Course Information
SemesterCourse Unit CodeCourse Unit TitleT+P+LCreditNumber of ECTS CreditsLast Updated Date
5ENM305Simulation3+2+04530.10.2026
Course Details
Language of Instruction Turkish
Level of Course Unit Bachelor's Degree
Department / Program Industrial Engineering
Type of Program Formal Education
Type of Course Unit Compulsory
Course Delivery Method Face To Face
Objectives of the Course By the end of the course, students will have acquired the modeling skills—applied in a computer-based environment—that will enable them to analyze, design, develop, and examine systems within the manufacturing and service sectors.
Course Content This course covers the modeling and analysis of systems using simulation techniques. It examines the applications of simulation in manufacturing and service systems for the purposes of studying system behavior, comparing alternative systems, and performing optimization. The course also covers input and output analysis in simulation, fundamental concepts of modeling, and the basics of the simulation software ARENA.
Course Methods and Techniques insite
Prerequisites and co-requisities None
Course Coordinator None
Name of Lecturers Asist Prof.Dr. Jamil Hallak
Assistants None
Work Placement(s) No

Recommended or Required Reading
Resources Law, A.M. and Kelton, W.D. (2000) Simulation Modeling and Analysis Banks, J. and J. S. Carson (2009). Discrete-event system simulation. Gilbert, G. N. and K. G. Troitzsch (2005). Simulation for the Social Scientist. UK, fa. Hedtst, U. Simulation diskreter Prozesse. Kelton, D. W., et al. Simulation with Arena. Macal, C. M. and M. J. North (2010). "Tutorial on agent-based modelling and simulation." Journal of Simulation 4(3): 151-162. Ross, S. M. (2012). Simulation.
Course Notes Law, A.M. and Kelton, W.D. (2000) Simulation Modeling and Analysis
Banks, J. and J. S. Carson (2009). Discrete-event system simulation. Gilbert, G. N. and K. G. Troitzsch
(2005). Simulation for the Social Scientist. UK, fa. Hedtst, U. Simulation diskreter Prozesse. Kelton, D. W.,
et al. Simulation with Arena. Macal, C. M. and M. J. North (2010). "Tutorial on agent-based modelling and
simulation." Journal of Simulation 4(3): 151-162. Ross, S. M. (2012). Simulation.
Documents .
Assignments .
Exams .

Course Category
Field %100

Planned Learning Activities and Teaching Methods
Activities are given in detail in the section of "Assessment Methods and Criteria" and "Workload Calculation"

Assessment Methods and Criteria
In-Term Studies Quantity Percentage
Quizzes 1 % 10
Project 1 % 30
Final examination 1 % 60
Total
3
% 100

 
ECTS Allocated Based on Student Workload
Activities Quantity Duration Total Work Load
Course Duration 15 3 45
Hours for off-the-c.r.stud 15 6 90
Project 1 10 10
Total Work Load   Number of ECTS Credits 5 145

 
Course Learning Outcomes: Upon the successful completion of this course, students will be able to:
Bilgi 
1 Simülasyonun tanımı ve simülasyon modelleri hakkında bilgi sahibi olur.
3 Rassal sayıların üretilme yöntemlerini öğrenir.
Beceri 
2 Ayrık olay simülasyonu, kuyruk simülasyonu, ajan temelli simülasyon gibi farklı türleri karşılaştırır ve tanır.
4 Simülasyon uygulamalarını ayrıntılı olarak tanır.

 
Weekly Detailed Course Contents
WeekTopicsStudy MaterialsMaterials
1 Giriş
2 Benzetim (Simülasyon) Temel Kavramlar
3 Simülasyon(Benzetim) Temel Yapısı ve Aşamaları
4 Kesikli Olay Benzetimi Discrete Event Simulation
5 Simülasyon Benzetim Örnekleri (Tek Kaynaklı Örnek) – Elle/Excel
6 İki Kaynaklı El ile Benzetim Örnekleri Elle simülasyonla gerçek problemlerin analizi
7 Berber ve Gazete Satışı Benzetimi Excel Çözümü (Excel ile Benzetim)
8 ARA SINAV HAFTASI
9 Benzetimde İstatistik ve Olasılık 1
10 Benzetimde İstatistik ve Olasılık 2
11 Simülasyonda modelleme dillerine giriş – arena
12 Çıktı analizi
13 Benzetim uygulamaları - arena’da modellemede ileri konular-ı
14 Benzetim uygulamaları - arena’da modellemede ileri konular-ıı
15 projeler

 
Contribution of Learning Outcomes to Programme Outcomes
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 P14 P15 P16 P17 P18 P19 P20 P21 P22 P23 P24
In1 3 3
In3 4 4 4 4
Sk2 3 3 3
Sk4 4 4 4 4 3 3

  Contribution: 1: Very Slight 2:Slight 3:Moderate 4:Significant 5:Very Significant