DOAJ Open Access 2024

Risk-aware microgrid operation and participation in the day-ahead electricity market

Robert Herding Emma Ross Wayne R. Jones Elizabeth Endler Vassilis M. Charitopoulos +1 lainnya

Abstrak

This work examines the daily bidding problem of a grid-connected microgrid with locally deployed resources for electricity generation, storage and its own electricity demand. Trading electricity in energy markets may offer economic incentives but exposes the microgrid to financial risk caused by market commitments. Hence, a multi-objective, two-stage stochastic mixed integer linear programming (MILP) model is formulated, extending prior work of a risk-neutral microgrid bidding approach. The multi-objective model minimises both expected total cost of day-ahead microgrid operations and financial risk from bidding measured by conditional value-at-risk (CVaR). Bidding curves derived as first stage decisions are always feasible under present market rules – including a limitation on the number of break points per submitted curve – while being near optimal for the microgrid’s day-ahead recourse schedule. The proposed optimisation model is embedded in a variant of the ɛ-constrained method to generate bidding curve candidates with different trade-offs between the two conflicting objectives. Moreover, scenario reduction is used to compromise accuracy of the uncertainty set for better computational performance. Particularly, the marginal relative probability distance between initial and reduced scenario set is suggested to make a decision on the extent of scenario reduction. The proposed solution procedure is tested in a computational study to demonstrate its applicability to generate optimal microgrid bidding curve candidates with different emphasis between total cost and CVaR in reasonable computational time.

Penulis (6)

R

Robert Herding

E

Emma Ross

W

Wayne R. Jones

E

Elizabeth Endler

V

Vassilis M. Charitopoulos

L

Lazaros G. Papageorgiou

Format Sitasi

Herding, R., Ross, E., Jones, W.R., Endler, E., Charitopoulos, V.M., Papageorgiou, L.G. (2024). Risk-aware microgrid operation and participation in the day-ahead electricity market. https://doi.org/10.1016/j.adapen.2024.100180

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Informasi Jurnal
Tahun Terbit
2024
Sumber Database
DOAJ
DOI
10.1016/j.adapen.2024.100180
Akses
Open Access ✓