GEO4300 – Geophysical Data Science

Course content

Geophysical Data Science provides a foundation for statistical analysis and modelling of Earth System data sets. Students are initially provided with a review of core fundamental statistical concepts: probability, distribution, linear and multiple regression. Through the semester, course material will advance to cover important tools in climate, earth system modelling, and hydrologic analysis, including hypothesis testing and uncertainty analysis, stochastic processes, temporal and frequency domain analysis, principal component analysis and canonical correlation.

Learning outcome

After completing this course, you will be able to

  • manage, conduct quality control, and analyze and classify time series of complex geophysical data
  • statistically characterize and model geophysical data
  • conduct analysis of extreme events in the temporal and frequency domain
  • conduct multiple linear regression
  • evaluate spatio-temporal?variability
  • develop stochastic models and evaluate residuals from geophysical data
  • conduct basic time series analysis
  • perform basic kriging operations on spatial data
  • manage large and complex data from earth system models, reanalysis datasets, satellite products, and heterogeneous observations

Admission to the course

Students admitted at UiO must?apply for courses?in Studentweb. Students enrolled in other Master's Degree Programmes can, on application, be admitted to the course if this is cleared by their own study programme.

Nordic citizens and applicants residing in the Nordic countries may?apply to take this course as a single course student.

If you are not already enrolled as a student at UiO, please see our information about?admission requirements and procedures for international applicants.

Overlapping courses

Teaching

Teaching consists of lectures 2 x 2 hours per week and 3 hours of computer lab weekly, providing data-processing and practical programming exercises. You must submit written reports on a minimum of 6 (out of 7) exercises, which will count towards the final grade.

Attendance at the first lecture is compulsory. Students who fail to meet are considered to have withdrawn from the course unless they have previously given notice to the Student administration (studieinfo@geo.uio.no).

We reserve the right to change the teaching?form and examination of the course in semesters where 5 or fewer students have been admitted.

Examination

  • 6 out of 7 written reports together count 30% towards the final grade.

  • The final written examination counts 70% towards the final grade.

  • The reports and the final written examination must be passed separately to pass the course.

It is possible to take the exam up to 3 times. If you?withdraw from the exam?after the deadline or during the exam, this will be counted as an examination attempt.

It will also be counted as 1 of the 3 attempts to sit the exam for this course if you sit the exam for one of the following courses:

Examination support material

Approved calculator

Language of examination

Courses taught in English will only offer the exam paper in English.

You may write your examination paper in Norwegian, Swedish, Danish or English.

Grading scale

Grades are awarded on a scale from A to F, where A is the best grade and F is a fail. Read more about the grading system.

Resit an examination

Students who can document a valid reason for absence from the regular examination are offered a postponed examination at the beginning of the next semester.

Re-scheduled examinations are not offered to students who withdraw during, or did not pass, the original examination.

More about examinations at UiO

You will find further guides and resources at the web page on examinations at UiO.

Last updated from FS (Common Student System) Dec. 25, 2024 5:54:45 AM

Facts about this course

Level
Master
Credits
10
Teaching
Autumn
Examination
Autumn
Teaching language
English

Contact

Department of Geosciences