-life” OR “repurposing” OR “further use” OR “second use” OR “re-use” OR “reuse”).
 
2
One can argue that besides the objective of ensuring the system’s operability the ensemble of form and context is also affected by further objectives (e.g., ecological or social). From these objectives new scenario-specific functional requirements may arise that can be addressed by additional hardware components or value added services. Examples are the implementation of an energy load manager that allows to schedule and activate flexible electric loads (e.g., of dish washers or washing machines) to optimally use a battery’s capacity and to reduce the amount of energy obtained from the public grid. However, these aspects require a more decent elaboration and are not in the focus of this work.
 
Literatur
2.
Zurück zum Zitat European Commission (2011) Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions—a roadmap for moving to a competitive low carbon economy in 2050. Change. doi: 10.​1002/​jsc.​572 European Commission (2011) Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions—a roadmap for moving to a competitive low carbon economy in 2050. Change. doi: 10.​1002/​jsc.​572
4.
Zurück zum Zitat King C, Griggs W, Wirth F, Quinn K, Shorten R (2014) Alleviating a form of electric vehicle range anxiety through on-demand vehicle access. Int J Control 88:717–728 CrossRefMATH King C, Griggs W, Wirth F, Quinn K, Shorten R (2014) Alleviating a form of electric vehicle range anxiety through on-demand vehicle access. Int J Control 88:717–728 CrossRefMATH
5.
Zurück zum Zitat Nationale Plattform Elektromobilität (2014) Fortschrittsbericht 2014—Bilanz der Marktvorbereitung, Berlin Nationale Plattform Elektromobilität (2014) Fortschrittsbericht 2014—Bilanz der Marktvorbereitung, Berlin
6.
Zurück zum Zitat Beverungen D, Klör B, Bräuer S, Monhof M (2015) Will they die another day? A decision support perspective on reusing electric vehicle batteries. In: Proceedings of twenty-third European conference on information systems (ECIS 2015) Beverungen D, Klör B, Bräuer S, Monhof M (2015) Will they die another day? A decision support perspective on reusing electric vehicle batteries. In: Proceedings of twenty-third European conference on information systems (ECIS 2015)
7.
Zurück zum Zitat Nykvist B, Nilsson M (2015) Rapidly falling costs of battery packs for electric vehicles. Nat Clim Change 5:329–332 CrossRef Nykvist B, Nilsson M (2015) Rapidly falling costs of battery packs for electric vehicles. Nat Clim Change 5:329–332 CrossRef
9.
Zurück zum Zitat Burke A (2009) Performance, charging and second use considerations for lithium batteries for plug-in electric vehicles. Research Report UCD-ITS-RR-09-17. Institute of TransportationStudies, University of California, Davis Burke A (2009) Performance, charging and second use considerations for lithium batteries for plug-in electric vehicles. Research Report UCD-ITS-RR-09-17. Institute of TransportationStudies, University of California, Davis
10.
Zurück zum Zitat Elkind EN (2014) Reuse and repower—how to save money and clean the grid with second-life electric vehicle batteries. UCLA School of Law, Technical Report, Los Angeles, California Elkind EN (2014) Reuse and repower—how to save money and clean the grid with second-life electric vehicle batteries. UCLA School of Law, Technical Report, Los Angeles, California
11.
Zurück zum Zitat Neubauer JS, Pesaran A, Williams B, Ferry M, Eyer J (2012) A techno-economic analysis of PEV battery second use: repurposed-battery selling price and commercial and industrial end-user value. SAE International, SAE Technical Papers, Detroit, MI Neubauer JS, Pesaran A, Williams B, Ferry M, Eyer J (2012) A techno-economic analysis of PEV battery second use: repurposed-battery selling price and commercial and industrial end-user value. SAE International, SAE Technical Papers, Detroit, MI
16.
Zurück zum Zitat Aziz M, Oda T, Morihara A, Murakami T, Momose N (2014) Utilization of EVs and their used batteries in factory load leveling. Innov Smart Grid Technol Conf (ISGT), 2014 IEEE PES 1–5 Aziz M, Oda T, Morihara A, Murakami T, Momose N (2014) Utilization of EVs and their used batteries in factory load leveling. Innov Smart Grid Technol Conf (ISGT), 2014 IEEE PES 1–5
18.
Zurück zum Zitat Boudreau M-C, Chen AJ, Huber M (2007) Green IS?: building sustainable business practices. In: Inf Syst Glob Text Proj. pp 1–15 Boudreau M-C, Chen AJ, Huber M (2007) Green IS?: building sustainable business practices. In: Inf Syst Glob Text Proj. pp 1–15
19.
Zurück zum Zitat Watson RT, Boudreau M-C, Chen AJ (2010) Information systems and environmentally sustainable development: energy informatics and new directions for the IS community. MIS Q 34:23–38 Watson RT, Boudreau M-C, Chen AJ (2010) Information systems and environmentally sustainable development: energy informatics and new directions for the IS community. MIS Q 34:23–38
20.
Zurück zum Zitat Vom Brocke J, Watson RT, Dwyer C, Elliot S, Melville N (2013) Green information systems: directives for the IS discipline. Commun Assoc Inf Syst 33:509–520 Vom Brocke J, Watson RT, Dwyer C, Elliot S, Melville N (2013) Green information systems: directives for the IS discipline. Commun Assoc Inf Syst 33:509–520
21.
Zurück zum Zitat Gregor S, Jones D (2007) The anatomy of a design theory. J Assoc Inf Syst 8:313–335 Gregor S, Jones D (2007) The anatomy of a design theory. J Assoc Inf Syst 8:313–335
22.
Zurück zum Zitat Gregor S, Hevner AR (2013) Positioning and presenting design science research for maximum impact. MIS Q 37:337–356 Gregor S, Hevner AR (2013) Positioning and presenting design science research for maximum impact. MIS Q 37:337–356
23.
Zurück zum Zitat Ahmadi L, Young SB, Fowler M, Fraser RA, Achachlouei MA (2015) A cascaded life cycle: reuse of electric vehicle lithium-ion battery packs in energy storage systems. Int J Life Cycle Assess 1–14. doi: 10.​1007/​s11367-015-0959-7 Ahmadi L, Young SB, Fowler M, Fraser RA, Achachlouei MA (2015) A cascaded life cycle: reuse of electric vehicle lithium-ion battery packs in energy storage systems. Int J Life Cycle Assess 1–14. doi: 10.​1007/​s11367-015-0959-7
24.
Zurück zum Zitat Sathre R, Scown CD, Kavvada O, Hendrickson TP (2015) Energy and climate effects of second-life use of electric vehicle batteries in California through 2050. J Power Sources 288:82–91 CrossRef Sathre R, Scown CD, Kavvada O, Hendrickson TP (2015) Energy and climate effects of second-life use of electric vehicle batteries in California through 2050. J Power Sources 288:82–91 CrossRef
25.
Zurück zum Zitat Ahmadi L, Yip A, Fowler M, Young SB, Fraser RA (2014) Environmental feasibility of re-use of electric vehicle batteries. Sustain Energy Technol Assess 6:64–74 CrossRef Ahmadi L, Yip A, Fowler M, Young SB, Fraser RA (2014) Environmental feasibility of re-use of electric vehicle batteries. Sustain Energy Technol Assess 6:64–74 CrossRef
26.
Zurück zum Zitat Neubauer JS, Wood E, Pesaran A (2015) A second life for electric vehicle batteries: answering questions on battery degradation and value. SAE Int J Mater Manuf 8:21–23 CrossRef Neubauer JS, Wood E, Pesaran A (2015) A second life for electric vehicle batteries: answering questions on battery degradation and value. SAE Int J Mater Manuf 8:21–23 CrossRef
27.
Zurück zum Zitat Narula CK, Martinez R, Onar O, Starke MR, Andrews G, Laboratory ORN (2011) Final report— economic analysis of deploying used batteries in power systems. Oak Ridge, Tennessee Narula CK, Martinez R, Onar O, Starke MR, Andrews G, Laboratory ORN (2011) Final report— economic analysis of deploying used batteries in power systems. Oak Ridge, Tennessee
28.
Zurück zum Zitat Foster M, Isely P, Standridge CR, Hasan MM (2014) Feasibility assessment of remanufacturing, repurposing, and recycling of end of vehicle application lithium-ion batteries. J Ind Eng Manag 7:698–715 Foster M, Isely P, Standridge CR, Hasan MM (2014) Feasibility assessment of remanufacturing, repurposing, and recycling of end of vehicle application lithium-ion batteries. J Ind Eng Manag 7:698–715
29.
Zurück zum Zitat Cready E, Lippert J, Pihl J, Weinstock I, Symons P, Jungst RG (2003) Technical and economic feasibility of applying used EV batteries in stationary applications—a study for the DOE energy storage systems program. Sandia National Laboratories, Technical Report, Albuquerque, New Mexico Cready E, Lippert J, Pihl J, Weinstock I, Symons P, Jungst RG (2003) Technical and economic feasibility of applying used EV batteries in stationary applications—a study for the DOE energy storage systems program. Sandia National Laboratories, Technical Report, Albuquerque, New Mexico
30.
Zurück zum Zitat Gohla-Neudecker B, Bowler M, Mohr S (2015) Battery 2nd life: leveraging the sustainability potential of EVs and renewable energy grid integration. In: Proceedings of the 2015 international conference on clean electrical power, pp 311–318 Gohla-Neudecker B, Bowler M, Mohr S (2015) Battery 2nd life: leveraging the sustainability potential of EVs and renewable energy grid integration. In: Proceedings of the 2015 international conference on clean electrical power, pp 311–318
31.
Zurück zum Zitat Walls JG, Widmeyer GR, El Sawy OA (1992) Building information system design theory for vigilant EIS. Inf Syst Res 3:36–59 CrossRef Walls JG, Widmeyer GR, El Sawy OA (1992) Building information system design theory for vigilant EIS. Inf Syst Res 3:36–59 CrossRef
32.
Zurück zum Zitat Dao V, Langella I, Carbo J (2011) From green to sustainability: information technology and an integrated sustainability framework. J Strateg Inf Syst 20:63–79 CrossRef Dao V, Langella I, Carbo J (2011) From green to sustainability: information technology and an integrated sustainability framework. J Strateg Inf Syst 20:63–79 CrossRef
33.
Zurück zum Zitat World Commission on Environment and Development (1987) Report of the world commission on environment and development: our common future World Commission on Environment and Development (1987) Report of the world commission on environment and development: our common future
34.
Zurück zum Zitat Elkington J (2004) Entre the triple bottom line. In: Triple bottom line does it all add up, pp 1–16 Elkington J (2004) Entre the triple bottom line. In: Triple bottom line does it all add up, pp 1–16
35.
Zurück zum Zitat Elkington J (1994) Towards the sustainable corporation: Win–Win–Win business strategies for sustainable development. Calif Manag Rev 36:90–100 CrossRef Elkington J (1994) Towards the sustainable corporation: Win–Win–Win business strategies for sustainable development. Calif Manag Rev 36:90–100 CrossRef
36.
Zurück zum Zitat Dyllick T, Hockerts K (2002) Beyond the business case for corporate sustainability. Bus Strateg Environ 11:130–141 CrossRef Dyllick T, Hockerts K (2002) Beyond the business case for corporate sustainability. Bus Strateg Environ 11:130–141 CrossRef
38.
Zurück zum Zitat Arvind M, Melville NP, Watson RT (2013) Spurring impactful research on information systems for environmental sustainability. MIS Q 37:1265–1274 Arvind M, Melville NP, Watson RT (2013) Spurring impactful research on information systems for environmental sustainability. MIS Q 37:1265–1274
39.
Zurück zum Zitat Kossahl J, Busse S, Kolbe LM (2012) The evolvement of energy informatics in the information systems community—a literature analysis and research agenda. ECIS 2012 Proc Kossahl J, Busse S, Kolbe LM (2012) The evolvement of energy informatics in the information systems community—a literature analysis and research agenda. ECIS 2012 Proc
40.
Zurück zum Zitat Knowles MJ, Morris A (2014) Impact of second life electric vehicle batteries on the viability of renewable energy sources. Brit J Appl Sci Technol 4:152–167 CrossRef Knowles MJ, Morris A (2014) Impact of second life electric vehicle batteries on the viability of renewable energy sources. Brit J Appl Sci Technol 4:152–167 CrossRef
41.
Zurück zum Zitat Viswanathan VV, Kintner-Meyer M (2011) Second use of transportation batteries: maximizing the value of batteries for transportation and grid services. IEEE Trans Veh Technol 60:2963–2970 CrossRef Viswanathan VV, Kintner-Meyer M (2011) Second use of transportation batteries: maximizing the value of batteries for transportation and grid services. IEEE Trans Veh Technol 60:2963–2970 CrossRef
42.
Zurück zum Zitat Bowler M (2014) Battery second use: a framework for evaluating the combination of two value chains. Doctoral Dissertation, Clemson University, Clemson, SC Bowler M (2014) Battery second use: a framework for evaluating the combination of two value chains. Doctoral Dissertation, Clemson University, Clemson, SC
43.
Zurück zum Zitat Thierry M, Salomon M, Van Nunen J, Van Wassenhove L (1995) Strategic issues in product recovery management. Calif Manag Rev 37:114–135 CrossRef Thierry M, Salomon M, Van Nunen J, Van Wassenhove L (1995) Strategic issues in product recovery management. Calif Manag Rev 37:114–135 CrossRef
44.
Zurück zum Zitat Ramoni MO, Zhang H-C (2013) End-of-life (EOL) issues and options for electric vehicle batteries. Clean Technol Environ Policy 15:881–891 CrossRef Ramoni MO, Zhang H-C (2013) End-of-life (EOL) issues and options for electric vehicle batteries. Clean Technol Environ Policy 15:881–891 CrossRef
45.
Zurück zum Zitat Strandridge CR, Corneal L (2014) Remanufacturing, repurposing, and recycling of post-vehicle-application lithium-ion batteries. Technical Report, San José State University Strandridge CR, Corneal L (2014) Remanufacturing, repurposing, and recycling of post-vehicle-application lithium-ion batteries. Technical Report, San José State University
46.
Zurück zum Zitat Williams B, Lipman T (2011) Analysis of the combined vehicle—use value of lithium-ion plug-in-vehicle propulsion batteries—Task 3, second life applications and value of “Traction” lithium batteries. University of California, Berkley—Transportation Sustainability Research Center, Technical Report, Berkley, California Williams B, Lipman T (2011) Analysis of the combined vehicle—use value of lithium-ion plug-in-vehicle propulsion batteries—Task 3, second life applications and value of “Traction” lithium batteries. University of California, Berkley—Transportation Sustainability Research Center, Technical Report, Berkley, California
47.
Zurück zum Zitat Price B, Dietz E, Richardson J (2012) Life cycle costs of electric and hybrid electric vehicle batteries and end-of-life uses. In: IEEE international electro/information technology conference, Indianapolis, IN, pp 1–7 Price B, Dietz E, Richardson J (2012) Life cycle costs of electric and hybrid electric vehicle batteries and end-of-life uses. In: IEEE international electro/information technology conference, Indianapolis, IN, pp 1–7
48.
Zurück zum Zitat Stan A-I, Swierczynski M, Stroe D-I, Teodorescu R, Andreasen SJ (2014) Lithium ion battery chemistries from renewable energy storage to automotive and back-up power applications—an overview. In: 2014 international conference on optimization of electrical and electronic equipment, pp 713–720 Stan A-I, Swierczynski M, Stroe D-I, Teodorescu R, Andreasen SJ (2014) Lithium ion battery chemistries from renewable energy storage to automotive and back-up power applications—an overview. In: 2014 international conference on optimization of electrical and electronic equipment, pp 713–720
49.
Zurück zum Zitat Rittershausen J, McDonagh M (2011) Moving energy storage from concept to reality: Southern California Edison’s approach to evaluating energy storage. Rosemead, California, USA Rittershausen J, McDonagh M (2011) Moving energy storage from concept to reality: Southern California Edison’s approach to evaluating energy storage. Rosemead, California, USA
50.
Zurück zum Zitat Denholm P, Ela E, Kirby B, Milligan M (2010) The role of energy storage with renewable electricity generation. National Renewable Energy Laboratory, Technical Report, Golden, Colorado Denholm P, Ela E, Kirby B, Milligan M (2010) The role of energy storage with renewable electricity generation. National Renewable Energy Laboratory, Technical Report, Golden, Colorado
51.
Zurück zum Zitat Prüggler W (2012) The impact of second life applications of electric vehicle batteries on customer’s mobility cost. In: EnInnov2012-12. Symp. Energieinnovation—Altern. für die Energiezukunft Eur. Graz, Österreich, pp 1–22 Prüggler W (2012) The impact of second life applications of electric vehicle batteries on customer’s mobility cost. In: EnInnov2012-12. Symp. Energieinnovation—Altern. für die Energiezukunft Eur. Graz, Österreich, pp 1–22
52.
Zurück zum Zitat Lacey G, Putrus G, Salim A (2013) The use of second life electric vehicle batteries for grid support. Eurocon 2013:1255–1261 Lacey G, Putrus G, Salim A (2013) The use of second life electric vehicle batteries for grid support. Eurocon 2013:1255–1261
53.
Zurück zum Zitat Patten J, Srivastava S, Nola G, Christensen N (2011) Electric vehicle battery—wind energy storage system. IEEE Veh Power Propuls Conf 2011:1–3 Patten J, Srivastava S, Nola G, Christensen N (2011) Electric vehicle battery—wind energy storage system. IEEE Veh Power Propuls Conf 2011:1–3
54.
Zurück zum Zitat Alimisis V, Hatziargyriou ND (2013) Evaluation of a hybrid power plant comprising used EV-batteries to complement wind power. IEEE Trans Sustain Energy 4:286–293 CrossRef Alimisis V, Hatziargyriou ND (2013) Evaluation of a hybrid power plant comprising used EV-batteries to complement wind power. IEEE Trans Sustain Energy 4:286–293 CrossRef
55.
Zurück zum Zitat Siret C, Yazicioglu B, Tytgat J, et al (2014) Title of the study: high specific energy rechargeable batteries used as a main source of energy for mobile application—definition of scope, representative product and description of the model for the PEF screening study. Recharge—The European Association for Advanced Rechargeable Batteries (not specified) Siret C, Yazicioglu B, Tytgat J, et al (2014) Title of the study: high specific energy rechargeable batteries used as a main source of energy for mobile application—definition of scope, representative product and description of the model for the PEF screening study. Recharge—The European Association for Advanced Rechargeable Batteries (not specified)
58.
Zurück zum Zitat Genikomsakis KN, Ioakimidis CS, Murillo A, Trifonova A, Simic D (2013) A life cycle assessment of a Li-ion urban electric vehicle battery parameters settings for EVs in. In: EVS27 international battery, hybrid and fuel cell electric vehicle symposium, Barcelona, Spain, pp 1–11 Genikomsakis KN, Ioakimidis CS, Murillo A, Trifonova A, Simic D (2013) A life cycle assessment of a Li-ion urban electric vehicle battery parameters settings for EVs in. In: EVS27 international battery, hybrid and fuel cell electric vehicle symposium, Barcelona, Spain, pp 1–11
59.
Zurück zum Zitat Bräuer S (2016) They not only live once—towards product-service systems for repurposed electric vehicle batteries. In: Proceedings of Multikonferenz Wirtschaftsinformatik 2016 Bräuer S (2016) They not only live once—towards product-service systems for repurposed electric vehicle batteries. In: Proceedings of Multikonferenz Wirtschaftsinformatik 2016
60.
Zurück zum Zitat Alexander C (1964) Notes on the synthesis of form. Harvard University Press, Cambridge Alexander C (1964) Notes on the synthesis of form. Harvard University Press, Cambridge
61.
Zurück zum Zitat International Organization For Standardization (2010) ISO/IEC/IEEE24765:2010 Systems and software engineering - Vocabulary International Organization For Standardization (2010) ISO/IEC/IEEE24765:2010 Systems and software engineering - Vocabulary
62.
Zurück zum Zitat Bourque P, Fairley R (eds) (2014) Guide to the software engineering body of knowledge, Version 3.0. IEEE Computer Society Bourque P, Fairley R (eds) (2014) Guide to the software engineering body of knowledge, Version 3.0. IEEE Computer Society
63.
Zurück zum Zitat Sommerville I (2010) Software engineering, 9th ed. Pearson Sommerville I (2010) Software engineering, 9th ed. Pearson
64.
Zurück zum Zitat Bass L, Clements P, Kazman R (2003) Software architecture in practice (SEI Series in Software Engineering), 2nd edn. Addison Wesley, Reading Bass L, Clements P, Kazman R (2003) Software architecture in practice (SEI Series in Software Engineering), 2nd edn. Addison Wesley, Reading
65.
Zurück zum Zitat Linstone HA, Turoff M (2002) The Delphi method—techniques and applications. Delphi Method Tech Appl:1–616 Linstone HA, Turoff M (2002) The Delphi method—techniques and applications. Delphi Method Tech Appl:1–616
66.
Zurück zum Zitat Okoli C, Pawlowski SD (2004) The Delphi method as a research tool: an example, design considerations and applications. Inf Manag 42:15–29 CrossRef Okoli C, Pawlowski SD (2004) The Delphi method as a research tool: an example, design considerations and applications. Inf Manag 42:15–29 CrossRef
67.
Zurück zum Zitat Schmidt RC (1997) Managing Delphi surveys using nonparametric statistical techniques. Decis Sci 28:763–774 CrossRef Schmidt RC (1997) Managing Delphi surveys using nonparametric statistical techniques. Decis Sci 28:763–774 CrossRef
68.
Zurück zum Zitat Likert R (1932) A technique for the measurement of attitudes. Arch Psychol 22:55 Likert R (1932) A technique for the measurement of attitudes. Arch Psychol 22:55
69.
Zurück zum Zitat Piekkari R, Welch C, Paavilainen E (2009) The case study as disciplinary convention. Organ Res Methods 12:567–589 CrossRef Piekkari R, Welch C, Paavilainen E (2009) The case study as disciplinary convention. Organ Res Methods 12:567–589 CrossRef
70.
Zurück zum Zitat Yin RK (2013) Case study research: design and methods (applied social research methods), 5th edn. Sage Publications Ltd., Thousand Oaks Yin RK (2013) Case study research: design and methods (applied social research methods), 5th edn. Sage Publications Ltd., Thousand Oaks
71.
Zurück zum Zitat Erhorn H, Bergmann A, Beckert M, Reiß J, Hegner HD (2013) Messtechnische und energetische Validierung des BMVBS-Effizienzhaus Plus in Berlin—Messperiode März 2012 bis Februar 2013. Bauphysik 35:162–171 CrossRef Erhorn H, Bergmann A, Beckert M, Reiß J, Hegner HD (2013) Messtechnische und energetische Validierung des BMVBS-Effizienzhaus Plus in Berlin—Messperiode März 2012 bis Februar 2013. Bauphysik 35:162–171 CrossRef
72.
Zurück zum Zitat Federal Ministry for the Environment Nature Conservation Building and Nuclear Safety (2014) Wege zum Effizienzhaus Plus. 52 Federal Ministry for the Environment Nature Conservation Building and Nuclear Safety (2014) Wege zum Effizienzhaus Plus. 52
73.
Zurück zum Zitat EnergieAgentur.NRW (2011) Erhebung “Wo im Haushalt bleibt der Strom?” Düsseldorf EnergieAgentur.NRW (2011) Erhebung “Wo im Haushalt bleibt der Strom?” Düsseldorf
Metadaten
Titel
Ensembles of context and form for repurposing electric vehicle batteries: an exploratory study
Completed Research Paper
verfasst von
Daniel Beverungen
Sebastian Bräuer
Florian Plenter
Benjamin Klör
Markus Monhof
Publikationsdatum
09.07.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
SICS Software-Intensive Cyber-Physical Systems / Ausgabe 1-2/2017
Print ISSN: 2524-8510
Elektronische ISSN: 2524-8529
DOI
https://doi.org/10.1007/s00450-016-0306-7

Weitere Artikel der Ausgabe 1-2/2017

SICS Software-Intensive Cyber-Physical Systems 1-2/2017 Zur Ausgabe

Premium Partner