651-3660-00L  Analysis of Time Series in Environmental Physics and Geophysics

SemesterSpring Semester 2021
LecturersF. Haslinger, A. Obermann
Periodicityyearly recurring course
Language of instructionGerman



Courses

NumberTitleHoursLecturers
651-3660-00 GAnalyse von Zeitreihen in der Umweltphysik und Geophysik
Diese Lehrveranstaltung besteht pro Woche aus einer Stunde Vorlesung und einer Stunde Uebungen am Computer.
2 hrs
Tue08:15-10:00NO F 39 »
F. Haslinger, A. Obermann

Catalogue data

AbstractIn geoscience we are often collecting vast digitally recorded. Such time-series data can be processed to emphasize particular aspects of the signal, an enormous advantage over paper records.
We introduce fundamental tools and concepts of time-series analysis, e.g. deterministic vs stochastic processes, signal correlation, and Fourier analysis.
ObjectiveUnderstanding of various methods for the analysis of time-dependent data.
ContentBased on various data sets we illustrate basic principles of time series and apply different methods of analysis:
deterministic and stochastic processes, stationary and non-stationary processes, sampling theorem, trend analysis, auto- and cross-correlation,
frequency analysis (Fourier Transformation).

The exercises require basic knowledge of MATLAB.
Lecture notesLecture notes and exercises are made available.
Literature- R. H. Shumway and D. S. Stoffer: Time Series Analysis and its Applications. Springer, New York, 2000.
- W.H. Press, B.P. Flannery, S.A. Teukolsky und W.T. Wetterling: Numerical Recipes: The Art of Scientific Computing. Cambridge University Press.
Prerequisites / NoticePrerequisites: equivalent to the first three semester of an earth science or environmental science curriculum.

Basic knowledge of matlab

Performance assessment

Performance assessment information (valid until the course unit is held again)
Performance assessment as a semester course
ECTS credits3 credits
ExaminersA. Obermann, F. Haslinger
Typeend-of-semester examination
Language of examinationGerman
RepetitionA repetition date will be offered in the first two weeks of the semester immediately consecutive.
Additional information on mode of examinationDie Prüfung kann am Computer stattfinden.

Learning materials

No public learning materials available.
Only public learning materials are listed.

Groups

No information on groups available.

Restrictions

End of registration periodRegistration only possible until 08.02.2021

Offered in

ProgrammeSectionType
Earth and Climate Sciences BachelorMethodsW+Information