The Department of Electronic Systems has a vacancy for aPERSEUS -PhD Candidate in Machine Learning for Maritime Communication System
Performance PredictionThis is NTNU
NTNU is a broad-based university with a technical-scientific profile and a focus in professional education. The university is located in three cities with headquarters in Trondheim.
At NTNU, 9,000 employees and 44,000 students work to create knowledge for a better world.
You will find more information about working at NTNU and the application process here.About the job
Modern and future ships use radio communications to support the local situational awareness and autonomity. Short- and long-term communication performance has a direct effect on how well the ship's systems are able to utilize up-to-date information from other ships and land-based systems. Being able to predict the performance is crucial in supporting the ship to adapt to the expected level of connectivity on route.
The radio propagation channel behavior, including its statistical variation in time and space, depends on the location of transmitter and receiver, as well as the propagation conditions around both. The maritime channel, in addition, will depend on weather conditions that may change the sea surface conditions. These phenomena lead to location-dependent achievable data rates and reliability.
This work studies data-driven, machine learning trained spatial models that can be used to predict the achievable rates and reliabilities of the maritime channel, and the related radio system.
The data sources foreseen are the radio system channel quality indicators at the physical layer, the location information, and eventually other data sources that can be used to improve the prediction accuracy. The PhD candidate will also work with real life propagation measurements from the Massive MIMO radio channel measurements in the Trondheim fjord.
This PhD project is a part of the PERSEUS doctoral programme: A collaboration between NTNU- Norway's largest university, 11 top-level academic partners in 8 European countries, and 8 industrial partners within sectors of high societal relevance.
Within PERSEUS we will recruit 40 PhD candidates who want to contribute to a smart, safe and sustainable future. We are looking for highly skilled PhD candidates motivated to approach societal challenges within one of the following thematic areas:
In addition, for this fellowship, the PERSEUS program is part of SFI Autoship , a new 8-year research-based innovation Centre on autonomous ships. The Centre will carry out research in the areas of autonomous operations, digital infrastructure, human factors and remote operation centres, safety assurance and sustainable operation. The Perseus thematical areas are relevant for several research tasks in relation to ship situational awareness, navigation, ship-to-ship and ship-to-shore- communication, port-to- ship integration, and risk and safety monitoring and analysis. For more information on SFI AutoShip.
All participants in the PERSEUS network bring unique and important qualities with them into the doctoral programme. The PERSEUS PhD candidates will have the opportunity to collaborate with researchers in the partner institutions and in other project consortia, and benefit from these collaborative research and education activities.
As part of the PERSEUS team you will work alongside other highly motivated and talented PhD candidates and researchers. You will also have access to the knowledge base, state-of-the-art research infrastructure, and impact orientation of the partners in the team.
In addition to your education and development within the thematic research area, you will gain transferable skills within project development and management, science communication, research ethics, innovation and entrepreneurial thinking, as well as basic university didactics.
As a PERSEUS PhD candidate, you will be employed by NTNU. During your stay, you will do a 2-3 month international stay and a 1-2 month national stay with one of the PERSEUS partners. This will allow you to extend your network within academia and industry, and to learn about your research area from an academic, innovation, and societal perspective.
The duration of the PhD employment is 36 months
We are looking for PhD candidates from all nationalities, who want to contribute to our quest to create knowledge for a better world. PERSEUS recruits candidates according to the EU's mobility rule, i.e. applicants cannot have spent more than 12 months in Norway during the last 3 years.
We believe in fair and open processes. All applications will be considered through a transparent evaluation procedure, with independent observers involved.
We look forward to welcome you to the PERSEUS and SFI Autoship teams!
Your immediate leader is the Head of the Department.Duties of the position
In addition, the candidate must have:
The appointment is to be made in accordance with Regulations concerning the degrees of Philosophiae Doctor (PhD) and Philosodophiae Doctor (PhD) in artistic research national guidelines for appointment as PhD, post doctor and research assistantPreferred selection criteria
As a PhD candidate (code 1017) you are normally paid from gross NOK 501 200 per annum before tax, depending on qualifications and seniority. From the salary, 2% is deducted as a contribution to the Norwegian Public Service Pension Fund.
The period of employment is 3 years.
Appointment to a PhD position requires that you are admitted to the PhD programme in Electronics and Telecommunication within three months of employment, and that you participate in an organized PhD programme during the employment period.
The engagement is to be made in accordance with the regulations in force concerning State Employees and Civil Servants, and the acts relating to Control of the Export of Strategic Goods, Services and Technology. Candidates who by assessment of the application and attachment are seen to conflict with the criteria in the latter law will be prohibited from recruitment to NTNU.
After the appointment you must assume that there may be changes in the area of work.
It is a prerequisite you can be present at and accessible to the institution daily.About the application
The application and supporting documentation to be used as the basis for the assessment must be in English.
Publications and other scientific work must follow the application. Please note that your application will be considered based solely on information submitted by the application deadline. You must therefore ensure that your application clearly demonstrates how your skills and experience fulfil the criteria specified above.
The application must include:
If all, or parts, of your education has been taken abroad, we also ask you to attach documentation of the scope and quality of your entire education, both bachelor's and master's education, in addition to other higher education. Description of the documentation required can be found here. If you already have a statement from NOKUT, please attach this as well.
We will take joint work into account. If it is difficult to identify your efforts in the joint work, you must enclose a short description of your participation.
In the evaluation of which candidate is best qualified, emphasis will be placed on education, experience and personal and interpersonal qualities. Motivation, ambitions, and potential will also count in the assessment of the candidates.
NTNU is committed to following evaluation criteria for research quality according to The San Francisco Declaration on Research Assessment - DORA.General information
Working at NTNU
NTNU believes that inclusion and diversity is our strength. We want to recruit people with different competencies, educational backgrounds, life experiences and perspectives to contribute to solving our social responsibilities within education and research. We will facilitate for our employees' needs.
NTNU is working actively to increase the number of women employed in scientific positions and has a number of resources to promote equality.
The city of Trondheim is a modern European city with a rich cultural scene. Trondheim is the innovation capital of Norway with a population of 200,000. The Norwegian welfare state, including healthcare, schools, kindergartens and overall equality, is probably the best of its kind in the world. Professional subsidized day-care for children is easily available. Furthermore, Trondheim offers great opportunities for education (including international schools) and possibilities to enjoy nature, culture and family life and has low crime rates and clean air quality.
As an employee at NTNU, you must at all times adhere to the changes that the development in the subject entails and the organizational changes that are adopted.
A public list of applicants with name, age, job title and municipality of residence is prepared after the application deadline. If you want to reserve yourself from entry on the public applicant list, this must be justified. Assessment will be made in accordance with current legislation. You will be notified if the reservation is not accepted.
If you have any questions about the position, please contact Prof. Kimmo Kansanen e-mail: firstname.lastname@example.org. If you have any questions about the recruitment process, please contact HR-Consultant Solveig Grimstad Solveig.email@example.com
If you think this looks interesting and in line with your qualifications, please submit your application electronically via jobbnorge.no with your CV, diplomas and certificates attached. Applications submitted elsewhere will not be considered. Upon request, you must be able to obtain certified copies of your documentation.
Application deadline: 14.02.23NTNU - knowledge for a better world
NTNU - knowledge for a better world
The Norwegian University of Science and Technology (NTNU) creates knowledge for a better world and solutions that can change everyday life.
Department of Electronic Systems
The digitalization of Norway is impossible without electronic systems. We are Norway's leading academic environment in this field, and contribute with our expertise in areas ranging from nanoelectronics, phototonics, signal processing, radio technology and acoustics to satellite technology and autonomous systems. Knowledge of electronic systems is also vital for addressing important challenges in transport, energy, the environment, and health. The Department of Electronic Systems is one of seven departments in the Faculty of Information Technology and Electrical Engineering .Deadline
14th February 2023Employer
NTNU - Norwegian University of Science and TechnologyMunicipality
Fulltime (1 positions) Fulltime (%)Duration
TemporaryPlace of service