A method for solving the general parametric linear complementarity problem

This paper presents a solution method for the general (mixed integer) parametric linear complementarity problem pLCP(q(θ),M), where the matrix M has a general structure and integrality restriction can be enforced on the solution. Based on the equivalence between the linear complementarity problem and mixed integer feasibility problem, we propose a mixed integer programming formulation with an objective of finding the minimum 1-norm solution for the original linear complementarity problem. The parametric linear complementarity problem is then formulated as multiparametric mixed integer programming problem, which is solved using a multiparametric programming algorithm. The proposed method is illustrated through a number of examples.

[1]  R. A. Danao On the Parametric Linear Complementarity Problem , 1997 .

[2]  Ikuyo Kaneko,et al.  Isotone solutions of parametric linear complementarity problems , 1977, Math. Program..

[3]  Yves Smeers,et al.  A new resolution method for the parametric linear complementarity problem , 2001, Eur. J. Oper. Res..

[4]  Klaus Tammer Parametric Linear Complementarity Problems , 1996 .

[5]  G. Maier A Parametric Linear Complementarily Problem , 1972 .

[6]  J. B. Rosen,et al.  Global optimization approach to the linear complementarity problem , 1988 .

[7]  Alberto Bemporad,et al.  An algorithm for multi-parametric quadratic programming and explicit MPC solutions , 2003, Autom..

[8]  Richard W. Cottle,et al.  Linear Complementarity Problem. , 1992 .

[9]  R. Kipp Martin,et al.  Large scale linear and integer optimization - a unified approach , 1998 .

[10]  Richard W. Cottle Monotone solutions of the parametric linear complementarity problem , 1972, Math. Program..

[11]  Efstratios N. Pistikopoulos,et al.  An Algorithm for the Solution of Multiparametric Mixed Integer Linear Programming Problems , 2000, Ann. Oper. Res..

[12]  Manfred Morari,et al.  Multiparametric Linear Complementarity Problems , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[13]  B. Eaves A finite algorithm for the linear exchange model , 1976 .

[14]  Nimrod Megiddo On monotonicity in parametric linear complementarity problems , 1977, Math. Program..

[15]  R. Sridhar,et al.  Integer Solution for Linear Complementarity Problem , 1998, Math. Oper. Res..

[16]  Panos M. Pardalos,et al.  The integer linear complementarity problem , 1990 .

[17]  Marianthi G. Ierapetritou,et al.  Process scheduling under uncertainty using multiparametric programming , 2007 .

[18]  Michael C. Ferris,et al.  Engineering and Economic Applications of Complementarity Problems , 1997, SIAM Rev..