Abstract
In additive manufacturing (also known as 3D printing), a layer-by-layer buildup process is used for manufacturing parts. Modern laser 3D printers can work with various materials including metal powders. In particular, mixing various-sized spherical powders of titanium alloys is considered most promising for the aerospace industry. To achieve desired mechanical properties of the final product, it is necessary to maintain a certain proportional ratio between different powder fractions. In this paper, a modeling approach for filling up a rectangular 3D volume by unequal spheres in a layer-by-layer manner is proposed. A relative number of spheres of a given radius (relative frequency) are known and have to be fulfilled in the final packing. A fast heuristic has been developed to solve this special packing problem. Numerical results are compared with experimental findings for titanium alloy spherical powders. The relative frequencies obtained by using the imposed algorithm are very close to those obtained by the experiment. This provides an opportunity for using a cheap numerical modeling instead of expensive experimental study.
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References
Qian, M., Froes, F.H.: Titanium powder metallurgy: science, technology and applications. Butterworth-Heinemann, Oxford (2015)
Zou, L., Liu, X., Xie, H., Mao, X.: High-quality Ti–6Al–4 V alloy powder prepared by plasma rotating electrode process and its processability in hot isostatic pressing. In: Han, Y. (ed.) High Performance Structural Materials. CMC 2017, pp. 61–67. Springer, Singapore (2018)
Duriagina, Z., Trostyanchyn, A., Lemishka, I., Skrebtsov, A., Ovchinnikov, O.: The influence of chemical-thermal treatment on granulometric characteristics of titanium sponge powder. Ukr J Mech. Eng. Mater. Sci. 3, 73–80 (2017)
Duriagina, Z.A., Lemishka, I.A., Trostianchyn, A.M., et al.: The effect of morphology and particle-size distribution of VT20 titanium alloy powders on the mechanical properties of deposited coatings. Powder Metall. Met. Ceram. 57, 697–702 (2019)
Duryahina, Z.A., Kovbasyuk, T.M., Bespalov, S.A., et al.: Micromechanical and electrophysical properties of Al2O3 nanostructured dielectric coatings on plane heating elements. Mater. Sci. 52, 50–55 (2016)
Tsmots, I., Teslyuk, V., Teslyuk, T., Ihnatyev, I.: Basic components of neuronetworks with parallel vertical group data real-time processing. In: Shakhovska, N., Stepashko, V. (eds.) Advances in intelligent systems and computing II. CSIT 2017. Advances in Intelligent Systems and Computing, vol. 689, pp. 558–576. Springer, Cham (2018)
Tkachenko, R., Doroshenko, A., Izonin, I., Tsymbal, Y., Havrysh, B.: Imbalance data classification via neural-like structures of geometric transformations model: local and global approaches. In: Hu, Z., Petoukhov, S., Dychka, I., He, M. (eds.) Advances in Computer Science for Engineering and Education. ICCSEEA 2018. Advances in Intelligent Systems and Computing, vol. 754, pp. 112–122. Springer, Cham (2019)
Duriagina, Z.A., Tkachenko, R.O., Trostianchyn, A.M., Lemishka, I.A., Kovalchuk, A.M., Kulyk, V.V., Kovbasyuk, T.M.: Determination of the best microstructure and titanium alloy powders properties using neural network. J. Achiev. Mater. Manuf. Eng. 1(87), 25–31 (2018)
Tkachenko, R., Duriagina, Z., Lemishka, I., Izonin, I., Trostianchyn, A.: Development of machine learning method of titanium alloy properties identification in additive technologies. Eastern-Eur J Enterp Technol 3(12), 23–31 (2018)
Fang, T.T., Murty, K.L.: Grain-size-dependent creep of stainless steel. Mater. Sci. Eng. 61(3), L7–L10 (1983)
Bennell, J.A., Oliveira, J.F.: A tutorial in irregular shape packing problem. J. Oper. Res. Soc. 60, S93–S105 (2009)
Stetsyuk, P., Romanova, T., Scheithauer, G.: On the global minimum in a balanced circular packing problem. Optim. Lett. 10, 1347–1360 (2016)
Torres, R., Marmolejo, J.A., Litvinchev, I.: Binary monkey algorithm for approximate packing non-congruent circles in a rectangular container. Wirel Netw. (2018). https://doi.org/10.1007/s11276-018-1869-y
Litvinchev, I., Infante, L., Ozuna, L.: Packing circular-like objects in a rectangular container. Comput. Syst. Sci. Int. 54, 259–267 (2015)
Martinez, F., Murillo-Suarez, A.: Packing algorithm inspired by gravitational and electromagnetic effects. Wirel Netw. (2019). https://doi.org/10.1007/s11276-019-02011-9
Romanova, T., Pankratov, A., Litvinchev, I.: Packing ellipses in an optimized convex polygon. J. Glob. Optim. (2019). https://doi.org/10.1007/s10898-019-00777-y
Sollich, P., Wilding, N.B.: Crystalline phases of polydisperse spheres. Phys. Rev. Lett. 104, 118302 (2010)
Li, Y., Ji, W.: Stability and convergence analysis of a dynamics-based collective method for random sphere packing. J. Comput. Phys. 250, 373–387 (2013)
Burtseva, L., Salas, B.V., Romero, R., Werner, F.: Multi-Sized Sphere Packings: Models and Recent Approaches. Otto-von-Guericke-Universität Magdeburg (2015). https://doi.org/10.13140/2.1.4515.6169
Yamada, S., Kanno, J., Miyauchi, M.: Multi-sized sphere packing in containers: optimization formula for obtaining the highest density with two different sized spheres. IPSJ Online Trans 4, 126–133 (2011)
Sutou, A., Day, Y.: Global optimization approach to unequal sphere packing problems in 3D. J. Optim. Theory Appl. 114, 671–694 (2002)
Stoyan, Y., Scheithauer, G., Yaskov, G.: Packing unequal spheres into various containers. Cybern. Syst. Anal. 52, 419–426 (2016)
Kubach, T., Bortfeldt, A., Tilli, T., Gehring, H.: Greedy algorithms for packing unequal spheres into a cuboidal strip or a cuboid. Asia-Pac. J. Oper. Res. 28(6), 739–753 (2011)
Huang, W.Q., Li, Y., Akeb, H., Li, C.M.: Greedy algorithms for packing unequal circles into a rectangular container. J. Oper. Res. Soc. 56(5), 539–548 (2005)
Akeb, H.: A look-ahead-based heuristic for packing spheres into a bin: the knapsack case. Procedia Comput. Sci. 65, 652–661 (2015)
Kallrath, J., Frey, M.M.: Minimal surface convex hulls of spheres. Vietnam J. Math. 46, 883–913 (2018)
Pintér, J.D., Kampas, F.J., Castillo, I.: Globally optimized packings of non-uniform size spheres in Rd: a computational study. Optimi. Lett. 12(3), 585–613 (2018)
Hifi, M., Yousef, L.: A local search-based method for sphere packing problems. Eur. J. Oper. Res. 274, 482–500 (2019)
Kansal, A.R., Torquato, S., Stillinger, F.H.: Computer generation of dense polydisperse sphere packings. J. Chem.Phys. 117(18), 8212–8218 (2002)
ISO 3310-1. Test sieves—technical requirements and testing—Part 1: test sieves of metal wire cloth/ISO/TC24/SC8 Test sieves, sieving and industrial screens, p. 15 (2016)
Verguet, A., Messaoudi, C., Marco, S., Donnadieu, P.: An imagej tool for simplified post-treatment of TEM phase contrast images (SPCI). Micron 121, 90–98 (2019)
Walpole, R.E., Myers, R.H.: Probability and Statistics for Engineers and Scientists. Macmillan Publishing Company, New York (1985)
OriginLab. http://www.originlab.com/doc/User-Guide (date of treatment 02.01.19)
Wächter, A., Biegler, L.T.: On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Math. Program. 106(1), 25–57 (2006)
Leao, A.A.S., Toledo, F.M.B., Oliveira, J.F., Carravilla, M.A., Alvarez-Valdés, R.: Irregular packing problems: a review of mathematical models. Euro. J. Oper. Res. 282(3), 803–822 (2020)
Ma, Y., Chen, Z., Hu, W., Wang, W.: Packing irregular objects in 3D space via hybrid optimization. Comput. Gr Forum 37(5), 49–59 (2018)
Zhao, C., Jiang, L., Teo, K.L.: A hybrid chaos firefly algorithm for three-dimensional irregular packing problem. J. Ind. Manag. Optim. 16(1), 409–429 (2020)
Kovalenko, A.A., Romanova, T.E., Stetsyuk, P.I.: Balance layout problem for 3D-objects: mathematical model and solution methods. Cybern. Syst. Anal. 51, 556–565 (2015)
Stoyan, Y., Pankratov, A., Romanova, T., Chugay, A.: Optimized object packings using quasi-phi-functions. In: Fasano, G., Pintér, J. (eds.) Optimized Packings with Applications. Springer Optimization and its Applications, vol. 105, pp. 265–291. Springer, Cham (2015)
Stoyan, Y., et al.: Optimized packings in space engineering applications: Part I. In: Fasano, G., Pintér, J. (eds.) Modeling and Optimization in Space Engineering. Springer optimization and its applications, pp. 395–437. Springer, Cham (2019)
Romanova, T., Bennell, J., Stoyan, Y., Pankratov, A.: Packing of concave polyhedra with continuous rotations using nonlinear optimization. Eur. J. Oper. Res. 268, 37–53 (2018)
Pankratov, A., Romanova, T., Litvinchev, I., Marmolejo-Saucedo, J.A.: An optimized covering spheroids by spheres. Appl. Sci. 10(5), 1846 (2020)
Romanova, T., Litvinchev, I., Pankratov, A.: Packing ellipsoids in an optimized cylinder. Eur. J. Oper. Res. 285(2), 429–443 (2020)
Litvinchev, I.: Decomposition-aggregation method for convex programming problems. Optimization 22(1), 47–56 (1991)
Litvinchev, I.: Refinement of Lagrangian bounds in optimization problems. Comput. Math. Math. Phys. 47, 1101–1107 (2007)
Romanova, T., Stoyan, Y., Pankratov, A., Litvinchev, I., Marmolejo, J.A.: Decomposition algorithm for irregular placement problems. In: Vasant, P., Zelinka, I., Weber, G.W. (eds.) Advances in Intelligent Systems and Computing. Intelligent Computing and Optimization. ICO 2019, vol. 1072, pp. 214–221. Springer, Berlin (2020)
Romanowska, J., Dryzek, E., Morgiel, J., Siemek, K., Kolek, Ł., Zaguła-Yavorska, M.: Microstructure and positron lifetimes of zirconium modified aluminide coatings. Arch. Civil Mech. Eng 18(4), 1150–1155 (2018)
Szala, M., Beer-Lech, K., Gancarczyk, K., Kilic, O., Pędrak, P., Özer, A., Skic, A.: Microstructural characterization of Co-Cr-Mo casting dental alloys. Adv. Sci. Technol. Res. J. 11(4), 76–82 (2017)
Yuan, Y., Liu, L., Deng, W., Li, S.: Random-packing properties of sphero polyhedra. Powder Technol. 351, 186–194 (2019)
Wei, C., Zhang, H., An, X., Jiang, S.: Influence of particle shape on microstructure and heat transfer characteristics in blast furnace raceway with CFD-DEM approach. Powder Technol. 361, 283–296 (2020)
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This research was partially supported by CONACYT (No. 167019). A. Pankratov and T. Romanova were partially supported by the Program for the State Priority Scientific Research and Technological (Experimental) Development of the Department of Physical and Technical Problems of Energy of the National Academy of Sciences of Ukraine (No. 6541230).
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Duriagina, Z., Lemishka, I., Litvinchev, I. et al. Optimized Filling of a Given Cuboid with Spherical Powders for Additive Manufacturing. J. Oper. Res. Soc. China 9, 853–868 (2021). https://doi.org/10.1007/s40305-020-00314-9
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DOI: https://doi.org/10.1007/s40305-020-00314-9