GEO4300 – Geophysical Data Science
Geophysical Data Science provides a foundation for statistical analysis and modeling of Earth System data sets. Students are initially provided 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 modeling, and hydrologic analysis, including: hypothesis testing and uncertainty analysis, stochastic processes, temporal and frequency domain analysis, principal component analysis and canonical correlation.
After completing this course you will:
- Have competence to manage, conduct quality control, and analyze and classify time series of complex geophysical data.
- Be able to 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.
- Perfrom basic kriging operations on spatial data.
- Gain skills to manage large and complex data from earth system models, reanalysis datasets, satellite products, and heterogeneous observations.
Students who are admitted to study programmes at UiO must each semester register which courses and exams they wish to sign up for in Studentweb.
If you are not already enrolled as a student at UiO, please see our information about admission requirements and procedures.
Recommended previous knowledge
- Bachelor courses in basic mathematics, statistics and hydrology/meteorology/climatology/physical geography.
- 10 credits overlap with GEO4310 – Stochastic methods in hydrology (continued)
- 10 credits overlap with GEO9310
- 10 credits overlap with GEO9300 – Geophysical Data Science
Lectures 2 x 2 hours per week. Computer lab 3 hours weekly providing data-processing and practical programming exercises. Compulsory assignments are graded and must be approved before the final written exam.
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 Students who fail to meet, are considered to have withdrawn from the course unless they have previously given notice to the Student administration (firstname.lastname@example.org).
We reserve the right to change the teaching form and examination of the course in semesters where 5 or fewer students have been admitted.
- Exercises and assignments are examined and counts together for 50%.
- Final written examination (3 hours) counts for 50%.
Language of examination
The examination text is given in English, and you submit your response in English.
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.
Explanations and appeals
Resit an examination
Students who have 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.
Withdrawal from an examination
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 one of the three attempts to sit the exam for this course, if you sit the exam for one of the following courses: GEO4310 – Stochastic methods in hydrology (continued), GEO9310, GEO9300 – Geophysical Data Science
Special examination arrangements
Application form, deadline and requirements for special examination arrangements.
The course is subject to continuous evaluation. At regular intervals we also ask students to participate in a more comprehensive evaluation.