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Modeling Electricity Market for Power-to-X Applications in Sweden: Effects of Different Bidding Strategies on Plant Performance

Publikation: Kapitel i bok/rapport/konferenshandlingKonferensartikel i proceedingsPeer review

Sammanfattning

H2 production through water electrolysis for power-to-X applications is being investigated by comparing different bidding strategies on the electricity spot market in Sweden. For that, a price independent order (PIO) strategy was developed assisted by forecasting electricity prices with neural networks (NN). For comparison, a price dependent order (PDO) with a fixed bid price was used. The optimization of the NN showed that increasing the number of neurons in the hidden layer did not reduce error in forecasting due to possible overlapping of data making the model unnecessarily complex. By using different combinations of data for insample training and data from 2016-2018 for out-ofsample testing, preliminary results showed similar trends for PIO and PDO when bid prices are increased. However, the PIO marginally reduced the average cost of electricity when compared to PDO in all scenarios, but this was at the expense of increased non-operating hours (cold and warm mode). Further investigations with a mathematical optimization approach will reveal ideal conditions to run the system with low H2 production costs and increased profitability.
OriginalspråkEngelska
Titel på värdpublikationInnovative Solutions for Energy Transitions: Part I
FörlagScanditale AB
Antal sidor5
DOI
StatusPublicerad - 2019

Publikationsserier

SerieEnergy proceedings
Volym2

Nyckelord

  • Nord Pool
  • Variable renewable energy
  • dayahead market
  • hydrogen production
  • process optimization
  • water electrolysis

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