Management of Wind Power Variations in Electricity System Investment Models. A Parallel Computing Strategy
Artikel i vetenskaplig tidskrift, 2021

Accounting for variability in generation and load and strategies to tackle variability cost-efficiently are key components of investment models for modern electricity systems. This work presents and evaluates the Hours-to-Decades (H2D) model, which builds upon a novel approach to account for strategies to manage variations in the electricity system covering several days, the variation management which is of particular relevance to wind power integration. The model discretizes the time dimension of the capacity expansion problem into 2-week segments, thereby exploiting the parallel processing capabilities of modern computers. Information between these segments is then exchanged in a consensus loop. The method is evaluated with regard to its ability to account for the impacts of strategies to manage variations in generation and load, regional resources and trade, and inter-annual linkages. Compared to a method with fully connected time, the proposed method provides solutions with an increase in total system cost of no more than 1.12%, while reducing memory requirements to 1/26’th of those of the original problem. For capacity expansion problems concerning two regions or more, it is found that the H2D model requires 1–2% of the calculation time relative to a model with fully connected time when solved on a computer with parallel processing capability.

flexibility measures

capacity expansion model

variation management

parallel computing

hours-to-decades model

electricity system model

consensus algorithm

wind power integration

Författare

Lisa Göransson

Chalmers, Rymd-, geo- och miljövetenskap, Energiteknik, Energiteknik 2

Caroline Granfeldt

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Ann-Brith Strömberg

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

SN Operations Research Forum

2662-2556 (eISSN)

Vol. 2 1-30 25

Matematisk modellering av storskalig integration av variabel elproduktion - en ny modelleringsparadigm

Energimyndigheten, 2015-07-01 -- 2020-12-31.

Energimyndigheten, 2015-07-01 -- 2018-12-31.

Drivkrafter

Hållbar utveckling

Styrkeområden

Energi

Fundament

Grundläggande vetenskaper

Ämneskategorier

Annan matematik

Energisystem

DOI

10.1007/s43069-021-00065-0

Relaterade dataset

DOI: 10.1007/s43069-021-00065-0

Mer information

Senast uppdaterat

2021-05-12