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Internal Research Fellow
4 mesi fa
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Internal Research Fellow (Post-Doctoral) in AI Onboard for Synthetic Aperture Radar (SAR) Missions Job Requisition ID: 18683
Closing Date: 29 May 2024 23:59 CET/CEST
Internal Research Fellowship Opportunity in the Directorate of Earth Observation Programmes .
ESA is an equal opportunity employer, committed to achieving diversity within the workforce and creating an inclusive working environment. For this purpose, we welcome applications from all qualified candidates irrespective of gender, sexual orientation, ethnicity, beliefs, age, disability or other characteristics. Applications from women are encouraged.
This post is classified F2 on the Coordinated Organisations' salary scale .
Reporting to the Head of the Explore Office in the ESA F-lab, you will work in close cooperation with other staff in the Directorate of Earth Observation Programmes.
You will be part of the ESA F-lab. Our mission is to accelerate the future of Earth Observation (EO) by embracing disruptive innovation and acting as a catalyst for disruptive/transformative innovation in the sector. Our vision is to become an "EO innovation hub" connecting a growing ecosystem of disruptive and transformative innovation like AI, ML, Quantum Computing, Edge Computing, etc.. with EO. Many of the challenges posed by new digital technologies still need to be tackled at scientific, application and capability level to deliver maximum value from satellite-derived EO assets for our climate, society and economy. The F-lab will bring together early career and senior researchers from a variety of disciplines across EO and disruptive/transformative innovation to help develop innovative EO solutions.
We offer:
a stimulating multinational and interdisciplinary open work environment; access to high-performance computing infrastructure and dedicated EO and technology expertise; a unique opportunity to work on innovative solutions to address global problems; freedom and focus to conduct creative research while making an impact related to ESA strategy; a wide network of relationships and collaborations with top academics, industry and research centres; the possibility to contribute to the F-lab's strategy and activities.Field(s) of activity/research for the traineeshipWhile onboard intelligence for Earth Observation (EO) has seen notable advancements, attention towards Synthetic Aperture Radar (SAR) technology has been disproportionately limited compared to optical sensors. These sensors have stood out due to their high-resolution imagery and familiarity, despite being hindered by cloud cover and darkness. In contrast, SAR offers unparalleled capabilities, such as all-weather and day-and-night imaging, crucial for continuous monitoring and rapid response applications such as disaster management and maritime surveillance. Despite SAR's immense potential, its implementation of onboard intelligence remains relatively underexplored. The complexities associated with SAR data, including unfocused raw data and intricate interactions with the Earth's surface properties, present both challenges and opportunities for integrating intelligent decision-making processes directly into SAR-equipped spacecraft. This fellowship will seek to address the gap in onboard intelligence for SAR-based EO applications, especially in the context of Copernicus Sentinel-1 Next Generation, for launch in the 2035 horizon. The goal is to propel the development of advanced AI-based algorithms that harness onboard the unique capabilities of SAR sensors while ensuring real-time analysis, early detection, decision-making, and quality assessment, thereby minimising reliance on standard ground receiving stations and ground-based processing.
In your application, please provide a research proposal (of no more than five pages) describing a relevant theme of interest and the expected results.
In particular, you will:
undertake advanced research activities, exploring and expanding the use of disruptive/transformative innovation (AI, ML, etc.) to develop new frameworks and solutions for onboard SAR. Your research can cover a wide range of innovative topics, from the development of novel methods, algorithms and ML pipelines to high-level products;contribute to the development and curation of open data sets and tools enabling the community to develop their own AI for applications and research;support the definition and implementation of rapid prototyping activities, research sprints and open challenges of innovative EO solutions addressing upcoming lab activities and wider strategy;engage with the innovation ecosystem to promote the uptake of new techniques and capture the latest developments in EO and disruptive/transformative innovation;publish the research project outcomes in high-impact journals;drive collaboration within the F-lab community and ESA internal teams to promote the uptake of these new techniques and solutions;contribute to the F-lab's strategy, activities and outreach on disruptive technologies for EO;maintain a continuous dialogue with the scientific community, including major international programmes and initiatives in the field of AI, ML, SAR and Edge Computing, etc…;support F-lab's research network of Young Graduate Trainees, National Trainees, Interns, and Visiting Researchers, as applicable. Knowledge relevant to the field of research Research/publication record
Ability to conduct research autonomously
Breadth of exposure coming from past and/or current research/activities
Ability to gather and share relevant information
General interest in space and space research
Result Orientation
Operational Efficiency
Fostering Cooperation
Relationship Management
Continuous Improvement
Forward Thinking
EducationYou should have recently completed (within the past five years) or be close to completing a PhD in a relevant field such as data science, AI, Computer Science, Machine Learning, Earth System Science, Climate etc.. with the subject of your thesis being relevant to the description of the tasks outlined above.
Additional requirementsYou should also have:
sound knowledge of themes of interest, such as EO, AI, ML, Edge Computing, ICT revolution technologies in general the ability to think outside the box and explore new avenues, with natural curiosity and a passion for new subjects and research areas experience with one or more general purpose programming languages (e.g. Python) and with general purpose deep learning frameworks (e.g. Tensorflow or PyTorch) the ability to share knowledge with other ESA units knowledge relevant to your field of research, including AI, SAR and edge computing knowledge of SAR signal processing, including raw signals, would be an assetYou should have good interpersonal and communication skills and should be able to work in a multi-cultural environment, both independently and as part of a team.
The working languages of the Agency are English and French. A good knowledge of one of these is required. Knowledge of another Member State language would be an asset.
During the interview motivation and overall professional perspective/career goals will also be explored.
The Agency may require applicants to undergo selection tests.
In addition to your CV and your motivation letter, please add your proposal of no more than 5 pages outlining your proposed research in the "additional documents" field of the "application information" section.
At the Agency we value diversity and we welcome people with disabilities. Whenever possible, we seek to accommodate individuals with disabilities by providing the necessary support at the workplace. The Human Resources Department can also provide assistance during the recruitment process. If you would like to discuss this further please contact us at ****** .
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Please note that applications are only considered from nationals of one of the following States: Austria, Belgium, the Czech Republic, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Ireland, Italy, Luxembourg, the Netherlands, Norway, Poland, Portugal, Romania, Spain, Sweden, Switzerland, and the United Kingdom. Nationals from Latvia, Lithuania, Slovakia and Slovenia, as Associate Member States, or Canada as a Cooperating State, can apply as well as those from Bulgaria, Croatia and Cyprus as European Cooperating States (ECS).
According to the ESA Convention, the recruitment of staff must take into account an adequate distribution of posts among nationals of the ESA Member States*. When short-listing for an interview, priority will first be given to candidates from under-represented Member States *.
In accordance with the European Space Agency's security procedures and as part of the selection process, successful candidates will be required to undergo basic screening before appointment conducted by an external background screening service.
*Member States, Associate Members or Cooperating States.
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