IND E 513

LINEAR OPTIMIZATION MODELS IN ENGINEERING

AUTUMN 2014

 

M W 1:00-2:20 pm  MEB 245

 

 

Syllabus

Lecture Notes

Assignments

 

Instructor: Zelda B. Zabinsky

 

Contact Information:

 

Office: MEB G9

Email: zelda@u.washington.edu

Phone: (206) 543-4607

Course webpage: http://courses.washington.edu/inde513

 

Office hours: Mondays 3:00-4:00 pm, and Tuesdays 3:30-5:00 pm

 

Course Objectives:

 

To learn classical topics as well as some state-of-the art concepts in the theory and practice of Linear Optimization at an introductory/intermediate graduate level in engineering. Applications to interesting problems in applied mathematics, engineering, medicine, business and financial economics will be considered.

 

Prerequisites:

 

Basic linear algebra.  A previous course in linear optimization may be helpful but is not necessary.

 

Textbook:

 

Introduction to Linear Optimization by Dimitris Bertsimas and John N. Tsitsiklis, 1997

Book Review at Athena Scientific: http://athenasc.com/linoptbook.html 

 

Additional Reference Books:

Ahuja, Magnanti and Orlin, Network Flows: Theory, Algorithms, and Applications

Bazaraa, Jarvis and Sherali, Linear Programming and Network Flows

Best and Ritter, Linear Programming: Active Set Analysis and Computer Programs

Birge and Louveaux, Introduction to Stochastic Programming

Chvatal, Linear Programming

Denardo, Dynamic Programming: Models and Applications

Murty, Linear Programming

Schrijver, Theory of Linear and Integer Programming

Wolsey, Integer Programming

 

Approximate Course Outline:

Introduction, examples and formulations (Ch. 1)

Geometry of LPs (Ch. 2)

Simplex method (Ch. 3)

Duality theory (Ch. 4)

Sensitivity analysis (Ch. 5)

Selected topics from:

Large scale optimization (Ch. 6)

Network flow problem (Ch. 7)

Complexity and ellipsoid method (Ch. 8)

Interior point methods (Ch. 9)

Detailed syllabus updated on website

 

Grading and Course Policies:  

Homework 20%, In-class Exam 40%, Take-home Exam 40%

 

Homework 20%. You will have homework nearly every week. Please turn in your homework in class, in my mailbox in G6 MEB, or slip it under my office door (G9 MEB). Late homework will not be accepted. You are allowed, in fact, encouraged to discuss homework problems in groups. However, the homework solutions must be written independently.

 

In-class Exam (midterm) 40%. This will be an open book, in-class exam. You can bring written materials including class notes and the textbook, but no computer or inter-net access is allowed during this exam.

 

Take-home Exam (final) 40%. You will have a take-home exam at the end of the quarter. You can use class notes, any books, library reference material, and the Internet while taking this exam. You may NOT collaborate with anyone else during this exam, which must be solved entirely on your own. You are NOT allowed to discuss problems on the final exam with other students until the instructor explicitly permits you to do so.

 

This class is run according to the student conduct code at http://www.washington.edu/students/handbook/conduct.html and at http://www.engr.washington.edu/mycoe/am/amprocess.html.