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Posted-Price Retailing of Transactive Energy: An Optimal Online Mechanism without Prediction

  • Xiaoqi Tan*
  • , Alberto Leon-Garcia
  • , Yuan Wu
  • , Danny H.K. Tsang
  • *Corresponding author for this work

Research output: Contribution to journalJournal Articlepeer-review

Abstract

In this paper, we study a general transactive energy (TE) retailing problem in smart grids: a TE retailer (e.g., a utility company) publishes the energy price, which may vary over time. TE customers arrive in an arbitrary manner and may choose to either purchase a certain amount of energy based on the posted price, or leave without buying. Typical examples of such a setup include a transactive electric vehicle charging platform, or a general market-based demand-side management program, etc. We consider the setting where the customer arrival information is unknown (i.e., without prediction), and focus on maximizing the social welfare of the TE system through a posted-price mechanism (PPM) that runs in an online fashion with causal information only. We quantify the performance of the proposed PPM in the competitive analysis framework, and show that our proposed PPM is optimal in the sense that no other online mechanisms can achieve a better competitive ratio. We evaluate our theoretic results for the case of transactive electric vehicle charging. Our extensive experimental results show that the proposed PPM is competitive and robust against system uncertainties, and outperforms several existing benchmarks.

Original languageEnglish
Article number8892481
Pages (from-to)5-16
Number of pages12
JournalIEEE Journal on Selected Areas in Communications
Volume38
Issue number1
DOIs
Publication statusPublished - Jan 2020

Bibliographical note

Publisher Copyright:
© 1983-2012 IEEE.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy
  2. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure

Keywords

  • Pricing
  • competitive analysis
  • mechanism design
  • smart grid
  • transactive energy

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