Internship | Fast generation of meteorological data with machine-learning based model

To estimate global emissions of greenhouse gasses, simulation models are used that are driven by meteorological data. This project will enhance the speed of these simulation models, and therefore contribute to more detailed and more accurate estimates.

For a project focussing on estimating global methane emissions, a simulation model is used that reads meteorological data from a storage system. The goal of this internship is to evaluate if a machine-learning based model could be used instead. Following a survey of available machine-learning based models, a selected system should be installed and evaluated to see if it is suitable to provide all of the required meteorological data. Experiments should show whether the machine-learning based method is accurate enough to replace the current system.

The modelling team at the department of Air quality and Emissions Research of TNO in Utrecht performs studies on atmospheric pollutants and greenhouse gases using simulation models at global, European, and local scales. For development of the models the team cooperates with institutes and universities in Netherlands and Europe. It is intended that the results of the internship are also useful for other models and could be used by other modelling teams.

We are looking for a student with interest in numerical simulation models and machine-learning techniques, and preferably affinity with meteorology. Programming skills in Python are required for the machine-learning based models. The project is performed in a team of modelers and data processors, good communicative skills are therefore appreciated.

You want an internship opportunity on the precursor of your career; an internship gives you an opportunity to take a good look at your prospective future employer. TNO goes a step further. It’s not just looking that interests us; you and your knowledge are essential to our innovation. That’s why we attach a great deal of value to your personal and professional development. You will, of course, be properly supervised during your work placement and be given the scope for you to get the best out of yourself. Furthermore, we provide:

• A highly professional, innovative internship environment, within a team of top experts.
• A suitable internship allowance (615 euro for wo-, hbo- and mbo-students, for a full-time internship).
• Possibility of eight hours of free leave per internship month (for a full-time internship).
• A free membership of Jong TNO, where you can meet other TNO professionals and join several activities, such as sports activities, (work-related) courses or the yearly ski-trip.
• Use of a laptop.
• An allowance for travel expenses in case you don’t receive an OV-card.

At TNO, we innovate for a healthier, safer and more sustainable life. And for a strong economy. Since 1932, we have been making knowledge and technology available for the common good. We find each other in wonder and ingenuity. We are driven to push boundaries. There is all the space and support for your talent and ambition. You work with people who will challenge you: who inspire you and want to learn from you. Our state-of-the-art facilities are there to realize your vision. What you do at TNO matters: impact makes the difference. Because with every innovation you contribute to tomorrow’s world. Read more about TNO as an employer.

At TNO we encourage an inclusive work environment, where you can be yourself. Whatever your story and whatever unique qualities you bring to the table. It is by combining our unique strengths and perspectives that we are able to develop innovations that make a real difference in society. Want to know more? Read what steps we are taking in the area of diversity and inclusion.

After the first CV selection, the application process will be conducted by the concerning department. TNO will provide a suitable internship agreement. If you have any questions about this vacancy, you can contact the contact person mentioned below.

Important to be aware of before applying:

• Before the start of the internship, the internship agreement from TNO needs to be signed. For students at a college or university based in the Netherlands, TNO uses the UNL-template (supplemented with a number of specific agreements from TNO). For students of foreign and MBO educational institutions, the TNO internship agreement applies. TNO does not sign any other internship agreements.
• Before the start of the internship, the educational institution will need to confirm in writing that:
  • 1) you are enrolled at the educational institution during the internship, and;
  • 2) the internship takes place as part of the programme of the study.
• The confirmation of educational institution takes place by signing the UNL template or forms prepared by TNO.
• Interns at TNO must be in possession of a Dutch residential address at the start of the internship. Performance of internship activities from abroad is not possible.