Simulazione

A.Y. 2024/2025
6
Max ECTS
48
Overall hours
SSD
INF/01
Language
English
Learning objectives
To build an overall view of both theoretical and practical topics in
descriptive mathematical modeling, stochastic simulation paradigms, and
analysis of numerical results produced by simulation tools.
Expected learning outcomes
Knowledges:
- mathematical methods for the descriptive modeling of both
deterministic and stochastic systems
- simulation paradigms (discrete events, agent based, system dynamics)
- statistical techniques for building, validating and improving
simulation schemes
- main internal implementation techniques of simulation software tools

Competences:
- to analyze and provide descriptive modeling of complex systems
- to choose suitable simulation paradigms
- to validate and critically analyzing numerical results

Skills:
- to build and formalize a descriptive mathematical model
- to use professional software tools to implement simulation models
- to use professional software tools to analyze the results produced by
simulation tools, and to extract knowledge from them
- to write scientific texts for presenting models, experiments and
results
Single course

This course can be attended as a single course.

Course syllabus and organization

Single session

Responsible
Lesson period
Second semester
Lectures are given in synchronous online mode. More details are given on the ARIEL course website.
Course syllabus
Theory lecture topics:
Lecture 1. Introduction to descriptive modeling and simulation paradigms.
Part 1. Modeling with Random Variables.
Part 2. Generating Random Numbers and Random Variables; Monte Carlo Methods.
Part 3. Statistical Analysis of Simulation Results.
Modeling and software tool tutorials:
Tutorial 1. Agent Based simulation (Diffusion of Technologies)
Tutorial 2. Discrete Events Based simulation (Supply Chain, Job Shops).
Tutorial 3. System Dynamics Simulation (Diffusion of influence)
Prerequisites for admission
Probability Calculus and Statistics. Basic computer programming skills.
Teaching methods
Classroom lectures, tutorials on system modeling and use of simulation tools.
Teaching Resources
S. Ross "Simulation". 5th edition (2014).
Assessment methods and Criteria
Practical project and oral theory exam.
INF/01 - INFORMATICS - University credits: 6
Lessons: 48 hours
Professor: Ceselli Alberto
Shifts:
Turno
Professor: Ceselli Alberto
Professor(s)