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Ten Schools One Goal

The FHNW comprises 10 schools with different specializations. Select a school to see its specific courses, study programmes and information.

FHNW School of Applied Psychology

Applied Psychology

FHNW School of Architecture, Construction and Geomatics

Architecture, Construction and Geomatics

Basel Academy of Art and Design

Art and Design

FHNW School of Business

Business

FHNW School of Computer Science

Computer Science

FHNW School of Engineering and Environment

Engineering and Environment

FHNW School of Life Sciences

Life Sciences

Basel Academy of Music

Music

FHNW School of Education

School of Education

FHNW School of Social Work

Social Work

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Projects

Optimizing hydro power plant maintenance planning, FHNW School of Computer Science

School of Computer Science


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

teaser_fhnw-ht-aypo.jpg

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.

Project details

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

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

Further Projects

kennwerte.ch: Web application for estimating construction costs

kennwerte.ch: Web application for estimating construction costs

An innovative solution for the estimation of characteristic values for the construction and real estate industry for the start-up company ‘kennwerte ag’.
Institute
Institute of Data Science
Research field
Information Processing
DrugSafety: Semi-automated reporting of side effects of drugs

DrugSafety: Semi-automated reporting of side effects of drugs

A system for extracting relevant information from medical reports in order to report side effects of drugs semi-automatically to the responsible authorities.
Institute
Institute of Data Science
Research field
Information Processing
SySTEM2020: Connecting Science Learning Outside The Classroom

SySTEM2020: Connecting Science Learning Outside The Classroom

Research participant recruitment, data collection and mapping STEAM initiatives in Switzerland.
Institute
Institute of Data Science
IRIS Big Data

IRIS Big Data

Machine learning methodology to detect, analyse and possibly predict solar flares from data provided by NASA's space telescope IRIS.
Institute
Institute of Data Science
Research field
Image Processing & Computer Vision, Astroinformatics and Space Sciences
1…

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Computer Science FHNW University of Applied Sciences and Arts Northwestern Switzerland

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