Efficient Prediction of Admittance of Inverter-Based Resources Across Operating Points: A Comprehensive Test

Jaleel Mesbah, Jingzhe Xu, Weihua Zhou, Behrooz Bahrani, Sushrut Thakar, Stavros Konstantinopoulos, Deepak Ramasubramanian, Mobolaji Bello

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Abstract

This paper presents a comprehensive comparative study of two admittance prediction algorithms - data-driven and analytical - applied to Inverter-Based Resources (IBRs). The performance of these algorithms is compared using a set of white-box IBR models, with the same training and test points employed for both to ensure a consistent basis for comparison. The study evaluates the effectiveness of these methods in accurately predicting the admittance of IBRs, emphasizing the influence of Operating Point (OP) variations on prediction accuracy. Performance evaluation is conducted through a "goodness of fit"metric. Additionally, this paper conducts a sensitivity analysis of the Analytical Prediction Method (APM), examining its adaptability across different control structures and parameters. Ultimately, this paper validates the APM using a generic black-box model, underlining its applicability and potential in real-world scenarios.

Original languageEnglish
Title of host publication 2024 IEEE Power and Energy Society General Meeting, PESGM 2024
EditorsTanya Panomvana
Place of PublicationPiscataway NJ USA
PublisherIEEE, Institute of Electrical and Electronics Engineers
Number of pages5
ISBN (Electronic)9798350381832
ISBN (Print)9798350381849
DOIs
Publication statusPublished - 2024
EventIEEE Power and Energy Society General Meeting 2024 - Seattle, United States of America
Duration: 21 Jul 202425 Jul 2024
https://ieeexplore.ieee.org/xpl/conhome/10688401/proceeding?sortType=vol-only-seq&isnumber=10688379&rowsPerPage=100&pageNumber=1 (Proceedings)
https://pes-gm.org/seattle-2024/ (Website)

Publication series

NameIEEE Power and Energy Society General Meeting
PublisherIEEE, Institute of Electrical and Electronics Engineers
ISSN (Print)1944-9925
ISSN (Electronic)1944-9933

Conference

ConferenceIEEE Power and Energy Society General Meeting 2024
Abbreviated titlePESGM 2024
Country/TerritoryUnited States of America
CitySeattle
Period21/07/2425/07/24
Internet address

Keywords

  • Admittance prediction
  • black box
  • inverter-based resource
  • operating point variation

Cite this