Abstract
In optimized packing problems a set of objects have to be allocated completely inside a number of containers (containment condition) without overlapping, while optimizing a certain objective. In some applications, a distance between the objects (and/or the objects and the container) has to be at least a certain given threshold. Analytical representations for non-overlapping, containment and distant conditions are proposed for the objects and containers defined by systems of inequalities. The placement constraints are transformed to optimization problems, corresponding optimality conditions are stated using Lagrangian multipliers technique and then are used as constraints to the overall optimized packing problem. The objects can be freely rotated and translated. For the objects presented by convex polytopes, rotations and translations are reduced to defining positions of the vertices subject to shapes preservation. Numerical results are provided to illustrate the proposed approach.
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References
Leao AAS, Toledo FMB, Oliveira JF, Carravilla MA, Alvarez-Valdez R (2020) Irregular packing problems: a review of mathematical models. Eur J Oper Res 282(3):803–822
Romanova T, Litvinchev I, Pankratov A (2020) Packing ellipsoids in an optimized cylinder. Eur J Oper Res 485(2):429–443
Wang B (2011) Coverage problems in sensor networks: a survey. ACM Comput Surv 43:1–56
Zhu L, Fan C, Wu H, Wen Z (2016) Coverage optimization algorithm of wireless sensor network based on mobile nod. Int J Online Biomed Eng 12(8):45–50
Kallrath J (2009) Cutting circles and polygons from area-minimizing rectangles. J Glob Optim 43:299–328
Kampas FJ, Pintér JD, Castillo I (2016) General ellipse packings in an optimized circle using embedded Lagrange multipliers. http://www.optimization-online.org/DB_HTML/2016/01/5293.html
Kampas F, Castillo I, Pintér J (2019) Optimized ellipse packings in regular polygons. Optim Lett 13(7):1583–1613
Romanova T, Bennell J, Stoyan Y, Pankratov A (2018) Packing of concave polyhedra with continuous rotations using nonlinear optimization. Eur J Oper Res 268(1):37–53
Litvinchev I, Infante L, Ozuna L (2015) Packing circular-like objects in a rectangular container. J Computer Syst Sci Int 54:259–267
Litvinchev I, Infante L, Ozuna L (2014) Approximate circle packing in a rectangular container: integer programming formulations and valid inequalities, in: 5th international conference on computational logistics, Springer, pp. 47-60
Torres R, Marmolejo JA, Litvinchev I (2018) Binary monkey algorithm for approximate packing non-congruent circles in a rectangular container. Wireless Netw. https://doi.org/10.1007/s11276-018-1869-y
Pankratov A, Romanova T, Litvinchev I, Marmolejo JA (2020) An optimized covering spheroids by spheres. Appl Sci 10(5):1846. https://doi.org/10.3390/app10051846
Chernov N, Yu S, Romanova T (2010) Mathematical model and efficient algorithms for object packing problem. Comput Geom 43(5):535–553
Kovalenko AA, Romanova TE, Stetsyuk PI (2015) Balance layout problem for 3D-objects: mathematical model and solution methods. Cybern Syst Anal 51(4):556–565
Litvinchev I (2020) Modeling containment and non-overlaping in optimized packing. Technical report, PISIS-2020-1 Graduate program in systems engineering, UANL, Mexico
Boyd S, Vandenberghe L (2004) Convex optimization. Cambridge University Press, Cambridge
Hanson MA (1999) Invexity and the Kuhn-Tucker theorem. J Math Anal Appl 236(2):594–604
Murty KG (2010) Optimization for decision making: linear and quadratic models. Springer
Coxeter HSM (1973) Regular Polytopes 3rd edition. Dover, NY
Sahinidis NV (2019) BARON 19.12.7: global optimization of mixed-integer nonlinear programs, User's manual
Tawarmalani M, Sahinidis NV (2005) A polyhedral branch-and-cut approach to global optimization. Math Progr 103(2):225–249
Kallrath J, Frey MM (2019) Packing circles into perimeter-minimizing convex hulls. J Glob Optim 73:723–759
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Litvinchev, I., Romanova, T., Corrales-Diaz, R. et al. Lagrangian Approach to Modeling Placement Conditions in Optimized Packing Problems. Mobile Netw Appl 25, 2126–2133 (2020). https://doi.org/10.1007/s11036-020-01556-w
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DOI: https://doi.org/10.1007/s11036-020-01556-w