At the end of this course, the students; 1) Learnconstraint and unconstraint optimization problems. 2) Learn linear, non-linear and square programming. 3) Learn various algorithms and applications.
MODE OF DELIVERY
Face to face
PRE-REQUISITES OF THE COURSE
No
RECOMMENDED OPTIONAL PROGRAMME COMPONENT
None
COURSE DEFINITION
Constrained Optimization. Linear Programming. Lagrange Multipliers. Quadratic Programming. Non-linear Programming. Newton Methods. Conjugate Direction Methods. Linear and Nonlinear Least Squares Problems.
COURSE CONTENTS
WEEK
TOPICS
1st Week
Constrained Optimization.
2nd Week
Linear Programming.
3rd Week
Lagrange Multipliers.
4th Week
Quadratic Programming.
5th Week
Non-linear Programming.
6th Week
Newton Methods.
7th Week
Conjugate Direction Methods.
8th Week
Mid-term
9th Week
Linear and Nonlinear Least Squares Problems.
10th Week
Linear and Nonlinear Least Squares Problems
11th Week
Linear and Nonlinear Least Squares Problems
12th Week
Linear and Nonlinear Least Squares Problems
13th Week
Linear and Nonlinear Least Squares Problems
14th Week
Linear and Nonlinear Least Squares Problems
RECOMENDED OR REQUIRED READING
1. Fletcher R., Practical Methods of Optimization, 2/E, ISBN: 0471278289, J. Wiley, 2001 2. Bradie A., A Friendly Introduction to Numerical Analysis, 6/E, ISBN-13: 9780130130549, Pearson/Prentice Hall, 2006 3. Aktaş Z., Sayısal Çözümleme, ODTÜ Yayınları, 1991
PLANNED LEARNING ACTIVITIES AND TEACHING METHODS
Lecture,Questions/Answers,Problem Solving,Other
ASSESSMENT METHODS AND CRITERIA
Quantity
Percentage(%)
Mid-term
1
30
Assignment
1
15
Quiz
5
15
Total(%)
60
Contribution of In-term Studies to Overall Grade(%)
60
Contribution of Final Examination to Overall Grade(%)
40
Total(%)
100
ECTS WORKLOAD
Activities
Number
Hours
Workload
Midterm exam
1
1,5
1,5
Preparation for Quiz
3
5
15
Individual or group work
Preparation for Final exam
1
30
30
Course hours
14
4
56
Preparation for Midterm exam
1
25
25
Laboratory (including preparation)
Final exam
1
1,5
1,5
Homework
2
10
20
Quiz
3
,8
2,4
Total Workload
151,4
Total Workload / 30
5,04
ECTS Credits of the Course
5
LANGUAGE OF INSTRUCTION
Turkish
WORK PLACEMENT(S)
No
KEY LEARNING OUTCOMES (KLO) / MATRIX OF LEARNING OUTCOMES (LO)