Economic and environmental load dispatching framework using particle filtering

Juan Pablo Sáenz, Nurcin Celik, Shihab S Asfour, Hui Xi, Young Jun Son

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Efficient and reliable electricity plays a vital role in today's society affecting a broad range of aspects of everyday life. Electricity networks need robust decision making mechanisms that enable the system to respond swiftly and effectively to any type of disruption or anomaly in order to ensure reliable electricity flow. Economic load dispatch (ELD) is the operation of generation plants producing reliable electricity at the lowest cost, while recognizing limitations of the system. The environmental economic load dispatch (EELD) problem extends the ELD to include environmental considerations which makes it even more challenging. In this study, we propose a novel two-stage economic and environmental load dispatching framework using particle filtering for the efficient and reliable dynamic dispatching of electricity under uncertainty. The proposed framework includes 1) a short term demand forecasting algorithm using wavelet transform adaptive modeling, and 2) a dynamic load dispatching algorithm using particle filtering developed in a simulation environment. The proposed approach has been successfully demonstrated for different scenarios in the original IEEE-30 bus test system, which has been benchmarked against the literature; and a modified version of the IEEE-30 bus test system, where the loads are updated according to the weather and other external conditions.

Original languageEnglish
Title of host publication62nd IIE Annual Conference and Expo 2012
PublisherInstitute of Industrial Engineers
Pages169-178
Number of pages10
StatePublished - Jan 1 2012
Event62nd IIE Annual Conference and Expo 2012 - Orlando, FL, United States
Duration: May 19 2012May 23 2012

Other

Other62nd IIE Annual Conference and Expo 2012
CountryUnited States
CityOrlando, FL
Period5/19/125/23/12

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Keywords

  • Electricity demand forecasting
  • Environmental and economic load dispatching
  • Particle filtering
  • Real time dispatching

ASJC Scopus subject areas

  • Industrial and Manufacturing Engineering

Cite this

Sáenz, J. P., Celik, N., Asfour, S. S., Xi, H., & Son, Y. J. (2012). Economic and environmental load dispatching framework using particle filtering. In 62nd IIE Annual Conference and Expo 2012 (pp. 169-178). Institute of Industrial Engineers.