Abstract
Current research efforts related to 4D printing (4DP) has reached an unprecedented level in smart materials (SM) driven era. It is mainly about manufacturing parts/products combining additive manufacturing (AM) techniques and reactive matters. The latter association leads to transformable products presenting abilities of shape morphing, colour changing, etc., after being triggered with adequate stimuli. Thus, many ad-hoc solutions appeared in literature, in the last decade, with different dispersed expertises. Indeed, the information available about how to carry such smart products automatically is limited and poorly known. This lack of common core knowledge is primarily due to the various skills involved in printing stimuli-reactive products. Hence, different user profiles, i.e. the product designer, product architect, process planner, etc., cannot take profit from this pioneering technology. Thus, the product design process must incorporate such technology to tackle design for 4DP issues. In this context, this paper proposes a framework that starts from establishing an ontological structure for the semantic and logical description of smart products respecting multi-dimensionalism (three- and four-dimensional objects), semantic reasoning theories and description logic language. The latter describes formally the proposed ontology and defines knowledge extraction from the above-mentioned ontology respecting some user profiles needs. At the end, a strategy for integrating this federated knowledge in cognitive CAD methods and tools is deployed.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Tibbits, S., McKnelly, C., Olguin, C., Dikovsky, D., Hirsch, S.: 4D printing and universal transformation. In: Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture, pp. 539–548 (2014).
Momeni, F., Mehdi, S.M., Liu, X., Ni, J.: A review of 4D printing. Mater. Des. 122, 42–79 (2017)
Choi, J., Kwon, O., Jo, W., Lee, H.J., Moon, M.-W.: 4D printing technology: a review. 3D Print. Addit. Manuf. 2(4), 159–167 (2015)
Kuang, X., et al.: Grayscale digital light processing 3D printing for highly functionally graded materials. Sci. Adv. 5(5), 1–10 (2019)
Holt, R., Barnes, C.: Towards an integrated approach to ‘“Design for X”: an agenda for decision-based DFX research. Res. Eng. Des. 21, 123–136 (2010)
Kang, Y., Walish, J.J., Gorishnyy, T., Thomas, E.L.: Broad-wavelength-range chemically tunable block-copolymer photonic gels. Nat. Mater. 6, 957–960 (2007)
Woodruff, M.A., Hutmacher, D.W.: The return of a forgotten polymer polycaprolactone in the 21st century. Prog. Polym. Sci. 35, 1217–1256 (2010)
Westbrook, K.K., Qi, H.J.: Actuator designs using environmentally responsive hydrogels. J. Intell. Mater. Syst. Struct. 19(5), 597–607 (2008)
Yakacki, B.C.M., Shandas, R., Safranski, D., Ortega, A.M., Sassaman, K., Gall, K.: Strong, tailored, biocompatible shape-memory polymer networks. Adv. Funct. Mater. 18, 2428–2435 (2008)
Anand, L., Ames, N.M., Srivastava, V., Chester, S.A.: A thermo-mechanically coupled theory for large deformations of amorphous polymers. Part I: Formulation. Int. J. Plast. 25(8), 1138–1182 (2009)
Jinlian, H., Meng, H., Li, G.Q., Ibekwe, S.I.: A review of stimuli-responsive polymers for smart textile applications. Smart Mater. Struct. 21(5), 053001 (2012). https://doi.org/10.1088/0964-1726/21/5/053001
Lebel, L.L., Aissa, B., Ali, M., Khakani, E., Therriault, D.: Ultraviolet-assisted direct-write fabrication of carbon nanotube/polymer nanocomposite microcoils. Adv. Mater. 22, 592–596 (2010)
Roy, D., Cambre, J.N., Sumerlin, B.S.: Future perspectives and recent advances in stimuli-responsive materials. Prog. Polym. Sci. 35, 278–301 (2010)
Cohen, M.A., et al.: Emerging applications of stimuli-responsive polymer materials. Nat. Mater. 9(2), 101–113 (2010). https://doi.org/10.1038/nmat2614
Zarek, M., et al.: 4D printing shape memory polymers for dynamic jewellery and fashionwear. Virtual Physi. Prototyp. 11(4), 263–270 (2016)
Ahmed, S., Lauff, C., Ounaies, Z., Simpson, T.W.: Multi-field responsive origami structures : preliminary modeling and experiments. In: ASME 2013 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference IDETC/CIE, August (2013)
Holmes, D.P., Roché, M., Sinha, T., Stone, H.A.: Bending and twisting of soft materials by non-homogenous swelling. Soft Matter 7(11), 5188–5193 (2011)
Best, J.P., Neubauer, M.P., Javed, S., Dam, H.H., Fery, A., Caruso, F.: Mechanics of pH-responsive hydrogel capsules. Langmuir 29(31), 9814–9823 (2013). https://doi.org/10.1021/la402111v
Stoychev, G., Turcaud, S., Dunlop, J.W.C., Ionov, L.: Hierarchical multi-step folding of polymer bilayers. Adv. Funct. Mater. 23, 2295–2300 (2013). https://doi.org/10.1002/adfm.201203245
Thérien-Aubin, H., Wu, Z.L., Nie, Z., Kumacheva, E.: Multiple shape transformations of composite hydrogel sheets multiple. J. Am. Chem. Soc. 12, 4834–4839 (2013)
Knaian, A.N.: Programmable matter. Phys. Today 66(6), 64–65 (2013)
Ge, Q., Qi, H.J., Dunn, M.L., Ge, Q., Qi, H.J., Dunn, M.L.: Active materials by four-dimension printing. Appl. Phys. Lett. 103(131901), 102–108 (2013)
Tibbits, S.: 4D Printing: Multi Material Shape Change, pp. 116–121 (2013)
Lee, Y., Lee, H., Hwang, T., Lee, J., Cho, M.: Sequential Folding Using Light-activated Polystyrene Sheet. Nature Publishing Group, pp. 1–9 (2015)
Khare, V., Sonkaria, S., Lee, G.-Y., Ahn, S.-H., Chu, W.-S.: From 3D to 4D printing – design, material and fabrication for multi-functional multi-materials. Int. J. Precis. Eng. Manuf. Green Technol. 4(3), 291–299 (2017). https://doi.org/10.1007/s40684-017-0035-9
Khoo, Z.X., et al.: 3D printing of smart materials: a review on recent progresses in 4D printing. Virtual Phys. Prototyp. 10(3), 103–122 (2015)
Raviv, D., et al.: Active printed materials for complex self evolving deformations. Sci. Rep. 4(7422), 1–9 (2014)
Ge, Q., Dunn, C.K., Qi, H.J., Dunn, M.L.: Active origami by 4D printing. IOP Sci. 23(9), 094007 (2014)
Lauff, C., et al.: Differentiating bending from folding in origami engineering using active materials. In: Proceedings of the ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference IDETC/CIE 2014, Buffalo, New York, USA, pp. 1–12 (2014)
Naficy, S., Gately, R., Iii, R.G., Xin, H., Spinks, G.M.: 4D printing of reversible shape morphing hydrogel structures. Macromol. Mater. Eng. 1–9 (2016).
Peraza-hernandez, E.A., Hartl, D.J., Malak, R.J.: Origami-inspired active structures: a synthesis and review. IOP Sci. 23(9), 094001 (2014)
Hager, M.D., Bode, S., Weber, C., Schubert, U.S.: Shape memory polymers: past, present and future developments. Prog. Polym. Sci. 49–50, 3–33 (2015)
Khademhosseini, A., Langer, R.: A decade of progress in tissue engineering. Nat. Protoc. 11(10), 6–9 (2016)
Sydney Gladman, A., Matsumoto, E.A., Nuzzo, R.G., Mahadevan, L., Lewis, J.A.: Biomimetic 4D printing. Nat. Mater. 15(4), 413–418 (2016)
Sossou, G., Demoly, F., Belkebir, H., Qi, H.J., Gomes, S., Montavon, G.: Design for 4D printing: a voxel-based modeling and simulation of smart materials. Mater. Des. 175, 107798 (2019)
Sossou, G., Demoly, F., Belkebir, H., Qi, H.J., Gomes, S., Montavon, G.: Design for 4D printing: modeling and computation of smart materials distributions. Mater. Des. 181, 108074 (2019)
Borst, W.: Construction of Engineering Ontologies (1997)
Gruber, T.R.: A translation approach to portable ontology specifications. Knowl. Aquisit. 5(2), 199–220 (1993)
Studer, R., Benjamins, V.R., Fensel, D.: Knowledge engineering: principles and methods. Data Knowl. Eng. 25(1–2), 161–197 (1998)
Dartigues, C., Ghodous, P., Gruninger, M., Pallez, D., Sriram, R.: CAD/CAPP integration using feature ontology. Concurr. Eng. Res. Appl. 15(2), 237–249 (2007)
Grüninger, M., Delaval, A.: A first-order cutting process ontology for sheet metal parts. In: Frontiers in Artificial Intelligence and Applications, Formal Ontologies Meet Industry 198, vol. 8. IOS Press, Amsterdam, pp. 22–33 (2019)
Bateman, J., Garcia, A., Garcia, L.E.R.: An ontology-based feature recognition and design rule checker for engineering. In: Proceedings of the Workshop “Ontologies Come of Age in the Semantic Web”, Bonn, Germany, pp. 48–59 (2011)
Kim, S., Rosen, D.W., Witherell, P., Ko, H.: A Design for additive manufacturing ontology to support manufacturability analysis. J. Comput. Inf. Sci. Eng. 19(4), 041014 (2019)
Liang, J.S.: An ontology-oriented knowledge methodology for process planning in additive layer manufacturing. Robot. Comput. Integr. Manuf. 53, 28–44 (2018)
Zhang, Y., Luo, X., Zhao, Y., Zhang, H.C.: An ontology-based knowledge framework for engineering material selection. Adv. Eng. Inform. 29(4), 985–1000 (2015)
Hagedorn, T.J., et al.: Interoperability of Disparate Engineering Domain Ontologies Using Basic Formal Ontology, Abstract 4828 (2019)
Dimassi, S., et al.: An ontology based-framework to formalize and represent 4D printing knowledge in design. Comput. Ind. 126, 103374 (2021)
Baader, F., Horrocks, I., Lutz, C., Sattler, U.: An Introduction to Description Logic. Cambridge University Press, Cambridge (2017). https://doi.org/10.1017/9781139025355
Andreasen, M.M.: 45 years with design methodology. J. Eng. Des. 22(5), 293–332 (2011)
Liu, J., Hu, X.: A reuse oriented representation model for capturing and formalizing the evolving design rationale. Artif. Intell. Eng. Des. Anal. Manuf. 27(4), 401–413 (2013)
Bonvoisin, J., Halstenberg, F., Buchert, T., Stark, R.: A systematic literature review on modular product design. J. Eng. Des. 27(7), 488–514 (2016)
Demoly, F., Monticolo, D., Eynard, B., Rivest, L., Gomes, S.: Multiple viewpoint modelling framework enabling integrated product-process design. Int. J. Interact. Des. Manuf. 4(4), 269–280 (2010)
Demoly, F., Yan, X.T., Eynard, B., Rivest, L., Gomes, S.: An assembly oriented design framework for product structure engineering and assembly sequence planning. Robot. Comput. Integr. Manuf. 27(1), 33–46 (2011)
Kuo, T.C., Huang, S.H., Zhang, H.C.: Concurrent engineering and DFMA/DFX in the development of automotive components. Proc. CIRP 41, 241–260 (2001)
Segonds, F., Rivette, M., Turpault, S., Peyre, P.: Design for additive manufacturing (DfAM) methodologies: a proposal to foster the design of microwave waveguide components. Virtual Phys. Prototyp. 14(2), 175–187 (2019)
Wiberg, A., Persson, J., Ölvander, J.: Design for additive manufacturing – a review of available design methods and software. Rapid Prototyp. J. 25(6), 1080–1094 (2019)
Acknowledgements
This research activity is part of a much larger project in the field of design for 4D printing. The authors would like to thank the French Ministère de l’Enseignement Supérieure et de la Recherche, the French “Investissements d’Avenir” program, project ISITE-BFC (contract ANR-15-IDEX-0003) as main financial supports of this research program, and S. mart Franche-Comté network for their participation.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2022 IFIP International Federation for Information Processing
About this paper
Cite this paper
Dimassi, S., Demoly, F., Cruz, C., Gomes, S. (2022). From Dispersed Knowledge to Ontology: A Proposal for Formalizing and Integrating 4D Printing in Design. In: Canciglieri Junior, O., Noël, F., Rivest, L., Bouras, A. (eds) Product Lifecycle Management. Green and Blue Technologies to Support Smart and Sustainable Organizations. PLM 2021. IFIP Advances in Information and Communication Technology, vol 640. Springer, Cham. https://doi.org/10.1007/978-3-030-94399-8_7
Download citation
DOI: https://doi.org/10.1007/978-3-030-94399-8_7
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-94398-1
Online ISBN: 978-3-030-94399-8
eBook Packages: Computer ScienceComputer Science (R0)