Abstract
This paper deals with the global solution of the general multi-parametric mixed integer linear programming problem with uncertainty in the entries of the constraint matrix, the right-hand side vector, and in the coefficients of the objective function. To derive the piecewise affine globally optimal solution, the steps of a multi-parametric branch-and-bound procedure are outlined, where McCormick-type relaxations of bilinear terms are employed to construct suitable multi-parametric under- and overestimating problems. The alternative of embedding novel piecewise affine relaxations of bilinear terms in the proposed algorithmic procedure is also discussed.
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Acevedo J., Pistikopoulos E.N.: A parametric MINLP algorithm for process synthesis problems under uncertainty. Ind. Eng. Chem. Res. 35(1), 147–158 (1996)
Acevedo J., Pistikopoulos E.N.: A multiparametric programming approach for linear process engineering problems under uncertainty. Ind. Eng. Chem. Res. 36, 717–728 (1997)
Acevedo J., Salgueir M.: An efficient algorithm for convex multiparametric nonlinear programming problems. Ind. Eng. Chem. Res. 42(23), 5883–5890 (2003)
Al-Khayyal F.A.: Jointly constrained bilinear programs and related problems: an overview. Comput. Math. Appl. 19(11), 53–62 (1990)
Bemporad A., Filippi C.: An algorithm for approximate multiparametric convex programming. Comput. Opt. Appl. 35(1), 87–108 (2006)
Bemporad A., Morari M., Dua V., Pistikopoulos E.: The explicit linear quadratic regulator for constrained systems. Automatica 39(10), 1845–1846 (2003)
Benson H.P.: Algorithms for parametric nonconvex programming. J. Optim. Theory Appl. 38, 319–340 (1982)
Borrelli F., Bemporad A., Morari M.: Geometric algorithm for multiparametric linear programming. J. Optim. Theory Appl. 118(3), 515–540 (2003)
Dinkelbach W.: Sensitivitatsanalysen und Parametrische Programmierung. Springer, Berlin (1969)
Domínguez L.F., Narcisco D.A., Pistikopoulos E.N.: Recent advances in multiparametric nonlinear programming. Comput. Chem. Eng. 34(5), 707–716 (2010)
Dua V., Bozinis A., Pistikopoulos E.N.: A multiparametric programming approach for mixed-integer quadratic engineering problems. Comput. Chem. Eng. 26, 715–733 (2002)
Dua V., Papalexandri K.P., Pistikopoulos E.N.: Global optimization issues in multiparametric continuous and mixed-integer optimization problems. J. Glob. Opt. 30(1), 59–89 (2004)
Dua V., Pistikopoulos E.N.: Algorithms for the solution of multiparametric mixed-integer nonlinear optimization problems. Ind. Eng. Chem. Res. 38(10), 3976–3987 (1999)
Dua V., Pistikopoulos E.N.: An algorithm for the solution of multiparametric mixed integer linear programming problems. Ann. Oper. Res. 99(1–4), 123–139 (2000)
Faísca N.P., Kosmidis V.D., Rustem B., Pistikopoulos E.N.: Global optimization of multi-parametric MILP problems. J. Glob. Opt. 45(1), 131–151 (2009)
Fiacco A., Kyparisis J.: Convexity and concavity properties of the optimal value function in parametric nonlinear-programming. J. Optim. Theory Appl. 48(1), 95–126 (1986)
Fiacco A.V.: Global multi-parametric optimal value bounds and solution estimates for separable parametric programs. Ann. Oper. Res. 27(1), 381–395 (1990)
Filippi C.: An algorithm for approximate multiparametric linear programming. J. Optim. Theory Appl. 120(1), 73–95 (2004)
Floudas C.A.: Deterministic Global Optimization: Theory, Methods, and Applications. Springer, Berlin (2000)
Gal T.: Rim multiparametric linear programming. Manag. Sci. 21(5), 567–575 (1975)
Gal T.: Postoptimal Analyses, Parametric Programming, and Related Topics: Degeneracy, Multicriteria Decision Making, Redundancy. W. de Gruyter, Berlin (1995)
Gal T., Nedoma J.: Multiparametric linear programming. Math. Program. Stud. 18, 406–422 (1972)
Gounaris C.E., Misener R., Floudas C.A.: Computational comparison of piecewise linear relaxations for pooling problems. Ind. Eng. Chem. Res. 48(12), 5742–5766 (2009)
Hasan M.M.F., Karimi I.A.: Piecewise linear relaxation of bilinear programs using bivariate partitioning. AIChE J. 56(7), 1880–1893 (2010)
Horst R., Pardalos P.M., Thoai N.V.: Introduction to Gobal Optimization. Springer, Berlin (2000)
Janak S., Janak S., Floudas C.: A new robust optimization approach for scheduling under uncertainty: II. Uncertainty with known probability distribution. Comput. Chem. Eng. 31(3), 171–195 (2007)
Kvasnica, M., Grieder, P.: M.B.: Multi-Parametric Toolbox (MPT), http://control.ee.ethz.ch/mpt/
Li Z., Ierapetritou M.G.: A new methodology for the general multiparametric mixed-integer linear programming MILP problems. Ind. Eng. Chem. Res. 46(15), 5141–5151 (2007)
Li Z., Ierapetritou M.G.: Process scheduling under uncertainty using multiparametric programming. AIChE J. 53(12), 3183–3203 (2007)
Li Z., Ierapetritou M.G.: Process scheduling under uncertainty: review and challenges. Comput. Chem. Eng. 32(4-5), 715–727 (2008)
Li Z., Ierapetritou M.G.: Robust optimization for process scheduling under uncertainty. Ind. Eng. Chem. Res. 47(12), 4148–4157 (2008)
Lin X., Janak S., Floudas C.: A new robust optimization approach for scheduling under uncertainty: I. Bounded uncertainty. Comput. Chem. Eng. 28(6), 1069–1085 (2004)
McCormick G.P.: Computability of global solutions to factorable nonconvex programs: Part I: Convex underestimating problems. Math. Program. 10(1), 147–175 (1976)
Misener R., Thompson J.P., Floudas C.A.: APOGEE: Global optimization of standard, generalized, and extended pooling problems via linear and logarithmic partitioning schemes. Comput. Chem. Eng. 35(5), 876–892 (2011)
Mitsos, A., Barton, P.I.: Parametric mixed-integer 0-1 linear programming: The general case for a single parameter. Eur. J. Operat. Res. 194(3), 663–686
Pardalos P.M., Coleman T.F.: Lectures on Global Optimization. American Mathematical Soc, Providence (2009)
ParOS: Parametric optimization solutions ltd (http://www.parostech.co.uk)
Pertsinidis A., Grossmann I.E., McRae G.J.: Parametric optimization of MILP programs and a framework for the parametric optimization of MINLPs. Comput. Chem. Eng. 22(Supplement 1), 205–212 (1998)
Pistikopoulos E.N., Georgiadis M., Dua V.: Multi-Parametric Model-Based Control Vol. 2: Theory and Applications. Wiley-VCH, UK (2007)
Ryu J., Pistikopoulos E.N.: A novel approach to scheduling of zero-wait batch processes under processing time variations. Comput. Chem. Eng. 31(3), 101–106 (2007)
Ryu J., Vivek D., Pistikopoulos E.N.: Proactive scheduling under uncertainty: a parametric optimization approach. Ind. Eng. Chem. Res. 46(24), 8044–8049 (2007)
Sahinidis, N., Tawarmalani, M.: Gams/Baron 5.0: Global optimization of mixed-integer nonlinear programs
Tondel P., Johansen T.A., Bemporad A.: An algorithm for multi-parametric quadratic programming and explicit mpc solutions. Automatica 39(3), 489–497 (2003)
Verderame P.M., Elia J.A., Li J., Floudas C.A.: Planning and scheduling under uncertainty: a review across multiple sectors. Ind. Eng. Chem. Res. 49(9), 3993–4017 (2010)
Wicaksono D.S., Karimi I.A.: Piecewise MILP under- and overestimators for global optimization of bilinear programs. AIChE J. 54(4), 991–1008 (2008)
Wittmann-Hohlbein, M., Pistikopoulos, E.N.: A two-stage method for the approximate solution of general multi-parametric mixed-integer linear programming (mp-MILP) problems (submitted)
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Wittmann-Hohlbein, M., Pistikopoulos, E.N. On the global solution of multi-parametric mixed integer linear programming problems. J Glob Optim 57, 51–73 (2013). https://doi.org/10.1007/s10898-012-9895-2
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DOI: https://doi.org/10.1007/s10898-012-9895-2