SYSTEM DYNAMICS MODELLING AND SIMULATION FOR INTELLIGENT ORGANIZATIONS
Syllabus
EN
IT
Learning Objectives
LEARNING OUTCOMES:
The course aims to equip students with both theoretical and practical knowledge necessary for interpreting and managing complex dynamic systems, providing them with advanced expertise in:
• Understanding the core principles of Systems Thinking and its evolution into System Dynamics.
• Mastering techniques for modeling and simulating dynamic systems using professional tools.
• Critically evaluating classic sustainability models, including Limits to Growth (Meadows) and their relevance to the Sustainable Development Goals (SDGs).
• Applying dynamic modeling to complex and sustainable business scenarios.
• Developing customized models to address real-world challenges.
KNOWLEDGE AND UNDERSTANDING:
By the end of the course, students will be able to:
• Demonstrate a solid understanding of Systems Thinking principles and dynamic modeling.
• Explain the historical evolution and interdisciplinary applications of the System Dynamics approach.
APPLYING KNOWLEDGE AND UNDERSTANDING
Students will acquire the ability to:
• Employ a systemic perspective to analyze complex real-world problems.
• Assess static and dynamic models, understanding their underlying assumptions and limitations.
• Construct systems thinking diagrams and dynamic models using specialized tools like Vensim PLE.
• Design and conduct simulations to predict system behavior and assess policy impacts in dynamic environments.
MAKING JUDGEMENTS
• Develop a critical perspective on sustainability models and their implications for business and institutional decision-making.
• Integrate Systems Thinking into organizational decision-making processes.
COMMUNICATION SKILLS:
• Effectively communicate key System Dynamics concepts in academic and professional contexts.
• Present and discuss model outputs and simulation results with clarity and methodological rigor.
LEARNING SKILLS:
• Develop advanced problem-solving skills applicable to complex, multidisciplinary contexts.
• Independently explore and deepen their understanding of dynamic models for sustainable system management.
The course aims to equip students with both theoretical and practical knowledge necessary for interpreting and managing complex dynamic systems, providing them with advanced expertise in:
• Understanding the core principles of Systems Thinking and its evolution into System Dynamics.
• Mastering techniques for modeling and simulating dynamic systems using professional tools.
• Critically evaluating classic sustainability models, including Limits to Growth (Meadows) and their relevance to the Sustainable Development Goals (SDGs).
• Applying dynamic modeling to complex and sustainable business scenarios.
• Developing customized models to address real-world challenges.
KNOWLEDGE AND UNDERSTANDING:
By the end of the course, students will be able to:
• Demonstrate a solid understanding of Systems Thinking principles and dynamic modeling.
• Explain the historical evolution and interdisciplinary applications of the System Dynamics approach.
APPLYING KNOWLEDGE AND UNDERSTANDING
Students will acquire the ability to:
• Employ a systemic perspective to analyze complex real-world problems.
• Assess static and dynamic models, understanding their underlying assumptions and limitations.
• Construct systems thinking diagrams and dynamic models using specialized tools like Vensim PLE.
• Design and conduct simulations to predict system behavior and assess policy impacts in dynamic environments.
MAKING JUDGEMENTS
• Develop a critical perspective on sustainability models and their implications for business and institutional decision-making.
• Integrate Systems Thinking into organizational decision-making processes.
COMMUNICATION SKILLS:
• Effectively communicate key System Dynamics concepts in academic and professional contexts.
• Present and discuss model outputs and simulation results with clarity and methodological rigor.
LEARNING SKILLS:
• Develop advanced problem-solving skills applicable to complex, multidisciplinary contexts.
• Independently explore and deepen their understanding of dynamic models for sustainable system management.
Prerequisites
None
Program
The course is divided into 5 parts:
PART I - GENERAL INTRODUCTION OF THE COURSE
PART II - SYSTEM THINKING
PART III - SYSTEM DYNAMICS
PART IV - APPLICATIONS OF ST/SD METHODOLOGIES: THEORY & EXAMPLES
PART V - APPLICATION OF ST/SD METHODOLOGIES: EXERCISES & DISCUSSION
PART I - GENERAL INTRODUCTION OF THE COURSE
PART II - SYSTEM THINKING
PART III - SYSTEM DYNAMICS
PART IV - APPLICATIONS OF ST/SD METHODOLOGIES: THEORY & EXAMPLES
PART V - APPLICATION OF ST/SD METHODOLOGIES: EXERCISES & DISCUSSION
Books
Senge P. (1990), The Fifth Discipline: The Art and Practice of the Learning Organization. Doubleday.
All Slides, Videos and Articles available on the course Team.
All Slides, Videos and Articles available on the course Team.
Bibliography
Articles:
1. Fiorani G., Armenia S., Meneguzzo M (2010), The dynamics and economic impact of the cultural event “La Notte Bianca Romana”, DSI Essays Series, Vol. 14, p. 3-30, McGraw-Hill, Milano, ISBN 978-88-386-6243-0.
1. Fiorani G., Armenia S., Meneguzzo M (2010), The dynamics and economic impact of the cultural event “La Notte Bianca Romana”, DSI Essays Series, Vol. 14, p. 3-30, McGraw-Hill, Milano, ISBN 978-88-386-6243-0.
Teaching methods
The course includes theoretical lectures, computer-based simulations and short practical assignments to be completed and discussed in class. Non-attending students are required to complete the practical assignments independently and discuss them during the exam.
The course also requires the development and submission of a final Project Work, which includes a written report, the construction of a simulation model, and an oral presentation.
The course also requires the development and submission of a final Project Work, which includes a written report, the construction of a simulation model, and an oral presentation.
Exam Rules
Assessment is based on a Project Work, which consists of a written report (70% of the final grade) and an oral presentation (30% of the final grade).
The Project Work includes the exercises carried out during the course (or completed independently by non-attending students).
The detailed Project Work Format is available among the course materials and is illustrated during the introductory lesson.
The Project Work includes the exercises carried out during the course (or completed independently by non-attending students).
The detailed Project Work Format is available among the course materials and is illustrated during the introductory lesson.
Attendance Rules
Attendance is not compulsory, but strongly recommended.