| Course Name |
Applied Probability and Statistics for Engineers
|
|
Code
|
Semester
|
Theory
(hour/week) |
Application/Lab
(hour/week) |
Local Credits
|
ECTS
|
|
ME 315
|
SPRING
|
3
|
0
|
3
|
6
|
| Prerequisites | None | |||||
| Course Language | English | |||||
| Course Type | Required (Core Course) | |||||
| Course Level | First Cycle | |||||
| Mode of Delivery | ||||||
| Teaching Methods and Techniques of the Course | Lecture/Presentation | |||||
| National Occupational Classification Code | - | |||||
| Course Coordinator |
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| Course Lecturer(s) |
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| Assistant(s) | - | |||||
| Course Objectives | The aim of this course is to provide engineering students with knowledge and skills in fundamental probability theory, statistical analysis methods, and experimental design; and to enable them to make data-driven decisions, design appropriate experiments, collect data, and analyze and interpret the results in the context of engineering problems. | |||||||||||||||||||||||||||||||||||||||||||||
| Learning Outcomes |
The students who succeeded in this course;
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| Course Description | This course covers fundamental probability concepts, random variables and probability distributions, descriptive statistics, confidence intervals, hypothesis testing, linear regression analysis, and experimental design in engineering. Students will learn to analyze engineering data, construct models, and design experiments to produce meaningful and interpretable results. | |||||||||||||||||||||||||||||||||||||||||||||
| Related Sustainable Development Goals |
-
|
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Core Courses |
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| Major Area Courses |
X
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| Supportive Courses |
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| Media and Managment Skills Courses |
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| Transferable Skill Courses |
|
| Week | Subjects | Required Materials | Learning Outcome |
| 1 | Basic probability concepts | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Bölüm 2 | LO1 |
| 2 | Random variable concept and basic probability distributions | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Chapter 3&4 | LO1 |
| 3 | Random variable concept and basic probability distributions | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Chapter 3&4 | LO1 |
| 4 | Introduction to statistics | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Chapter 6&7 | LO1 |
| 5 | Introduction to statistics | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Chapter 6&7 | LO1 |
| 6 | Applications of Confidence Intervals and Hypothesis Tests in Engineering Problems: Single and Two-Sample Cases | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Chapter 8&9&10 | LO2 |
| 7 | Applications of Confidence Intervals and Hypothesis Tests in Engineering Problems: Single and Two-Sample Cases | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Chapter 8&9&10 | LO2 |
| 8 | Midterm exam | - | |
| 9 | Applications of Confidence Intervals and Hypothesis Tests in Engineering Problems: Single and Two-Sample Cases | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Chapter 8&9&10 | LO2 |
| 10 | Applications of Simple and Multiple Linear Regression in Engineering Problems | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Bölüm 11 ve 12 | LO3 |
| 11 | Applications of Simple and Multiple Linear Regression in Engineering Problems | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Bölüm 11 ve 12 | LO3 |
| 12 | Applications of Design of Experiments and Analysis Methods in Engineering | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Bölüm 13 ve 14 | LO4 |
| 13 | Applications of Design of Experiments and Analysis Methods in Engineering | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Bölüm 13 ve 14 | LO4 |
| 14 | Applications of Design of Experiments and Analysis Methods in Engineering | Montgomery, Douglas C., and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons, 2019. Bölüm 13 ve 14 | LO4 |
| 15 | Review | - | |
| 16 | Final exam | - |
| Course Notes/Textbooks |
- Montgomery Douglas C. and George C. Runger. Applied Statistics and Probability for Engineers. John Wiley & Sons 2019. ISBN-13: 978-1118539712 ISBN-10: 1118539710 |
| Suggested Readings/Materials |
- Navidi William. Principles of Statistics for Engineers and Scientists. McGraw-Hill 2021. ISBN-13: 978-1260570731 ISBN-10: 1260570738 |
| Semester Activities | Number | Weighting | LO1 | LO2 | LO3 | LO4 |
| Quizzes / Studio Critiques | 3 | 15 | X | X | X | |
| Project | 1 | 20 | X | |||
| Midterm | 1 | 30 | X | X | X | |
| Final Exam | 1 | 35 | X | X | X | X |
| Total | 6 | 100 |
| Semester Activities | Number | Duration (Hours) | Workload |
|---|---|---|---|
| Participation | - | - | - |
| Theoretical Course Hours | 16 | 3 | 48 |
| Laboratory / Application Hours | - | - | - |
| Study Hours Out of Class | 14 | 3 | 42 |
| Field Work | - | - | - |
| Quizzes / Studio Critiques | 3 | 5 | 15 |
| Portfolio | - | - | - |
| Homework / Assignments | - | - | - |
| Presentation / Jury | - | - | - |
| Project | 1 | 20 | 20 |
| Seminar / Workshop | - | - | - |
| Oral Exams | - | - | - |
| Midterms | 1 | 25 | 25 |
| Final Exam | 1 | 30 | 30 |
| Total | 180 |
| # | PC Sub | Program Competencies/Outcomes | * Contribution Level | ||||
| 1 | 2 | 3 | 4 | 5 | |||
| 1 |
Engineering Knowledge: Knowledge of mathematics, science, basic engineering, computation, and related engineering discipline-specific topics; the ability to apply this knowledge to solve complex engineering problems. |
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| 1 |
Mathematics |
LO1 LO2 LO3 | |||||
| 2 |
Science |
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| 3 |
Basic Engineering |
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| 4 |
Computation |
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| 5 |
Related engineering discipline-specific topics |
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| 6 |
The ability to apply this knowledge to solve complex engineering problems |
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| 2 |
Problem Analysis: Ability to identify, formulate and analyze complex engineering problems using basic knowledge of science, mathematics and engineering, and considering the UN Sustainable Development Goals relevant to the problem being addressed. |
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| 3 |
Engineering Design: The ability to devise creative solutions to complex engineering problems; the ability to design complex systems, processes, devices or products to meet current and future needs, considering realistic constraints and conditions. |
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| 1 |
Ability to design creative solutions to complex engineering problems |
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| 2 |
Ability to design complex systems, processes, devices or products to meet current and future needs, considering realistic constraints and conditions |
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| 4 |
Use of Techniques and Tools: Ability to select and use appropriate techniques, resources, and modern engineering and computing tools, including estimation and modeling, for the analysis and solution of complex engineering problems, while recognizing their limitations. |
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| 5 |
Research and Investigation: Ability to use research methods to investigate complex engineering problems, including literature research, designing and conducting experiments, collecting data, and analyzing and interpreting results. |
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| 1 |
Literature research for the study of complex engineering problems |
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| 2 |
Designing experiments |
LO4 | |||||
| 3 |
Ability to use research methods, including conducting experiments, collecting data. analyzing and interpreting results |
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| 6 |
Global Impact of Engineering Practices: Knowledge of the impacts of engineering practices on society, health and safety, economy, sustainability, and the environment, within the context of the UN Sustainable Development Goals; awareness of the legal implications of engineering solutions. |
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| 1 |
Knowledge of the impacts of engineering practices on society, health and safety, economy, sustainability, and the environment, within the context of the UN Sustainable Development Goals |
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| 2 |
Awareness of the legal implications of engineering solutions |
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| 7 |
Ethical Behavior: Acting in accordance with the principles of the engineering profession, knowledge about ethical responsibility; awareness of being impartial, without discrimination, and being inclusive of diversity. |
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| 1 |
Acting in accordance with the principles of the engineering profession, knowledge about ethical responsibility ethical responsibility |
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| 2 |
Awareness of being impartial and inclusive of diversity, without discriminating on any subject |
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| 8 |
Individual and Teamwork: Ability to work effectively, individually and as a team member or leader on interdisciplinary and multidisciplinary teams (face-to-face, remote or hybrid). |
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| 1 |
Ability to work individually and within the discipline |
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| 2 |
Ability to work effectively as a team member or leader in multidisciplinary teams (face-to-face, remote or hybrid) |
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| 9 |
Verbal and Written Communication: Taking into account the various differences of the target audience (such as education, language, profession) on technical issues. |
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| 1 |
Ability to communicate verbally |
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| 2 |
Ability to communicate effectively in writing |
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| 10 |
Project Management: Knowledge of business practices such as project management and economic feasibility analysis; awareness of entrepreneurship and innovation. |
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| 1 |
Knowledge of business practices such as project management and economic feasibility analysis |
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| 2 |
Awareness of entrepreneurship and innovation |
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| 11 |
Lifelong Learning: Lifelong learning skills that include being able to learn independently and continuously, adapting to new and developing technologies, and thinking questioningly about technological changes. |
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*1 Lowest, 2 Low, 3 Average, 4 High, 5 Highest
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