1. Charles University in Prague Faculty of Science Curricula in Geoinformatics Faculty of Science, Charles university in Prague Markéta Potůčková Charles University in Prague Faculty of Science Department of Applied Geoinformatics

2. Geoinformatics at Charles university Charles university in Prague Faculty of Science Geography –> dept. of Cartography Department of Applied geoinformatics and cartography 1348 1920 1991 2003

3. Traditional GI curricula within geography Loosely coupled with physical and social geography – main emphasis on cartographic output products and visualization for research activities in geography More or less research on using tools for specific applications and a classic map creation Development of the new technology, approaches or methodology was restricted for different subjects individually (remote sensing, geoinformatics, cartography) Needs for change

4. Motivations for change in curricula Huge development in geoinformatics and remote sensing science Change in perception of geoinformatics as a science which gives more possibilities in research and development of new applications New requirements for the graduates Acceptance of the Bologna agreement New curriculum was created, accredited and has been used since 2003

5. Goals in geoinformatics education Not only individually develop domains within geoinformatics but outline possible combinations and methods across all subjects to solve a given problem Highlight an interdisciplinary character of geoinformatics science No possibilities to cover all specialization within one department therefore cooperation with other departments physical (hydrology, geomorphology, etc.) and social/regional (urban studies, landuse/landcover, regionalization, etc.) geography – in applications the stress is on the geoinformation content (development of new tools, data quality, …)

6. Structure of the curriculum 4 basic fields: Science and research methods Spatial data acquisition, processing and analysis Spatial data visualization and presentation Database systems Students learn appropriate subjects either in bachelor degree and in master degree Master degree is focused on geoinformatics science whereas geoinformatics is only a part of more general bachelor degree

7. Courses provided by the Department of Applied Geoinformatics and Cartography Bachelor degree

8. Introduction to university study Seminar to bachelor thesis Science and research

9. Bachelor degree Acquisition and processing of spatial data

10. Bachelor degree Visualization and presentation of spatial data

11. Bachelor degree Database systems

12. Master degree Overview on courses of the study programme “Cartography and Geoinformatics”

13. Master degree Science and research

14. Master degree Acquisition and processing of spatial data

15. Master degree Visualization and presentation of spatial data

16. Master degree Database systems

17. Science and research -Researches’ ethical code -Writing capability -Presentation capability -Working with information sources (search, analyze, use and write) -Team working -Systematic approach to solving problems Bachelor and master thesis

18. Science and research All modules (subjects) lead to a selection of the diploma thesis Examples of the diploma topics (finished in 2006): Access to GIS and spatial database from mobile devices Application of VRML for creating a web information system of … Detection of vegetation at rural areas by means of object classification Analysis of land cover changes of the model area …

19. Spatial data acquisition and processing Principles of geoinformatics, GIS, and remote sensing in bachelor degree Subjects in master degree extend the basic with knowledge and practical skills for: Data collection by means of photogrammetry, laser scanning, optical RS systems, RADAR techniques Overview of existing topographic and other databases in the Czech Republic Advanced techniques in remote sensing (object oriented classification, fuzzy aspects of the classification, etc.) Uncertainty in data sets and data quality checking

20. Spatial data visualization and presentation Using appropriate techniques users applicability General overview of cartography is given in bachelor degree (overview of the history, mathematical fundaments, basic rules for creating maps, digital cartography) Master degree more about algorithms on background processing of vector and raster data, digital image processing data distribution via web environment

21. Database systems Different approach for students: Bachelor degree Study principles of the database, using SQL, creating and using simple database systems and using databases within GIS technologies Master degree Advance database modeling issues including CASE tools, transaction and analytical systems (OLTP, OLAP) Voluntary courses in programming (C++, Java, Python)

22. Cooperation between subjects Main aim for curriculum is interdisciplinary cooperation and complex view of the problems Students choose a specialization through topic of the thesis – possibilities for voluntary modules Courses are provided with a given succession Interdisciplinary character of the curricula is finishing in diploma thesis

23. Application of acquired knowledge Example of a master thesis (defended this week) Topic: ACCURACY ASSESSMENT OF LAND SURVEY RECORDS BY REMOTE SENSING AND GIS MEANS Theoretical part: research focused on land survey records accuracy evaluation on cadastral scale in Czech republic Practical part: 1.Data acquisition from several sources (field survey, digital cadastral map, analogue maps and satellite data – IKONOS, SPOT) 2.Visual image interpretation

24. Application of acquired knowledge 3.Image classification 4.Analyzing and comparing classification results with real land use; accuracy assessment 5.Knowledge – based reclassification, importing data from different sources 6.Test of feasibility to update land use database by a proposed methodology 7.Comparison of the applied methodology with methods that has been used so far

25. Example of a master thesis (defended this week) Topic: ACCURACY ASSESSMENT OF LAND SURVEY RECORDS BY REMOTE SENSING AND GIS MEANS Theoretical part: research focused on land survey records accuracy evaluation on cadastral scale in Czech republic Practical part: Data acquisition from several sources (field survey, digital cadastral map, analogue maps and satellite data – IKONOS, SPOT) Visual image interpretation Application of acquired knowledge Science and Research Acquisition and processing

26. Image classification Analyzing and comparing classification results with real land use; accuracy assessment Knowledge – based reclassification, importing data from different sources Test of feasibility to update land use database by a proposed methodology Comparison of the applied methodology with methods that has been used so far Application acquired knowledge Acquisition and processingDatabase systemsVisualization

27. Equipment Sufficient hardware and software equipment is essential Department’s laboratories and computers rooms (also for individual working) proprietary and open source software solution (e.g. ESRI, Oracle, PCI Geomatica, Definiens Proffesional, PostgreSQL/PostGIS, Mapserver, Adobe, Corel, etc.) Enough ESRI software (basic courses) due the ESRI site license Except of the training data, own receiving station for meteorological imagery (EUMETSAT)

28. Collaboration with other departments and institutions Ongoing research projects in the field of RS (urban sprawl, monitoring of scrub pine areas, land slides) LUCC GMES Cartography Students and staff exchange programmes Erasmus (ITC, AAU, Valencia)

29. Thank you for your attention FIG symposium, Prague Scientia Est Potentia Charles University in Prague Faculty of Science