Simulation Theory and Applications (B-KUL-D0R19A)
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Aims
Upon completion of this course, the student is able to:
- Tackle complex business decision problems, for which analytical solutions are inappropriate or infeasible, using simulation in an appropriate and systematic way, adopting advanced mathematical and statistical concepts and methods.
- Apply a methodological approach in translating a problem statement into a logical sequence of solution steps, including the development of a simulation model and the specification of an experimental setup, as well the application of an appropriate statistical analysis of the simulation results.
- Interpret, explain and apply simulation results towards practical decision-making.
- Critically reflect on the developed model and the analysis of simulation results, and rely on a solid quantitative and scientific foundation in the argumentation of decisions based on simulation results.
Previous knowledge
- At the beginning of this course, the student should have sufficient knowledge of basic statistics and should have general computer skills.
- Programming skills are not required but are helpful.
Is included in these courses of study
- Doctoral Programme in Business Economics (Leuven)
- Master handelsingenieur (Leuven) 120 ects.
- Master handelsingenieur (Leuven) (Major: Productie en logistiek) 120 ects.
- Master handelsingenieur (Leuven) (Minor: Informatica voor handelsingenieurs) 120 ects.
- Master handelsingenieur (Leuven) (Minor: Productie en logistiek) 120 ects.
- Master handelsingenieur in de beleidsinformatica (Leuven) 120 ects.
- Master in de ingenieurswetenschappen: werktuigkunde (programma voor studenten gestart vóór 2024-2025) (Leuven) (Optie: manufacturing en management) 120 ects.
- Master of Statistics and Data Science (on campus) (Leuven) (Statistics and Data Science for Business) 120 ects.
- Master of Statistics and Data Science (on campus) (Leuven) (Statistics and Data Science for Industry) 120 ects.
- Master of Statistics and Data Science (on campus) (Leuven) (Theoretical Statistics and Data Science) 120 ects.
- Master in de ingenieurswetenschappen: werktuigkunde (programma voor industrieel ingenieurs of master industriële wetenschappen - aanverwante richting) (programma voor studenten gestart vóór 2023-2024) (Leuven) (Optie: manufacturing en management) 120 ects.
- Master of Information Management (Leuven) 60 ects.
- Master of Mechanical Engineering (Leuven) (Module: Manufacturing & Management) 120 ects.
- Master of Business Engineering (Leuven) 120 ects.
- Master of Business Engineering (Leuven) (Major: Production and Logistics) 120 ects.
- Master of Business Engineering (Leuven) (Minor: Business Informatics for Business Engineers) 120 ects.
- Master of Business Engineering (Leuven) (Minor: Production and Logistics) 120 ects.
- Master handelsingenieur: bidiplomering UCLouvain (inkomend) (Leuven e.a.) (Opleidingsonderdelen KU Leuven: Major: Productie en logistiek) 126 ects.
- Master of Business Engineering: Double Degree UCLouvain (incoming) (Leuven et al) (Courses KU Leuven: Major: Production and Logistics) 126 ects.
- Master of Business Engineering: Double Degree UCLouvain (outgoing) (Leuven et al) (Courses KU Leuven: Major: Production and Logistics) 127 ects.
- Master of Mobility and Supply Chain Engineering (Leuven) 120 ects.
- Master of Business and Information Systems Engineering (Leuven) 120 ects.
- Master handelsingenieur in de beleidsinformatica: bidiplomering UNamur (inkomend) (Leuven) 120 ects.
- Master of Business and Information Systems Engineering: Double Degree UNamur (incoming) (Leuven) 120 ects.
- Master of Business and Information Systems Engineering: Double Degree UNamur (outgoing) (Leuven) 120 ects.
- Courses for Exchange Students Faculty of Economics and Business (Leuven)
- Master of Management Engineering (Brussels) 120 ects.
- Master of Management Engineering (Brussels) (Major Production and Logistics) 120 ects.
- Master of Mechanical Engineering (Programme for Engineering Technology Students) (Leuven) (Module: Manufacturing & Management) 120 ects.
Activities
6 ects. Simulation Theory and Applications (B-KUL-D0R19a)
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Content
Chapter 1: Introduction: what is simulation
Chapter 2: Fundamental concepts and building blocks in simulation
Chapter 3: Simulation software: Arena
Chapter 4: Constructing simple models: modeling basic operations and inputs
Chapter 5: Modeling detailed operations
Chapter 6: Statistical output analysis, process analysis & optimization
Chapter 7: Constructing more complex models, steady-state statistical analysis of non-terminating simulations
Chapter 8: Modeling transfer of entities: transporters and conveyors
Chapter 9: Generating random variates & variance reduction techniques
Course material
Books:
- D. Kelton, R. Sadowski & N. Swets, Simulation with Arena, 5th edition, McGraw Hill, International edition, 2010, 636 p., ISBN 978-007-126771-7 (Required)
- A.M. Law & D. Kelton, Simulation Modelling and Analysis, 3rd Revised edition, McGraw Hill Higher Education, 2000, ISBN-13 : 978-0071165372 (Recommended)
Software
- Rockwell Automation Technologies, Arena Version 12.00.00: Windows compatible software including extended Online Help function which can be downloaded from http://highered.mcgraw-hill.com/sites/0073376280/student_view0/arena_software_download.html
Toledo
- Course material will be made available on Toledo: slides, reader, etc.
Format: more information
Evaluation
Evaluation: Simulation Theory and Applications (B-KUL-D2R19a)
Explanation
Features of the evaluation
* Assignments can take place during the academic year. Assignments may have to be carried out in teams of multiple students. The deadline for submitting the assignments will be communicated via Toledo by the lecturer.
* The final exam takes place on-campus and may consist of multiple choice questions and/or open questions.
Determination of final grades
* The grades are determined by the lecturer as communicated via Toledo and stated in the examination schedule. The result is calculated and communicated as a number on a scale of 20.
* There is a correction for guessing on multiple choice questions, unless indicated otherwise.
* The final grade is a weighted score consisting of one or more assignments (maximum 40%), and the final examination (minimum 60%), as announced on Toledo. The assignments take place during the academic year. Peer review may apply for the assignments.
Second examination opportunity
* The features of the evaluation and/or the determination of grades may differ between the first and the second examination opportunity.
* Marks for assignments are counted again in the third exam period. Students can retake assignments upon request by e-mail to the lecturer by July 10 latest.