Skip to main navigation Skip to search Skip to main content

Generation Expansion Planning Considering Discrete Storage Model and Renewable Energy Uncertainty: A Bi-Interval Optimization Approach: A Bi-Interval Optimization Approach

  • Siyuan Wang
  • , Guangchao Geng
  • , Qy Jiang
  • , Rui Bo

Research output: Contribution to journal › Article › peer-review

Abstract

Both discrete storage model (DSM) and continuous storage model (CSM) have been used in the power system planning literature. In this work, we conduct a sizing-error analysis for the use of CSM in generation expansion planning (GEP), which shows more reasonable storage sizing decisions are offered by the DSM in comparison to the CSM. However, when the DSM is considered in the context of interval optimization, the discrete status variables in mutually exclusive constraints and the strong temporal coupling in state-of-charge (SOC) constraints create significant challenges. To tackle this, a tailored interval optimization approach is proposed to consider both DSM and renewable energy uncertainty in GEP. Our approach is proved to cover all worst cases in a given uncertainty set, meanwhile running in an iteration-free manner. Moreover, to reduce the conservativeness of investment decisions, a bi-interval policy is designed to achieve a better trade-off between investment cost and system security.

Original languageAmerican English
Pages (from-to)2973-2983
Number of pages11
JournalIEEE Transactions on Industrial Informatics
Volume19
Issue number3
DOIs
StatePublished - Jan 1 2022

Keywords

  • Costs
  • Energy Storage
  • Generation Expansion Planning
  • Generators
  • Interval Optimization
  • Investment
  • Planning
  • Renewable Energy Sources
  • Renewable Energy Uncertainty
  • Uncertainty

Disciplines

  • Power and Energy

Fingerprint

Dive into the research topics of 'Generation Expansion Planning Considering Discrete Storage Model and Renewable Energy Uncertainty: A Bi-Interval Optimization Approach: A Bi-Interval Optimization Approach'. Together they form a unique fingerprint.

Cite this