LEARN FLOOD AND DROUGHT MONITORING USING FREE AND OPEN SATELLITE DATA, PROGRAMMING AND SOFTWARE TOOLS VIA JUPYTER NOTEBOOKS AND GOOGLE EARTH ENGINE
Floods and droughts are among the world’s most devasting disasters. Timely spatial information on such events may reduce their impact and the analysis of past events can assist in effective prevention and mitigation.
Participants will be introduced to opportunities for monitoring floods and drought using analysis-ready EO images and products and open and online source tools for subsequent analysis. The course starts with an overview of the various operational EO satellite Data and Information Access Services (DIAS) – catalogues, through which satellite products are made freely available to the public. This is followed by an overview of the physical processes underlying droughts and floods along with an introduction to state-of-the-art relevant EO products. Subsequently, remote sensed based individual water balance components (like precipitation, evapotranspiration, soil moisture and water level) are treated by accessing EO data from online catalogues using programming tools allowing cloud-based data processing, analyses and data download. The end of the course incorporates the EO retrievals into studies of water balance components including tools of hydro-GIS like geometric delineation from DEMs and water modelling approaches. Finally, an assignment of a topic of interest, applying the knowledge gained and tools introduced, will complete the course.
This course is intended for mid-career professionals with a background in hydrology, meteorology or water resources and environmental management who would like to know more about the available Earth Observations data and product for the monitoring of floods and droughts while upgrading their data acquisitions and processing skills. Individuals interested on how these products are developed, how to gain access to them and get acquainted with the open source and online tools available for analysis of these product.
During the course participants will be introduced and acquainted with current state-of-art opportunities for monitoring floods and drought using readily available free accessible Earth Observation (EO) data and products and open source tools for cloud based and local analysis.
The course objectives are both having a focus on the physical processes related to floods and droughts as well as emphasising the current capabilities using open cloud-based data computing and advanced free operational tools relevant for these applications.
With regard to flood and drought monitoring, upon completion of this course, the participant is able to:
- LO 1 Explain the physical processing underlying floods and drought;
- LO 2 Describe remote sensing methods available for monitoring floods and drought;
- LO 3 Access Earth Observation (EO) data products from a suite of Data and Information Access Services relevant for flood and drought monitoring;
- LO 4 Process EO data products from online catalogues into relevant flood and drought information;
- LO 5 Perform basic hydrological analyses on EO based flood and drought information for a catchment or river basin.
With regard to geospatial and satellite data processing for flood and drought assessment, the participant is upon completion of this course able to:
- LO1 Use Python scripting in combination with Jupyter Notebooks and required site packages for data (pre-) processing in the cloud;
- LO2 Use of JAVA scripting or the Python GEEMap site-package in Google Earth Engine;
- LO3 Retrieve the results obtained to their local processing system and conduct further single or time series analysis in conjunction with local datasets;
- L04 Processing a powerful set of free and open data in conjunction with free and robust software tools.
Recent developments in online technology for both analysis and processing revolutionised the procedures of image processing in environmental applications. This course aims at the double objective of introducing the participants to the online processing capability of petabytes of free EO multi-source and multi-temporal data which can be applied to study drought and flood hazards.
The course tackles the data, means and tools required for the market of spatial development of today in any kind of initiative requiring the input of Earth Observation and free online environmental data catalogues. The focus on hazards like droughts and floods aims to support the SDGs related to food security and climate (SDGs 1, 2, 3, 13 and 15). The course is designed to positively impact your possibilities in the job market both in the GOs and NGOs sectors.
The course has been designed for 10 weeks. Each week you complete one module of course, which consists of a lecture and an exercise to bring into practice what was learnt. The study load of the entire course is 84 hours which means that you need to spend a minimum of 8 hours per week on the course. The course ends with an assignment with a study load of 12 hours.
Hardware minimum requirements: Laptop/PC with MS Windows 10, Intel(R) Core(TM) i5, 32 GB RAM, 50 GB free disc space or equivalent.
Software requirements: Free and open software tools are at the core of this course, next to Python and the Jupyter Notebook site-package, other essential Python site-packages, a recent ESA SNAP version, QGIS LTR 3.16 (Hannover) and ILWIS version 3.8.6 will be used. Participants will be required to (freely) register for Google Earth Engine and Google Drive, the Copernicus Climate Data Store and depending on the assignment developed eventually for other open data access portals, like the FAO WaPOR, the Copernicus Space Component Data Access Portal, the Copernicus Open Access Hub and the Copernicus Open Data Access Portal at EUMETSAT.
Academic level and background
Applicants for an online course should have a Bachelor degree or equivalent from a recognised university in a discipline related to the course, preferably combined with working experience in a relevant field.
The faculty accepts transcripts, degrees and diplomas in the following languages: Dutch, English, German, French and Spanish. It is at the discretion of the faculty to require additional English translations of all documents in other languages as well.
Success in your studies requires a high level of English proficiency. Therefore, prospective students with an international (other than Dutch) degree must meet the English language requirement. As proof that you meet this requirement, you will be asked in the application procedure to upload one of the requested language certificates:
- IELTS (academic) with an overall band score of at least 6.0 (with a minimum sub-score of 6.0 for speaking and writing) and certificates not older than two years.
- TOEFL iBT (internet-based) with an overall score of 80 (with a minimum sub-score of 20 for speaking) and certificates not older than two years. Please note that the University of Twente does not accept the MyBest scores of the TOEFL test.
- Cambridge C1 Advanced Formerly known as; Cambridge English Advanced (CAE), obtained with an A, B or C grade.
- Cambridge C2 Proficiency Formerly known as; Cambridge English Proficiency (CPE) obtained with an A, B or C grade.
Only these internationally recognised test results are accepted. Without a valid certificate, we cannot process your application.
- Ensure you have obtained a valid English test result before the application deadline. If your application is accompanied by a language test score report with a test date after our application deadline, we will not process it. Therefore, make sure to do the test in advance, as it will take time for you to get the official certificate.
- When applying for a scholarship, the language requirements may be different because scholarship providers may have different requirements.
- If you have studied in a former British or American colony, you must take one of the internationally recognised English language tests.
You are exempted from the English language requirement if you hold:
- a relevant bachelor's degree from an accredited academic institution in the Netherlands
- if you are a national of one of the countries in this list (PDF)
- a three-year bachelor's degree in Australia, Canada (English-speaking part), Ireland, New Zealand, UK or USA. When your awarding institution is in one of these countries, but your teaching institution was not, you are not exempted. The same rule applies to distance (online) education.
To follow online education you must have basic computer experience, regular access to internet, and e-mail. For some courses, additional computer skills are required (see description of specific course).
Technical requirements online education and assessment
For online education, we formulated guidelines to guarantee optimal performance. For online oral exams and proctoring during online assessments, the webcam and headset requirements need to be met.
GIS and remote sensing
Most online courses, except for the introductory course, require knowledge of, and skills in, working with GIS and/or digital image processing of remotely sensed data.
Candidates are asked to provide proof of identity during the registration process.