System Dynamics Modeling and Analysis
Masteremne
- Studiepoeng
- 10
- Undervisningssemester
- Haust
- Emnekode
- GEO-SD303
- Talet på semester
- 1
- Undervisningsspråk
- English
- Ressursar
- Timeplan
- Litteraturliste
Emnebeskrivelse
Mål og innhald
This course is an introduction to system dynamics modeling and analysis of non-linear, dynamic systems with emphasis on the relationship between system structure and behavior. Students learn to build, simulate and test models of social, natural, and hybrid systems, to analyze the structural causes of dynamic problems. The students gain a deep understanding of the intimate relationship between structure and behavior in complex, dynamic systems, i.e., how structure gives rise to behavior and how the resulting behavior may feed back to change the relative significance of the structural components of the system. This enables the students to analyze dynamic problems and to develop and evaluate solutions of their own choice to mitigate the problems. The students will learn how to translate qualitative and mathematical models (e.g., Adam Smith's theory of converging rewards, Robert Solow's model of economic growth, etc.) into system dynamics models, expose them to further scrutiny, and prepare them for formal testing and analysis. The students also learn to distill the essence of a modeling experience and to communicate their analysis and design conclusions in the form of summary reports.
Læringsutbyte
On completion of the course, the student should have the following learning outcomes defined in terms of knowledge, skills and general competence:
Knowledge
The student
- Develops reference modes of behavior for a dynamic problem;
- Formulates dynamic hypotheses that involve feedback loops to explain the reference modes of behavior;
- Translates the dynamic hypotheses into system dynamics models;
- Formulates human decision and physical rules including nonlinear relationships;
- Explains the relationship between structure and dynamic behavior in non-linear systems;
- Explains the shifts in the dominance of a system's feedback loops; and,
- Identifies and applies important and widely used generic structures to common issues in different application areas.
Skills
The student
- Applies their knowledge of system dynamics modeling in a series of problems that will be presented in class;
- Recognizes dynamic patterns of problem behavior and the corresponding underlying structures;
- Investigates the turbulent dynamics arising from an underlying, non-linear structure by way of computer-based modeling and simulation;
- Makes judgements about how well a model structure contributes to the explanation of an observed or hypothesized dynamic behavior; and,
- Distinguishes the solutions that improve the system's dynamic behavior from those that deteriorate it.
General competence
The student
- Writes convincing reports of their modeling, simulation, and analysis activities;
- Distills the essence of their insights and present it in the form of system diagrams and accompanying summary explanation;
- Recognizes scientific literature in the field of system dynamics;
- Identifies materials and resources for further development as a skilled modeler, problem evaluator, and policy designer; and,
- Determines pathways for further system dynamics modeling.
Studiepoeng, omfang
10 ECTS
Studienivå (studiesyklus)
Master
Undervisningssemester
Autumn
Krav til forkunnskapar
None
Tilrådde forkunnskapar
GEO-SD302 or other adequate background in modelling is strongly recommend.
Studiepoengsreduksjon
GEO-SD203 - 10 ects
Krav til studierett
Arbeids- og undervisningsformer
The course consists of live-streamed, recorded, and stored lectures with active participation by students on introductory materials and assignments, and with classroom modeling and simulation activities both by lecturer and teaching assistants. Course meetings include lectures and labs. The exam is in the last (sixth) week of the course.
Obligatorisk undervisningsaktivitet
Four homework assignments.
Vurderingsformer
7 days take home exam (100% of grade).
Karakterskala
An ECTS grade is provided to the student at the end of the course according to the A-F scale.
Vurderingssemester
Autumn
Students with valid absence as defined in the UiB regulations § 5-5 can apply for an extended submission deadline. The application must be submitted before the deadline for submission has expired. Maximum one week extension.Students with valid absence as defined in the UiB regulations § 5-5 can apply for an extended submission deadline. The application must be submitted before the deadline for submission has expired. Maximum one week extension.
Litteraturliste
The reading list will be ready before 1 July for the autumn semester and 1 December for the spring semester.
Emneevaluering
All courses are evaluated according to UIB's system for quality assurance of education.
Programansvarleg
The Programme Committee is responsible for the content, structure and quality of the study programme and courses
Administrativt ansvarleg
The Department of Geography at the Faculty of Social Sciences has the administrative responsibility for the course