Abstract
With the recent evolution of additive manufacturing (AM), accurate cost prediction models are of increasing importance to assist decision-making during product development tasks. Estimating the cost is a challenging task in that it requires a vast amount of manufacturing knowledge that has to be synchronised with many aspects from design to production. As a result, various AM cost models have been developed. This review is performed with the aim of providing an overview of the costing models being developed and utilised associated with the additive manufacturing product development phases. For a better understanding in this field, it is required to become familiar with the various terminologies, perspectives, concepts, techniques, and approaches used in developing these models. It was observed that the contexts and views described during the development of the models were often targeted at specific applications as well as technologies and were classified in many ways. Accordingly, the paper compiles different aspects of the cost estimation classification technique and provides definitions of some of the key terminologies. The main motivation is to provide broad and in-depth reviews of the estimation models developed over the past three decades using a systematic classification approach. From the review, a visualisation of future insights into the AM cost-oriented estimation framework from the perspective of various AM users can be better understood.
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References
Chua CK, Leong KF, Lim CS (2010) Rapid prototyping: principles and applications (with companion CD-ROM). World Scientific Publishing Company
Hague R, Campbell I, Dickens P (2003) Implications on design of rapid manufacturing. Proc Inst Mech Eng C J Mech Eng Sci 217(1):25–30
Singh H, Rayegani F, Onwubolu G (2014) Cost optimization of FDM additive manufactured parts. in ASME 2014 International Mechanical Engineering Congress and Exposition
Munguía J, Ciurana J, Riba C (2009) Neural-network-based model for build-time estimation in selective laser sintering. Proc Inst Mech Eng B J Eng Manuf 223(8):995–1003
Sharma F, Dixit US (2019) Fuzzy set based cost model of additive manufacturing with specific example of selective laser sintering. J Mech Sci Technol 33(9):4439–4449
Rickenbacher L (2013) An integrated cost-model for selective laser melting (SLM). Rapid Prototyp J 19(3):208–214
Yang Y, Li L (2018) Cost modeling and analysis for mask image projection stereolithography additive manufacturing: simultaneous production with mixed geometries. Int J Prod Econ 206:146–158
Charalambis A, Davoudinejad A, Tosello G, Pedersen DB (2017) Cost estimation of a specifically designed direct light processing (DLP) additive manufacturing machine for precision printing. In: Euspen’s 17th International Conference & Exhibition. The European Society for Precision Engineering and Nanotechnology, Cranfield
Xu F, Wong YS, Loh HT (2001) Toward generic models for comparative evaluation and process selection in rapid prototyping and manufacturing. J Manuf Syst 19(5):283–296
Baumers M, Wildman R, Wallace M, Yoo J, Blackwell B, Farr P, Roberts CJ (2019) Using total specific cost indices to compare the cost performance of additive manufacturing for the medical devices domain. Proc Inst Mech Eng B J Eng Manuf 233(4):1235–1249
Priarone PC, Robiglio M, Ingarao G, Settineri L (2017) Assessment of cost and energy requirements of Electron beam melting (EBM) and machining processes. Springer International Publishing, Cham
Cunningham CR, Wikshåland S, Xu F, Kemakolam N, Shokrani A, Dhokia V, Newman ST (2017) Cost modelling and sensitivity analysis of wire and arc additive manufacturing. Procedia Manufacturing 11:650–657
Allen J (2006) An investigation into the comparative costs of additive manufacture vs. machine from solid for aero engine parts. Rolls-Royce PLC Derby (United Kingdom)
Emelogu A, Marufuzzaman M, Thompson SM, Shamsaei N, Bian L (2016) Additive manufacturing of biomedical implants: a feasibility assessment via supply-chain cost analysis. Addit Manuf 11:97–113
Jumani M, Shaikh S, Shah SA (2014) Fused deposition modeling technique (FDM) for fabrication of custom-made foot orthoses: a cost and benefit analysis. Sci Int 26(5)
Kamps T, Lutter-Guenther M, Seidel C, Gutowski T, Reinhart G (2018) Cost- and energy-efficient manufacture of gears by laser beam melting. CIRP J Manuf Sci Technol 21:47–60
Lan H, Ding Y (2007) Price quotation methodology for stereolithography parts based on STL model. Comput Ind Eng 52(2):241–256
Rudolph J-P, Emmelmann C (2017) A cloud-based platform for automated order processing in additive manufacturing. Procedia CIRP 63:412–417
Chan SL, Lu Y, Wang Y (2018) Data-driven cost estimation for additive manufacturing in cybermanufacturing. J Manuf Syst 46:115–126
Bonnín Roca J, Vaishnav P, Laureijs RE, Mendonça J, Fuchs ERH (2019) Technology cost drivers for a potential transition to decentralized manufacturing. Addit Manuf 28:136–151
Chang K-H (2013) Product manufacturing and cost estimating using CAD/CAE: the computer aided engineering design series. Academic Press
Niazi A, Dai JS, Balabani S, Seneviratne L (2006) Product cost estimation: technique classification and methodology review. J Manuf Sci Eng 128(2):563–575
Lan H (2009) Web-based rapid prototyping and manufacturing systems: a review. Comput Ind 60(9):643–656
Thomas DS, Gilbert SW (2014) Costs and cost effectiveness of additive manufacturing. NIST Spec Publ 1176:12
Lindemann C, Koch R (2016) Cost efficient design and planning for additive manufacturing technologies. Solid Freeform Fabrication 2016: Proceedings of the 27th Annual International, p. 93–112
Fera M, Fruggiero F, Lambiase A, Macchiaroli R (2016) State of the art of additive manufacturing: review for tolerances, mechanical resistance and production costs. Cogent Eng 3(1):1261503
Thomas D (2016) Costs, benefits, and adoption of additive manufacturing: a supply chain perspective. Int J Adv Manuf Technol 85(5):1857–1876
Thompson MK, Moroni G, Vaneker T, Fadel G, Campbell RI, Gibson I, Bernard A, Schulz J, Graf P, Ahuja B (2016) Design for additive manufacturing: trends, opportunities, considerations, and constraints. CIRP Ann 65(2):737–760
Busachi A, Erkoyuncu J, Colegrove P, Martina F, Watts C, Drake R (2017) A review of additive manufacturing technology and cost estimation techniques for the defence sector. CIRP J Manuf Sci Technol 19:117–128
Costabile G, Fera M, Fruggiero F, Lambiase A, Pham D (2017) Cost models of additive manufacturing: a literature review. Int J Ind Eng Comput 8(2):263–283
Gisario A, Kazarian M, Martina F, Mehrpouya M (2019) Metal additive manufacturing in the commercial aviation industry: a review. J Manuf Syst 53:124–149
Stewart RD (1991) Cost estimating. John Wiley & Sons
Wohlers T (2016) Wohlers report, Wohlers Associates Inc., USA
Hopkinson N, Dicknes P (2003) Analysis of rapid manufacturing—using layer manufacturing processes for production. Proc Inst Mech Eng C J Mech Eng Sci 217(1):31–39
Campbell I (2008) Stereolithography build time estimation based on volumetric calculations. Rapid Prototyp J 14(5):271–279
Luo RC, Jyh-Hwa T, Chih-Chin L (2003) The development of web-based e-business system for rapid prototyping manufacturing. in IECON'03. 29th Annual Conference of the IEEE Industrial Electronics Society (IEEE Cat. No.03CH37468)
Luo RC, Chih Chin L, Jyh Hwa T, Chun Ching C (2004) The developmentof WEB based e-commerce platform for rapid prototyping system. In: IEEE International Conference on Networking, Sensing and Control 1:122-127
ASTM Standard F2792-12A (2012) Standard terminology for additive manufacturing technologies. ASTM International, West Conshohocken
Hopkinson N (2006) Production economics of rapid manufacture. Wiley Online Library p 147-157
Ruffo M, Tuck C, Hague R (2006) Cost estimation for rapid manufacturing—laser sintering production for low to medium volumes. Proc Inst Mech Eng B J Eng Manuf 220(9):1417–1427
Ruffo M, Hague R (2007) Cost estimation for rapid manufacturing ’ simultaneous production of mixed components using laser sintering. Proc Inst Mech Eng B J Eng Manuf 221(11):1585–1591
Xu X (2012) From cloud computing to cloud manufacturing. Robot Comput Integr Manuf 28(1):75–86
Atzeni E, Iuliano L, Minetola P, Salmi A (2010) Redesign and cost estimation of rapid manufactured plastic parts. Rapid Prototyp J 16(5):308–317
Baumers M, Tuck C, Wildman R, Ashcroft I, Rosamond E, Hague R (2012) Combined build-time, energy consumption and cost estimation for direct metal laser sintering. in From Proceedings of Twenty Third Annual International Solid Freeform Fabrication Symposium—An Additive Manufacturing Conference
Lindemann C, Jahnke U, Moi M, Koch R (2012) Analyzing product lifecycle costs for a better understanding of cost drivers in additive manufacturing. in 23th Annual International Solid Freeform Fabrication Symposium–An Additive Manufacturing Conference. Austin Texas USA 6th–8th August
Goodall P, Graham I, Harding J, Conway P, Schleyer S, West A (2015) Cost estimation for remanufacture with limited and uncertain information using case based reasoning. J Remanuf 5(1):7
Lee J, Bagheri B, Jin C (2016) Introduction to cyber manufacturing. Manuf Lett 8:11–15
Zhu Z, Dhokia VG, Nassehi A, Newman ST (2013) A review of hybrid manufacturing processes—state of the art and future perspectives. Int J Comput Integr Manuf 26(7):596–615
Manogharan G, Wysk RA, Harrysson OLA (2016) Additive manufacturing–integrated hybrid manufacturing and subtractive processes: economic model and analysis. Int J Comput Integr Manuf 29(5):473–488
Hällgren S, Pejryd L, Ekengren J (2016) Additive manufacturing and high speed machining -cost comparison of short lead time manufacturing methods. Procedia CIRP 50:384–389
Lutter-Günther M, Wagner S, Seidel C, Reinhart G (2015) Economic and ecological evaluation of hybrid additive manufacturing technologies based on the combination of laser metal deposition and CNC machining. Appl Mech Mater 805:213–222
Laplume A, Anzalone GC, Pearce JM (2016) Open-source, self-replicating 3-D printer factory for small-business manufacturing. Int J Adv Manuf Technol 85(1–4):633–642
Nagulpelli KS, King RE, Warsing D (2019) Integrated traditional and additive manufacturing production profitability model. Procedia Manuf 34:619–630
Franchetti M, Kress C (2017) An economic analysis comparing the cost feasibility of replacing injection molding processes with emerging additive manufacturing techniques. Int J Adv Manuf Technol 88(9–12):2573–2579
Piili H, Happonen A, Väistö T, Venkataramanan V, Partanen J, Salminen A (2015) Cost estimation of laser additive manufacturing of stainless steel. Phys Procedia 78:388–396
Laureijs RE, Roca JB, Narra SP, Montgomery C, Beuth JL, Fuchs ER (2017) Metal additive manufacturing: cost competitive beyond low volumes. J Manuf Sci Eng 139(8):081010
Huang R, Ulu E, Kara LB, Whitefoot KS (2017) Cost minimization in metal additive manufacturing using concurrent structure and process optimization. in ASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
Barclift M, Armstrong A, Simpson TW, Joshi SB (2017) CAD-integrated cost estimation and build orientation optimization to support design for metal additive manufacturing. in ASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
Šoškić Z, Monti GL, Montanari S, Monti M, Cardu M (2019) Production cost model of the multi-jet-fusion technology. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, p. 0954406219837300
Facchini F, De Chirico A, Mummolo G (2018) Comparative cost evaluation of material removal process and additive manufacturing in aerospace industry. In: International Joint conference on Industrial Engineering and Operations Management, Springer, Cham, pp 47-59
Griffiths V, Scanlan JP, Eres MH, Martinez-Sykora A, Chinchapatnam P (2019) Cost-driven build orientation and bin packing of parts in selective laser melting (SLM). Eur J Oper Res 273(1):334–352
Tosello G, Charalambis A, Kerbache L, Mischkot M, Pedersen DB, Calaon M, Hansen HN (2019) Value chain and production cost optimization by integrating additive manufacturing in injection molding process chain. Int J Adv Manuf Technol 100(1–4):783–795
Busachi A, Erkoyuncu J, Colegrove P, Drake R, Watts C, Martina F, Tapoglou N, Lockett H (2018) A system approach for modelling additive manufacturing in defence acquisition programs. Procedia CIRP 67:209–214
Ott K, Pascher H, Sihn W (2019) Improving sustainability and cost efficiency for spare part allocation strategies by utilisation of additive manufacturing technologies. Procedia Manuf 33:123–130
Alexander P, Allen S, Dutta D (1998) Part orientation and build cost determination in layered manufacturing. Comput Aided Des 30(5):343–356
Atzeni E, Salmi A (2012) Economics of additive manufacturing for end-usable metal parts. Int J Adv Manuf Technol 62(9):1147–1155
Yim S, Rosen D (2012) Build time and cost models for additive manufacturing process selection. in ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
Baldinger M, Duchi A (2013) Price benchmark of laser sintering service providers. in high value manufacturing: advanced research in virtual and rapid prototyping: Proceedings of the 6th International Conference on Advanced Research in Virtual and Rapid Prototyping, Leiria, Portugal
Baumers M, Tuck C, Wildman R, Ashcroft I, Rosamond E, Hague R (2013) Transparency built-in. J Ind Ecol 17(3):418–431
Lindemann C, Jahnke U, Moi M, Koch R (2013) Impact and influence factors of additive manufacturing on product lifecycle costs in Solid Freeform Fabrication Symposium. University of Texas, Austin
Rickenbacher L, Spierings A, Wegener K (2013) An integrated cost-model for selective laser melting (SLM). Rapid Prototyp J 19(3):208–214
Serrat J, Lumbreras F, López AM (2013) Cost estimation of custom hoses from STL files and CAD drawings. Comput Ind 64(3):299–309
Xu Y, Feng W (2014) Develop a cost model to evaluate the economic benefit of remanufacturing based on specific technique. J Remanuf 4(1):4
Bauer J, Malone P (2015) Cost estimating challenges in additive manufacturing. in International Cost Estimating and Analysis Association Professional Development and Training Workshop
Eyers DR, Potter AT (2015) E-commerce channels for additive manufacturing: an exploratory study. J Manuf Technol Manag 26(3):390–411
Piller FT, Weller C, Kleer R (2015) Business models with additive manufacturing—opportunities and challenges from the perspective of economics and management, in Advances in Production Technology. Springer, Cham, pp 39–48
Schröder M, Falk B, Schmitt R (2015) Evaluation of cost structures of additive manufacturing processes using a new business model. Procedia CIRP 30:311–316
Zhang Y, Bernard A, Valenzuela JM, Karunakaran KP (2015) Fast adaptive modeling method for build time estimation in additive manufacturing. CIRP J Manuf Sci Technol 10:49–60
Baldinger M (2016) Additive manufacturing cost estimation for buy scenarios. Rapid Prototyp J 22(6):871–877
Barclift M, Joshi S, Simpson T, Dickman C (2016) Cost modeling and depreciation for reused powder feedstock in powder bed fusion additive manufacturing. in 27th Annual International Solid Freeform Fabrication Symposium, Austin
Mai J, Zhang L, Tao F, Ren L (2016) Customized production based on distributed 3D printing services in cloud manufacturing. Int J Adv Manuf Technol 84(1):71–83
Oh Y, Behdad S (2016) Assembly based part design to improve the additive manufacturing productivity: Process time, cost and surface roughness. in Proceedings of the ASME Design Engineering Technical Conference
Fera M, Macchiaroli R, Fruggiero F, Lambiase A (2018) A new perspective for production process analysis using additive manufacturing—complexity vs production volume. Int J Adv Manuf Technol 95(1):673–685
Khajavi SH, Holmström J, Baumers M (2018) Additive manufacturing as a platform for introducing cyber-physical services. Proceedings of the 3rd International Conference on Progress in Additive Manufacturing (Pro-AM2018), pp 637-643
Mahadik A, Masel D (2018) Implementation of additive manufacturing cost estimation tool (AMCET) using break-down approach. Procedia Manufacturing 17:70–77
Rosienkiewicz M, Gabka J, Helman J, Kowalski A, Susz S (2018) Additive manufacturing technologies cost calculation as a crucial factor in industry 4.0, in Advances in Manufacturing. Springer. p. 171–183
Urbanic RJ, Saqib SM (2019) A manufacturing cost analysis framework to evaluate machining and fused filament fabrication additive manufacturing approaches. Int J Adv Manuf Technol 102(9):3091–3108
Qian C, Zhang Y, Liu Y, Wang Z (2019) A cloud service platform integrating additive and subtractive manufacturing with high resource efficiency. J Clean Prod 241:118379
Zhang Y, Bernard A (2013) Generic build time estimation model for parts produced by SLS. in High value manufacturing: advanced research in virtual and rapid prototyping. Proceedings of the 6th International Conference on Advanced Research in Virtual and Rapid Prototyping
Sahebrao Ingole D, Madhusudan Kuthe A, Thakare SB, Talankar AS (2009) Rapid prototyping–a technology transfer approach for development of rapid tooling. Rapid Prototyp J 15(4):280–290
Fera M, Fruggiero F, Costabile G, Lambiase A, Pham DT (2017) A new mixed production cost allocation model for additive manufacturing (MiProCAMAM). Int J Adv Manuf Technol 92(9):4275–4291
Baumers M, Dickens P, Tuck C, Hague R (2016) The cost of additive manufacturing: machine productivity, economies of scale and technology-push. Technol Forecast Soc Chang 102:193–201
Baumers M, Beltrametti L, Gasparre A, Hague R (2017) Informing additive manufacturing technology adoption: total cost and the impact of capacity utilisation. Int J Prod Res 55(23):6957–6970
Yao X, Moon SK, Bi G (2016) A cost-driven design methodology for additive manufactured variable platforms in product families. J Mech Des:138(4)
Lindemann CFW, Jahnke U (2017) 11 - Modelling of laser additive manufactured product lifecycle costs, in laser additive Manufacturing, M Brandt, Editor. Woodhead Publishing, pp 281–316
Westerweel B, Basten RJI, van Houtum G-J (2018) Traditional or additive manufacturing? Assessing component design options through lifecycle cost analysis. Eur J Oper Res 270(2):570–585
Scott A, Harrison TP (2015) Additive manufacturing in an end-to-end supply chain setting. 3D Print Addit Manuf 2(2):65–77
Khajavi SH, Baumers M, Holmström J, Özcan E, Atkin J, Jackson W, Li W (2018) To kit or not to kit: Analysing the value of model-based kitting for additive manufacturing. Comput Ind 98:100–117
Strong D, Kay M, Conner B, Wakefield T, Manogharan G (2018) Hybrid manufacturing—integrating traditional manufacturers with additive manufacturing (AM) supply chain. Addit Manuf 21:159–173
Siderska J, Jadaan KS (2018) Cloud manufacturing: a service-oriented manufacturing paradigm. A review paper. Eng Manag Prod Serv 10(1):22–31
Ren L, Wang S, Shen Y, Hong S, Chen Y, Zhang L (2016) 3D printing in cloud manufacturing: model and platform design. In ASME 2016 11th International Manufacturing Science and Engineering Conference. Am Soc Mech Eng
Wu D, Terpenny J, Gentzsch W (2015) Cloud-based design, engineering analysis, and manufacturing: a cost-benefit analysis. Procedia Manuf 1:64–76
Al-Roomi M, Al-Ebrahim S, Buqrais S, Ahmad I (2013) Cloud computing pricing models: a survey. Int J Grid Distrib Comput 6(5):93–106
Baumann FW, Kopp O, Roller D (2017) Abstract API for 3D printing hardware and software resources. Int J Adv Manuf Technol 92(1):1519–1535
Gebler M, Schoot Uiterkamp AJM, Visser C (2014) A global sustainability perspective on 3D printing technologies. Energy Policy 74:158–167
Yosofi M, Kerbrat O, Mognol P (2018) Framework to combine technical, economic and environmental points of view of additive manufacturing processes. Procedia CIRP 69:118–123
Zhang H, Nagel JK, Al-Qas A, Gibbons E, Lee JJ-Y (2018) Additive manufacturing with bioinspired sustainable product design: a conceptual model. Procedia Manuf 26:880–891
Li Y, Linke BS, Voet H, Falk B, Schmitt R, Lam M (2017) Cost, sustainability and surface roughness quality—a comprehensive analysis of products made with personal 3D printers. CIRP J Manuf Sci Technol 16:1–11
di Angelo L, di Stefano P (2010) Parametric cost analysis for web-based e-commerce of layer manufactured objects. Int J Prod Res 48(7):2127–2140
Dinda S, Modi D, Simpson TW, Tedia S, Williams CB (2017) Expediting build time, material, and cost estimation for material extrusion processes to enable mobile applications. in ASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
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The authors would like to acknowledge the financial support from the Ministry of Education Malaysia (Higher Education), Malaysia, and Universiti Teknologi Malaysia (UTM) under the post-doctoral fellowship scholarship scheme.
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Kadir, A.Z.A., Yusof, Y. & Wahab, M.S. Additive manufacturing cost estimation models—a classification review. Int J Adv Manuf Technol 107, 4033–4053 (2020). https://doi.org/10.1007/s00170-020-05262-5
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DOI: https://doi.org/10.1007/s00170-020-05262-5