Abstract
Recently there has been increase in the number of manufacturing firms offering service packages in support of their products, through performance-based or availability contracts. The delivery of “advanced services” by product-service-systems (PSS) is a knowledge-intensive socio-technical system in nature. Nonetheless, the challenges associated with addressing uncertainty in the context of estimating the cost of a PSS delivering availability need to be overcome. We present a system-based approach and discuss the uncertainties in modelling cost for a PSS. The aim is to demonstrate the limitations of using only quantitative analysis for modelling the uncertainty in estimating the cost of providing an advance service. Building on the epistemological foundation, we then discuss uncertainty in the context of ontology modelling and conclude with final remarks and directions for future research.
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References
Ackoff RL (1989) From data to wisdom. J Appl Syst Anal 16:3–9
Aguilar-Saven RS (2004) Business process modelling. Review and framework. Int J Prod Econ 90(2):129–149
Ahmed S, Kim S, Wallace KM (2007) A methodology for creating ontologies in engineering design. J Comput Inform Sci Eng 7:132–140
Annamalai G, Hussain R, Cakkol M, Roy R, Evans S, Tiwari S (2011) An ontology for product-service systems. In: Rajkumar R, Yuchunn X (eds) Decision engineering report series. Cranfield University, Bedfordshire, UK, Checked on 8/26/2011
Ascher HE (1999) A set-of-numbers is NOT a data-set. IEEE Trans Reliab 48(2):135–140. doi:10.1109/24.784271
Aurich JC, Fuchs C, Wagenknecht C (2006) Life cycle oriented design of technical product-service systems. J Clean Prod 14(17):1480–1494. doi:10.1016/j.jclepro.2006.01.019, ISSN 0959-6526
Baines T, Lightfoot H (2013) Made to serve. How manufacturers can compete through servitization and product-service systems. Wiley, Hoboken, NJ
Bartolomei JE, Hastings DE, de Neufville R, Rhodes DH (2012) Engineering systems multiple-domain matrix: an organizing framework for modeling large-scale complex systems. Syst Eng 15(1):41–61. doi:10.1002/sys.20193
Blue E, Levine MP, Nieusma D. (2014) Engineering and war. Militarism, ethics, institutions, alternatives. San Rafael, Calif.: Morgan & Claypool (Synthesis lectures on engineers, technology, and society, #20). Available at 10.2200/S00548ED1V01Y201311ETS020
Burge SE (2010) Systems engineering. Using systems thinking to design better aerospace systems. In: Blockley R, Shyy W (eds) Encyclopedia of aerospace engineering. Wiley, Chichester, UK, pp 1–24
Burrell G, Morgan G (1979) Sociological Paradigms and Organizational Analysis. Heinemann, London, 1979
Caldwell ND, Settle V (2011) Incentives and contracting for availability: procuring complex performance. In: Irene C. L. Ng, Glenn C. Parry, Wild P, McFarlane D, Paul Tasker (Eds) Complex engineering service systems. Concepts and research. Berlin: Springer, p 147–160
Caputo AC, Pelagagge PM (2008) Parametric and neural methods for cost estimation of process vessels. Int J Prod Econ 112(2):934–954
Cavalieri S, Pezzotta G (2012) Product–service systems engineering: state of the art and research challenges. Comput Ind 63(4):278–288
Chou JS, Cheng MY, Wu YW, Tai Y (2011) Predicting high-tech equipment fabrication cost with a novel evolutionary SVM inference model. Exp Syst Appl 38(7):8571–8579
Crotty M (1998) The foundations of social research. Meaning and perspective in the research process. Sage Publications, London
Curran R, Raghunathan S, Price M (2004) Review of aerospace engineering cost modelling: the genetic causal approach. Prog Aerosp Sci 40(8):487–534. doi:10.1016/j.paerosci.2004.10.001
de Neumann B (1983) Life cycle cost models. In: Electronic systems effectiveness and life cycle costing, NATO ASI Series, Book Section, Springer Berlin Heidelberg, 3:513–532.
Dekker SW (2011) Drift into failure: from hunting broken components to understanding complex systems. Ashgate Publishing, Burlington, VT
Deng S, Yeh TH (2010) Applying least squares support vector machines to the airframe wing-box structural design cost estimation. Exp Syst Appl 37(12):8417–8423
Dhillon BS (2010) Life cycle costing for engineers. Taylor & Francis, Boca Raton, FL
Emblemsvåg J (2011) Augmenting the risk management process. In: Nota G (ed) Risk management trends. InTech, Rijeka, Croatia, pp 1–26
Erkoyuncu JA, Roy R, Datta PP, Wardle P, Murphy F (2011b) Service uncertainty and cost for product service systems. In: Irene C. L. Ng, Glenn C. Parry, Wild P, McFarlane D, Paul Tasker (Eds) Complex engineering service systems. Concepts and research. Berlin: Springer, p 129–146
Erkoyuncu JA, Roy R, Shehab E, Cheruvu K (2011b) Understanding service uncertainties in industrial product–service system cost estimation. Int J Adv Manuf Technol 52(9–12):1223–1238
Evans RA (1995) Models models everywhere: and not a one to want. IEEE Trans Reliab 44(4):537. doi:10.1109/TR.1995.475970
Evans RA (1999) Stupid statistics. IEEE Trans Reliab 48(2):105. doi:10.1109/TR.1999.784264
Flood RL, Carson ER (1988) Dealing with complexity: an introduction to the theory and application of systems science. Plenum Press, New York, NY
George MO (2010) The lean six sigma guide to doing more with less: cut costs, reduce waste, and lower your overhead. Wiley, Hoboken, NJ
Gitzel R, Herbort M (2008) Optimizing life cycle cost using genetic algorithms. Cost Mgmt 22(6):34–47
Goh YM, Newnes LB, Mileham AR, McMahon CA, Saravi ME (2010) Uncertainty in through-life costing: review and perspectives. IEEE Trans Eng Mgmt 57(4):689–701
Goh YM, McMahon CA (2009) Improving reuse of in-service information capture and feedback. J Manuf Tech Mgmt 20(5):626–639
Harker PT (ed) (1995) The service productivity and quality challenge. Kluwer Academic Publishers, Norwell, MA, 1–10
Hartley RV (1983) Cost and managerial accounting. Allyn and Bacon, Boston, MA
Hollick LJ (2009) Achieving shared accountability for operational availability attainment. In: Proceedings of the annual reliability and maintainability symposium. Fort Worth, Texas, USA, 26–29 January 2009, p 247–252
Hollnagel E (2012) FRAM, the functional resonance analysis method: modelling complex socio-technical systems. Ashgate, Burlington, VT
Huang X, Newnes LB, Parry GC (2011) An analysis of industrial practice for estimating the in-service costs of a product service system. In: Proceedings of the ASME Design Engineering Technical Conference (IDETC) and Computers and Information in Engineering Conference (CIE). Washington, DC, August 28–31, 2011. ASME
Hypko P, Tilebein M, Gleich R (2010) Benefits and uncertainties of performance-based contracting in manufacturing industries: an agency theory perspective. J Serv Manage 21(4):460–489
Jacopino A (2007) Modelling R&M in performance based contracts: when does risk equal reward? In: Proceedijngs of Annual Reliability and Maintainability Symposium, Orlando, FL, Jan 22–25, p 142–146
Jazouli T, Sandborn P (2011) Using PHM to meet availability-based contracting requirements. In: Proceedings of the Annual Conference of the Prognostics and Health Management Society
Kreye ME, Newnes LB, Goh YM (2011) Uncertainty analysis and its application to service contracts, ASME IDETC 2011, Aug 28–31, Washington, DC, DETC2011-48106
Lanza G, Ruhl J (2009) Simulation of service costs throughout the life cycle of production facilities. CIRP J Manuf Sci Tech 1(4):247–253
Liu H, Gopalkrishnan V, Ng WK, Song B, Li X (2008) An intelligent system for estimating full product life cycle cost at the early design stage. Int J Prod Life Cycle Manag 3(2/3):96–113
Löfstrand M, Andrews J, Karlberg M, Karlsson L (2012) Modelling and simulation of functional product system availability and support costs. Int J Prod Develop 16(3/4):304–326
Lunsford BR (1993) Methodology: variables and levels of measurement. J Prosthet Orthot. Vol 5, no. 4, ISSN 1040–8800, pp 121–124
Ma Q, Tseng MM, Yen B (2002) A generic model and design representation technique of service products. Technovation 22(1):15–39
Makridakis SG, Wheelwright SC, Hyndman RJ (1998) Forecasting: methods and applications, 3rd edn. Wiley, New York, NY
Meier H, Roy R, Seliger G (2010) Industrial product-service systems: IPS2. CIRP Ann Manuf Technol 59(2):607–627. doi:10.1016/j.cirp.2010.05.004
Morelli N (2002) Designing product/service systems: a methodological exploration. Des Issues 18(3):3–17. doi:10.2307/1512062
Naylor JB, Griffiths J, Naim MM (2001) Knowledge-based system for estimating steel plant performance. IJOPM 21(7):1000–1019
Newnes LB, Mileham AR, Cheung WM, Marsh R, Lanham JD, Saravi ME, Bradbery RW (2008) Predicting the whole-life cost of a product at the conceptual design stage. J Eng Des 19(2):99–112. doi:10.1080/09544820701803061
Newnes LB, Settanni E, Thenent NE, Green P (2013) Estimating the cost of through-life availability. In: Baines T, Clegg B, Harrison D (eds) Proceedings of the spring servitization conference (SSC2013). Glasgow Caledonian University, Birmingham, pp 175–181
Newton DW (1991) Some pitfalls in reliability data analysis. Reliab Eng Syst Safe 34(1):7–21. doi:10.1016/0951-8320(91)90096-P
Ng ICL, Parry GC, Wild P, McFarlane D, Tasker P (eds) (2011) Complex engineering service systems: concepts and research. Springer, Berlin
Nowicki D, Kumar DU, Steudel H, Verma D (2008) Spares provisioning under performance-based logistics contract: profit-centric approach. J Operat Res Soc 59(3):342–352
Ntuen CA, Moore L (1986) Approaches to life cycle cost analysis with system availability constraints: a review. Microelectron Reliab 26(2):341–354
Oberle D, Guarino N, Staab S (2009) What is an ontology? In: Staab S, Studer R (Eds) Handbook on ontologies. Springer. Available at http://userpages.uni-koblenz.de/~staab/Research/Publications/2009/handbookEdition2/what-is-an-ontology.pdf
O’Hagan A, Oakley JE (2004) Probability is perfect, but we can’t elicit it perfectly. Rel Eng Syst Safe 85(1–3):239–248
Parry GC (2010) Developing measures for BAE systems service business, Unpublished report, Bristol, UK
Parry GC, Newnes LB, Huang X (2011) Goods, products and services. In: Macintyre M et al (eds) Service design and delivery, service science: research and innovations in the service economy. Springer, New York, NY, pp 19–30
Purchase V, Parry GC, Valerdi R, Nightingale D, Mills J (2011) Enterprise transformation: why are we interested, what is it, and what are the challenges? J Enterprise Transf 1(1):14–33
Raadschelders JCN (2011) The future of the study of public administration: embedding research object and methodology in epistemology and ontology. Public Adm Rev 71:916–924
Roy R, Cheruvu KS (2009) A competitive framework for industrial product-service systems. Int J Intern Manuf Serv 2(1):4–29. doi:10.1504/IJIMS.2009.031337, 01/01
Ryan ET, Schubert K, Christine M, Jacques DR, Ritschel JD (2013) A macro-stochastic model for improving the accuracy of department of defense life cycle cost estimates. J Cost Anal Parametr 6(1):43–74. doi:10.1080/1941658X.2013.767073
Sandborn P (2013) Cost analysis of electronic systems. World Scientific Publishing Co. Pvt. Ltd., Singapore
Serpell AF (2004) Towards a knowledge-based assessment of conceptual cost estimates. Build Res Inf 32(2):157–164. doi:10.1080/0961321032000172373
Settanni E, Newnes LB, Thenent NE, Parry GC, Goh YM (2014a) A through-life costing methodology for use in product-service-systems. Int J Prod Econ 153:161–177
Settanni E, Thenent NE, Newnes LB (2013) System modeling: a foundation for costing through-life availability provision. In: Alain B, Louis R, Debasish D (Eds) Product Lifecycle Management for Society. 10th IFIP WG 5.1 International Conference, PLM 2013, Nantes, France, July 8–10, 2013, Proceedings: Springer, Berlin Heidelberg (IFIP Advances in Information and Communication Technology, 409), p 48–57
Settanni E, Thenent NE, Newnes LB, Parry G, Goh YM (2014 submitted) Applying ‘forgotten’ lessons in field reliability data analysis. A case study in defense avionics. Submitted. In IEEE Aerospace & Electronic Systems Magazine, submitted for review
Smith TC (2004) Reliability growth planning under performance based logistics. In: Proceedings of the Annual Reliability and Maintainability Symposium. Reliability and Maintainability Annual Symposium. Los Angeles, USA, 26–29 Jan, 2004, p 418–423
Snook SA (2002) Friendly fire: the accidental shootdown of U.S. Black Hawks over Northern Iraq. Princeton University Press, Princeton, NJ
Swift L, Piff S (2010) Quantitative methods for business, management & finance, 3rd edn. Palgrave Macmillan, Houndmills
The Economist (2011) A tale of two industries. The contrast between two adjacent factories in an East Midlands town suggests how British manufacturing might prosper, Jul 30th 2011. Available at http://www.economist.com/node/21524937, checked on 7/30/2011
Thenent, N. E., Settanni, E., Parry, G., Goh, Y. M. and Newnes, L. B. (2014), Cutting Cost in Service Systems: Are You Running with Scissors?. Strat. Change, 23:341–357. doi: 10.1002/jsc.1981
Thenent NE, Settanni E, Sandborn P, Newnes LB (2013) Maintenance within product service systems. Is technical knowledge enough to link performance and cost? In: Sari M, Miia P, Timo K (Eds) Proceedings of maintenance performance measurement and management 2013 conference. MPMM. Lappeenranta, Finland, 12–13 September. Lappeenranta, Finland, p 285–299
Tukker A (2014) Literature Review: Product Services for a Resource-Efficient and Circular Economy. In: Banes T, Clegg B, Harrison D (eds) Proceedings of Spring Servitisation Conference, p 2–24
Vandermerwe S, Rada J (1988) Servitization of business: adding value by adding services. Euro Manag J 6(4):314–324
Vasantha GVA, Roy R, Lelah A, Brissaud D (2011) A review of product–service systems design methodologies. J Eng Des 23(9):635–659
Vaughan D (1997) The challenger launch decision: risky technology, culture, and deviance at NASA (Pbk. ed.). University of Chicago Press, Chicago, IL
Waghmode L, Sahasrabudhe A (2011) Modelling maintenance and repair costs using stochastic point processes for life cycle costing of repairable systems. Int J Comput Integrat Manuf 25(4–5):353–367
Wilson B (2001) Soft systems methodology: conceptual model building and its contribution. Wiley, Chichester, NY
Zio E (2009) Reliability engineering: old problems and new challenges. Reliab Eng Syst Safe 94(2):125–141. doi:10.1016/j.ress.2008.06.002
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Goh, Y.M., Newnes, L., Settanni, E., Thenent, N., Parry, G. (2015). Addressing Uncertainty in Estimating the Cost for a Product-Service-System Delivering Availability: Epistemology and Ontology. In: Ebrahimipour, V., Yacout, S. (eds) Ontology Modeling in Physical Asset Integrity Management. Springer, Cham. https://doi.org/10.1007/978-3-319-15326-1_7
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