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  • Engineering and Environment
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Projects

Optimizing hydro power plant maintenance planning, FHNW School of Engineering and Environment

School of Engineering and Environment


The School of Engineering FHNW has developed a method to support operators of AXPO hydro power plants.

Top Bild i4Ds

Project details

Type
Research project
Topics
Data Science & Engineering, Computer Science & Data Science and Technologies & Engineering
University
FHNW School of Computer Science / School of Computer Science
Partner
AXPO
Running time
6 Months
Management
Dr. Michael Graber, Prof. Dr. Daniel Perruchoud, Simon Beck

Objectives

Identifying the best maintenance scenarios for hydro power plants with the help of linear programming.

Background

Operating hydro power plants in the most efficient way is crucial for economic reasons and to guarantee electricity supply security. The planning complexity of individual plant maintenance optimization arises from diverse configurations of generators, pumps, bypasses and reservoirs and large seasonal variability of hydrological flows and electricity prices. Revenue loss minimization for maintenance windows is a computationally challenging task for which the standard Stochastic Dynamic Programming approaches are limiting in terms of computation time.

Results

The Institute of Data Science FHNW successfully develops an analytical solution from scratch to assess maintenance scenarios of individual hydro power plants. Leveraging a linear programming approach the implemented model reaches predictive accuracy comparable to Stochastic Dynamic Programming for a majority of plants and scenarios. Given the dramatically reduced computational costs our solution is well suited for an interactive planning tool.


Projectdetails

Type
Research project
Topics
Data Science & Engineering, Computer Science & Data Science and Technologies & Engineering
University
FHNW School of Computer Science / School of Computer Science
Partner
AXPO
Running time
6 Months
Management
Dr. Michael Graber, Prof. Dr. Daniel Perruchoud, Simon Beck

Contact us

For further information about the FHNW School of Computer Science or to discuss potential collaboration opportunities, please contact us.

André Csillaghy

Prof. Dr. André Csillaghy

Head of FHNW Institute for Data Science
Phone
+41 56 202 76 85 (Direct)
E-Mail
andre.csillaghy@fhnw.ch

More Projects

Live Paper

The FHNW Institute of Interactive Technologies develops a new generation of interfaces that transform traditional surfaces like tables into interactive environments.

Bonseyes Marketplace for Artificial Intelligence

The FHNW Institute of Interactive Technologies develops a marketplace for the open development of systems of artificial intelligence (AI). The marketplace allows connecting in-house AI pipelines with the AI pipelines of partner companies for collaboratively developing AI systems in a controlled and trusted manner.

Speech Recognition for Swiss German

The FHNW Institute for Data Science is working on speech recognition technology to transform speech in various Swiss dialects to Standard German text.
Institute
School of Engineering and Environment

Euclid Space Telescope – dark energy and dark matter

A software infrastructure that enables efficient and robust pipeline processing of the vast amount of data in distributed processing sites.
Institute
School of Engineering and Environment
1…

School of
Engineering and Environment FHNW University of Applied Sciences and Arts Northwestern Switzerland

  • About the School
    • FHNW School of Engineering and Environment
    • Degree Programmes
    • Continuing Education
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  • About FHNW
    • Organisation
    • Schools
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    • FHNW Library
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  • Support
    • IT Support
    • Inside FHNW
    • Webmail
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