Competitive Online Scheduling Algorithms with Applications in Deadline-Constrained EV Charging

Bahram Alinia, Mohammad Sadegh Talebi, Mohammad H. Hajiesmaili, Ali Yekkehkhany, Noel Crespi

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

Abstract

This paper studies the classical problem of online scheduling of deadline-sensitive jobs with partial values and investigates its extension to Electric Vehicle (EV) charging scheduling by taking into account the processing rate limit of jobs and charging station capacity constraint. The problem lies in the category of time-coupled online scheduling problems without availability of future information. This paper proposes two online algorithms, both of which are shown to be (2-\frac{1}{U})-competitive, where U is the maximum scarcity level, a parameter that indicates demand-to-supply ratio. The first proposed algorithm is deterministic, whereas the second is randomized and enjoys a lower computational complexity. When U grows large, the performance of both algorithms approaches that of the state-of-the-art for the case where there is processing rate limits on the jobs. Nonetheless in realistic cases, where U is typically small, the proposed algorithms enjoy a much lower competitive ratio. To carry out the competitive analysis of our algorithms, we present a proof technique, which is novel to the best of our knowledge. This technique could also be used to simplify the competitive analysis of some existing algorithms, and thus could be of independent interest.

Original languageEnglish
Title of host publication2018 IEEE/ACM 26th International Symposium on Quality of Service, IWQoS 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781538625422
DOIs
Publication statusPublished - 22 Jan 2019
Externally publishedYes
Event26th IEEE/ACM International Symposium on Quality of Service, IWQoS 2018 - Banff, Canada
Duration: 4 Jun 20186 Jun 2018

Publication series

Name2018 IEEE/ACM 26th International Symposium on Quality of Service, IWQoS 2018

Conference

Conference26th IEEE/ACM International Symposium on Quality of Service, IWQoS 2018
Country/TerritoryCanada
CityBanff
Period4/06/186/06/18

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