[agents] PhD position in AI and Autonomous Agents for Managing Congestion in Power Networks (CWI, Amsterdam)
Valentin Robu
Valentin.Robu at cwi.nl
Mon Jul 24 05:04:00 EDT 2023
Centrum Wiskunde & Informatica (CWI) in Amsterdam has a vacancy in the
“Intelligent and Autonomous Systems” research groups for a talented PhD
student,on the subject of
Artificial Intelligence and Autonomous Agents for Managing Congestion in
Power Networks.
https://www.cwi.nl/en/jobs/vacancies/1014483/
Job description
---------------
Due to the energy transition, enormous changes in the energy system and
with its users will take place, concerning e.g. drastically increasing
numbers of sustainable energy resources (e.g. solar, wind) and intensive
energy demand (e.g. electric vehicles, heat pumps). This makes
congestion (i.e., overloading) in power transmission networks (i.e.,
high voltage) one of the main current and future system risks. A recent
example is the congestion in south-east as well as in north Netherlands
that heavily restricts the number of new solar parks projects and new
companies that can be connected to the electricity network. The
operators of power transmission systems (TSOs) have to deal with this
and have to manage network congestion, like by real-time network
reconfiguration or by using flexibility in electricity generation and
demand.
Current congestion management is mostly done by human operators using
manual or brute-force calculations. However, such an approach is not
able to deal with the challenges imposed on TSOs by the energy
transition. Fortunately, the rapid developments in AI open up a whole
range of novel and improved possibilities of network congestion
management, ranging from decision support to automated methods.
The goal of the proposed PhD project is to research how novel dedicated
approaches with (distributed) AI, multi-agent systems and/or machine
learning techniques can be developed to support decision making about
congestion management in power transmission networks. Potential AI
techniques include: single- and multi-agent learning, market-based
coordination between agents, automated negotiation, and trust and
reputation systems. Here, several specific congestion management
constraints and goals will be considered, like e.g. single and
multi-criteria optimization, dynamic constraints, uncertainty and risks,
costs of actions, and economic/technical trade-offs. The PhD student
will start with a survey identifying promising alternatives and then
delve deeper into specific solutions and approaches, also using TenneT
real-world case studies, testbeds, and data.
The proposed project is part of a joint research project between CWI
(the Dutch National Research Center for Mathematics and Computer
Science) and TenneT (the operator of the transmission power networks in
the Netherlands), jointly funded by the Holland High Tech programme and
by TenneT.
The PhD student will be based in the Intelligent and Autonomous Systems
(IAS) group at CWI in Amsterdam and defend the dissertation at TU Delft.
The PhD student will also be expected to present and discuss their
research results in regular meetings with TenneT.
Requirements
-----------------
PhD candidates are required to have a master degree in computer science,
artificial intelligence, mathematics, electrical engineering, or
comparable areas. Candidates that are expected to finish their M.Sc.
thesis in the near future can also apply. Candidates should have a clear
interest in fundamental research, should be creative and solid in their
research, should have (potential) interest in AI (multi-agent systems,
machine learning, etc.) and in the problem area of electricity networks,
and should be able to cooperate with experts from different disciplines.
It is essential that you have good academic writing and presentation
skills. Candidates are expected to have an excellent command of English.
Terms and conditions PhD Student
------------------
The terms of employment are in accordance with the Dutch Collective
Labour Agreement for Research Centres ("CAO-onderzoeksinstellingen").
The initial labour agreement will be for a period of 18 months. After a
positive evaluation, the agreement will extended by 30 months. The gross
monthly salary, for a PhD student on a full time basis, is €2,720 during
the first year and increases to €3,484 over the four year period.
Employees are also entitled to a holiday allowance of 8% of the gross
annual salary and a year-end bonus of 8.33%. CWI offers attractive
working conditions, including flexible scheduling and help with housing
for expat employees.
Application
------------------
All applications should include a motivation letter, a detailed CV, and
a list of grades and courses. The application deadline is Monday, 4th
September 2023 on the CWI website:
https://www.cwi.nl/en/jobs/vacancies/1014483/
For more information about the vacancies, please contact
Prof.dr. Han La Poutré
Tel. +31 (0)20 592 4082
Email: han.la.poutre at cwi.nl
or
Dr. Valentin Robu
Tel. +31 (0)20 592 4123
Email: valentin.robu at cwi.nl
CWI encourages a diverse workforce: we endeavour to develop talent and
creativity by bringing people from different backgrounds and cultures
together. We recruit and select based on capabilities and talent. We
strongly encourage everyone with the appropriate qualifications to apply
for the vacancy, regardless of age, gender, origin, sexual orientation
or physical abilities.
About Centrum Wiskunde & Informatica
------------------------------------
Centrum Wiskunde & Informatica (CWI) is the Dutch national research
institute for mathematics and computer science and is part of the
Institutes Organisation of the Dutch Research Council (NWO). The mission
of CWI is to conduct pioneering research in mathematics and computer
science, generating new knowledge in these fields and conveying it to
trade, industry, and society at large.
CWI is an internationally oriented institute, with 160 scientists from
approximately 27 countries. The facilities are first-rate and include
excellent IT support, career planning, training, and courses.
CWI is located at Science Park Amsterdam, the home of AMS-IX, that is
presently developing into a major location of research in the physical
sciences in The Netherlands, housing the sciences of the University of
Amsterdam as well as several other national research institutes next to CWI.
Research group
--------------
For more information about the “Intelligent and Autonomous Systems” and
“Computer Security” research groups, please visit:
https://www.cwi.nl/research/groups/intelligent-autonomous-systems
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