A Maximization Problem in Tropical Mathematics: A Complete Solution and Application Examples
Volume 27, Issue 3 (2016), pp. 587–606
Pub. online: 1 January 2016
Type: Research Article
Received
1 March 2014
1 March 2014
Accepted
1 June 2014
1 June 2014
Published
1 January 2016
1 January 2016
Abstract
An optimization problem is formulated in the tropical mathematics setting to maximize a nonlinear objective function defined by conjugate transposition on vectors in a semimodule over a general idempotent semifield. The study is motivated by problems from project scheduling, where the deviation between completion times of activities is to be maximized subject to precedence constraints. To solve the unconstrained problem, we establish an upper bound for the function, and then obtain a complete solution to a system of vector equations to find all vectors that yield the bound. An extension of the solution to handle constrained problems is discussed. The results are applied to give direct solutions to the motivational problems, and illustrated with numerical examples.