Two-stage stochastic optimal operation of integrated electricity and heat system considering reserve of flexible devices and spatial-temporal correlation of wind power

Menglin Zhang, Qiuwei Wu, Jinyu Wen, Bo Pan, Shiqiang Qi

Research output: Contribution to journalJournal articleResearchpeer-review

Abstract

Using the improved flexibility from the district heating system with multiple flexible devices is an effective solution to ensure the cost-effective and secure operation of the integrated energy system with high penetration of renewables. This paper exploits the improved flexibility of the integrated electricity and heat systems by using reserves from multiple flexible devices to accommodate more wind power and reduce operational costs. A two-stage stochastic optimal dispatching scheme is proposed for the integrated electricity and heat system considering both power networks and heat pipelines, and reserves from the condensing combined heat and power units, heat pumps, electric boilers, and heat storage tanks. The proposed scheme balances the power and heat sectors both in the day-ahead and real-time stages with the synergy of different flexible devices and linkage for each device in the two stages. A scenario generation method considering spatial-temporal correlation is proposed to provide reasonable wind power profiles for the two-stage dispatch scheme. The Gaussian mixture model and exponential function are used to construct the spatial and temporal correlation, respectively, and the Gibbs sampling is utilized to reduce the sampling complexity. The case studies were conducted on a 6-bus integrated electricity and heat system and a practical integrated energy system in Northern China. The results show that utilizing the scenario set with spatial-temporal correlation and improved flexibility can effectively reduce the operational cost and wind power curtailment.
Original languageEnglish
Article number115357
JournalApplied Energy
Volume275
Number of pages28
ISSN0306-2619
DOIs
Publication statusPublished - 2020

Keywords

  • Day-ahead stochastic scheduling of IEHS
  • Unit commitment
  • Reserve
  • Gaussian Mixture model
  • Gibbs sampling
  • Spatial-temporal correlation of wind power

Fingerprint Dive into the research topics of 'Two-stage stochastic optimal operation of integrated electricity and heat system considering reserve of flexible devices and spatial-temporal correlation of wind power'. Together they form a unique fingerprint.

Cite this