IE 468 - Optimization Modeling & Methods
Industrial Engineering, Penn State University


Mathematical modeling of linear, integer, and nonlinear programming problems and computational methods for solving these classes of problems.

Text: Introduction to Mathematical Programming, 4th Edition, by W.L. Winston, M. Venkataramanan, Duxbury Press, 2003

Prerequisites:

IE 405 - Linear Programming
MATH 231 - Calculus of Several Variables

Frequency of Offering: Every Third Semester

Course Content:
  • Introduction to mathematical modeling
    General guidelines in model building; Basic steps in model formulation; The general form of a mathematical optimization model; Examples of mathematical models; Model validity.

  • Linear programming
    Brief review of linear programming; Using a modeling language (e.g., LINGO, GAMS) to develop linear programming models; Solving linear programming problems using one or more of LINGO, LINDO, GAMS; Interpretation and analysis of results.

  • Integer programming
    Formulating integer programming problems (such as knapsack problems, capital budgeting problems, sequencing problems, scheduling problems, set covering problems, and fixed charge problems); Graphical interpretation and solution of simple integer models; Basic concepts of branch-and-bound and implicit enumeration; Basic concepts of cutting-plane methods; Modeling and solution of integer programming problems using one or more of LINGO, LINDO, GAMS.

  • Nonlinear programming
    Formulation of nonlinear programming problems (such as least-squares estimation, facility location models, portfolio selection, nonlinear transportation models); Numerical techniques for solving one-variable unconstrained problems (e.g., golden-section search, bisection search); Multivariate unconstrained optimization (e.g., Hooke-Jeeves, Newton's Method); Basic concepts of optimality conditions for constrained optimization and graphical interpretations; Modeling and solving general nonlinear programming problems using one or more of LINGO, GAMS.



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Last modified: February 26, 2007