Programmes → I.M.Sc. in Mathematical Sciences and M.Sc. in Statistics-OR
First Course on Operations Research
Course Code: IM 456; ST 577 | Credits: 4 | Prerequisite: Linear Algebra, Calculus
Syllabus Details
- Unit I:(Formulation) Introduction to vector spaces and matrix algebra; formulation of linear programming problems with illustrative examples; graphical method of solving an LPP in two variables.
- Unit II:(Theory of Linear Programming) The linear programming model and the various forms of an LPP; foundations and theory: convex sets, feasible solution, basic solution, basic feasible solution, optimal solution; geometry of polyhedra.
- Unit III:(Simplex Method and Duality) Simplex method and its demonstration, the optimal solution, dual of an LPP, fundamental theorems of duality, dual simplex method, sensitivity analysis.
- Unit IV:(Assignment, Transportation and Convexity) Formation and solution of the assignment and transportation problems; convex functions and their generalizations, checking convexity of functions, optimization of convex functions.
Course Learning Objective
- Convert a given real world context into a linear programming problem.
- Apply the graphical and simplex methods to a given LPP.
- Analyze the optimal solution.
- Evaluate the various methods of solving LPPs and carry out post-optimality analysis.
- Model assignment and transportation problems.
- Interpret the optimal solutions of linear programming, assignment and transportation problems.
- Discuss the convexity of a function and find an optimal solution of a convex function.
Recommended Books
- Murty, Katta G. Operations Research: Deterministic Optimization Models. Prentice-Hall, 1995
- Murty, Katta G. Linear Programming. Wiley, 1983
- Bazaraa, Mokhtar S., Jarvis, John J. and Sherali, Hanif D. Linear Programming and Network Flows. 2nd ed. Wiley, 2003
- Saigal, Romesh. Linear Programming: A Modern Integrated Analysis. Springer, 2012
- Bertsimas, Dimitris and Tsitsiklis, John N. Introduction to Linear Optimization. Athena Scientific, 1997
- Fourer, Robert, Gay, David M. and Kernighan, Brian W. AMPL: A Modeling Language for Mathematical Programming. Brooks/Cole, 1999