PhD position in A new Hydropower Scheduling Tool Based on Machine Learning Techniques
About the position
Applicants are invited for a three-year PhD position at the Department of Electric Power Engineering (https://www.ntnu.edu/iel), Norwegian University of Science and Technology (NTNU), Trondheim, Norway. The candidate will be part of an Electricity Market and Energy System Planning (EMESP) research group.
This is an educational position, which will provide promising research recruits with the opportunity for professional development through studies towards a PhD degree. The available position is linked to IntHydro- Intelligent dispatching and optimal operation of cascade hydropower plants based on big spatiotemporal data, which is funded by the Research Council of Norway. The PhD candidate will work in an international joint research project between NTNU and China.
The primary IntHydro project objectives are to develop and demonstrate a new hydropower scheduling tool based on machine learning techniques, which manages the hydropower plants more efficiently and effectively through optimising water resource management and multi-dispatch between hydropower and variable renewable energy sources. The scheduling methodology will address shortcomings in existing hydropower scheduling models to deal with uncertainties brought by the high share of variable renewable energy resources in both Norwegian and Chinese power system.
The position reports to the Head of Department
Duties of the position
The duties of the position include the following items :
- During the employment period, the candidate will work together with the international project consortium, and therefore good interpersonal skills and the ability to work in a complex, international project team is expected
- The candidate is expected to work towards combining knowledge in hydropower scheduling and machine learning techniques.
- Elaborate on the digital platform for the integration of AI in different stages of hydropower scheduling models and define comprehensive coupling principles between the strategic and operational modelling
- Develop a prototype for fundamental hydropower modelling that allows modelling of RES on a detailed time scale
- The results of the project are expected to be published in scientific journals and conferences and presented to research partners and user partners in IntHydro consortium.
Required selection criteria
The objective of the PhD education is to qualify for scientific research of high international standard. The PhD education has a nominal duration of three years of full-time study and includes required coursework or similar academic training comprising a minimum of 30 credits. The most crucial component of PhD education is an independent scientific research project carried out under academic supervision, which results in the PhD thesis. The PhD degree is conferred based on these two elements and the doctoral examination, which consists of a trial lecture and a public defence of the scientific thesis.
- Applicants must hold an M.Sc. degree (or equivalent) within Electrical Power Engineering, managerial economics with a focus on energy or computer science, physics or mathematics with specialisation in operations research.
- Applicants must have a strong record from their previous studies and must have a weighted average grade for the last two years of their master's or equivalent education (equivalent to 120 ECTS credits) of B or higher in terms of NTNU's grading scale within a scale of A-E for passing grades (A best). Applicants with no letter grades from previous studies must have an equally good academic foundation.
- Master's students who expect to complete their master's degree studies by summer 2020 are also encouraged to apply. Employment will then be postponed until the master's degree is finished and will be under the condition of at least a grade of B on the master's thesis.
- Applicants must also satisfy the requirement for entering the PhD programme at NTNU; please see https://www.ntnu.edu/ie/research/phd for more information.
- A solid background in electricity markets, and operations research or optimisation
- Excellent programming skills preferably in Phyton
- Applicants must have very good English language skills, written and spoken. Applicants from non-English speaking countries outside EU/EEA/Switzerland must provide preliminary documentation of English language proficiency, in terms of an approved test. The following tests can be used: TOEFL, IELTS and Cambridge Certificate in Advanced English (CAE) or Cambridge Certificate of Proficiency in English (CPE). Minimum scores are:
- TOEFL: 600 (paper-based test), 92 (Internet-based test)
- IELTS: 6.5, with no section lower than 5.5 (only Academic IELTS test accepted)
- CAE/CPE: grade B or A.
Further assessment of both written and oral English language skills and the ability to communicate fluently will be conducted in the continued selection process and during any interviews for the shortlisted applicants.
The appointment is to be made in accordance with the regulations in force concerning State Employees and Civil Servants and national guidelines for appointment as PhD, post doctor and research assistant.
NTNU is committed to following evaluation criteria for research quality according to The San Francisco Declaration on Research Assessment - DORA.
In the evaluation of which candidate is best qualified, emphasis will be placed on education, experience and personal suitability.
- Be structured, targeted and solution-oriented;
- The successful candidate will be a team player in a group with the project consortium, professors, researchers, PhDs and scientists from the industrial sector
- Self-driven with a strong ability to work independently when required
- Proven ability to work with an interdisciplinary team
- Have good dissemination skills
- Personal skills like a positive and friendly attitude, and contributing to a sustainable social environment will also be valued
- exciting and stimulating tasks in a strong international academic environment
- an open and inclusive work environment with dedicated colleagues
- favourable terms in the Norwegian Public Service Pension Fund
- employee benefits
Salary and conditions
During the employment period at NTNU, the PhD candidate will be remunerated at gross NOK 479 600 per annum. From the salary, 2% is deducted as a contribution to the Norwegian Public Service Pension Fund.
The employment contract is for three years.
Appointment to a PhD position requires admission to the PhD programme in Electrical Power Engineering. Applicants must be qualified for admission as PhD students at NTNU. See https://www.ntnu.edu/ie/research/phd for information about PhD studies at NTNU.
As a PhD candidate, you will have to successfully complete the PhD academic training programme; the training includes mandatory course work and other obligatory activities. Within the first three months of your employment, you must formally qualify for admission to the PhD programme at the Faculty of Information Technology and Electrical Engineering.
The position is fully funded by the Research Council of Norway.
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 applications are only evaluated based on the information available on the application deadline. You should ensure that your application shows clearly how your skills and experience meet the criteria which are set out above.
The application must include:
- A cover letter where the applicant describes the personal motivation, summarising scientific work, and how the applicant sees her/his background suitable
- A draft research proposal (1 or 2 pages) for the PhD study, where the candidate presents her/his own ideas for the PhD-work and how it can be applied, based on the project description given in this advertisement. This proposal will be neither final nor binding for the project.
- CV (summarising education, positions, pedagogical experience, administrative experience and other qualifying activity).
- Copies of educational certificates, academic transcript of records and letters of recommendation. Applicants from universities outside Norway are kindly requested to send a diploma supplement (https://ec.europa.eu/education/diploma-supplement_en ) or a similar document, which describes in detail the study programme and grading system.
- The required documentation of English language proficiency.
- Names and contact information of at least two references (name, relation to candidate, e-mail and telephone number).
In assessing the applications, emphasis will be placed on the documented, academic qualifications, the cover letter and the ideas and/or originality of the draft research proposal in shortlisting of candidates. Interviews with the best-qualified candidates will be arranged.
Incomplete applications will not be taken into consideration.
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.
The Department of Electric Power Engineering works closely with key players in the Norwegian electricity supply sector, which manage critical infrastructure. A comprehensive risk assessment of the candidates' research interests and potential activities related to national threat assessments will therefore also form basis for the final selection of candidates.
In the final assessment of the candidates also strategic considerations at the Department of Electric Power Engineering will be taken into account.
A good work environment is characterized by diversity. We encourage qualified candidates to apply, regardless of their gender, functional capacity or cultural background.
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.
Information Act (Offentleglova), your name, age, position and municipality may be made public even if you have requested not to have your name entered on the list of applicants.
Please submit your application electronically via jobbnorge.no with your CV, diplomas and certificates. Applications submitted elsewhere will not be considered. Diploma Supplement is required to attach for European Master Diplomas outside Norway. Chinese applicants are required to provide confirmation of Master Diploma from China Credentials Verification (CHSI).
If you are invited for interview you must include certified copies of transcripts and reference letters. Please refer to the application number 2020/17070 when applying.
Application deadline: 21.08.2020
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 Electric Power Engineering
The Department of Electric Power Engineering is one of the seven departments at the Faculty of Information Technology and Electrical Engineering. Our department is Norway’s leading in the field, and our vision is to be at the centre of the digital, green shift. We have excellent collaboration with business and industry as well as other universities and research organizations internationally. This gives us outstanding opportunities for interdisciplinary research with high relevance for the society, addressing industrial needs and global challenges.
Deadline 21st August 2020
Employer NTNU - Norwegian University of Science and Technology
Place of service Campus Gløshaugen