Information Package / Course Catalogue
Spectral Analysis and Chemometrics
Course Code: MME625
Course Type: Area Elective
Couse Group: Third Cycle (Doctorate Degree)
Education Language: English
Work Placement: N/A
Theory: 3
Prt.: 0
Credit: 3
Lab: 0
ECTS: 8
Objectives of the Course

The learning of parametrical and nonparametrical methods used for spectral estimation problem and the supporting of techinal applications

Course Content

Spectral estimation, Periodogram methods ,Corelogram methods

Name of Lecturer(s)
Prof. İsmail BÖĞREKCİ
Learning Outcomes
1.The following way for a signal analysis is learned
2.The defination of spectral analysis is learned
3.The nonparametric spectral analysis methods are learned
4.The nonparametric spectral analysis methods are learned
5. Principal component analysis method is learned
Recommended or Required Reading
1.Modern Spectral Estimation: Theory and Application, Steven Kay, Prentice Hall, 1988.
Weekly Detailed Course Contents
Week 1 - Theoretical
The solution of a spectral estimation problem
Week 2 - Theoretical
Nonparametric techniques
Week 3 - Theoretical
Periodogram methods
Week 4 - Theoretical
Corelogram methods
Week 5 - Theoretical
Parametric methods
Week 6 - Theoretical
Auto Regressive (AR)
Week 7 - Theoretical
Moving Average (MA)
Week 8 - Intermediate Exam
Moving Average (MA), Midterm
Week 9 - Theoretical
Auto Regressive Moving Average (ARMA)
Week 10 - Theoretical
Yule-Walker Equations
Week 11 - Theoretical
The least squares methods
Week 12 - Theoretical
Levinson-Durbin Algorithms
Week 13 - Theoretical
The methods based on eigen vector decomposition
Week 14 - Theoretical
Principal component analysis, The multisignal classification
Week 15 - Final Exam
Final Exam
Week 16 - Final Exam
Final Exam
Assessment Methods and Criteria
Type of AssessmentCountPercent
Midterm Examination1%40
Final Examination1%60
Workload Calculation
ActivitiesCountPreparationTimeTotal Work Load (hours)
Lecture - Theory143498
Assignment70535
Individual Work73342
Midterm Examination19211
Final Examination112214
TOTAL WORKLOAD (hours)200
Contribution of Learning Outcomes to Programme Outcomes
PÇ-1
PÇ-2
PÇ-3
PÇ-4
PÇ-5
PÇ-6
PÇ-7
PÇ-8
PÇ-9
PÇ-10
PÇ-11
PÇ-12
PÇ-13
PÇ-14
OÇ-1
3
4
5
5
4
3
3
4
5
5
4
3
5
4
OÇ-2
5
4
3
3
4
5
5
4
3
3
4
5
5
4
OÇ-3
3
4
5
5
4
3
3
4
5
5
4
3
3
5
OÇ-4
4
5
3
3
4
5
5
4
3
5
4
3
3
4
OÇ-5
5
4
3
3
3
3
4
5
5
4
4
3
4
5
Adnan Menderes University - Information Package / Course Catalogue
2026