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Competitive Online Age-of-Information Optimization for Energy Harvesting Systems

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

Abstract

We consider the scenario where an energy harvesting source sends its updates to a receiver. The source optimizes its energy allocation over a decision period to maximize a sum of time-varying functions of the age of information (AoI), representing the value of providing timely information. In a practical online setting, we need to make irrevocable energy allocation decisions at each time while the time-varying functions and the energy arrivals are only revealed sequentially. The problem is then challenging as 1) we are facing uncertain energy harvesting arrivals and time-varying functions, and 2) the energy allocation decisions and the energy harvesting process are coupled due to the capacity-limited battery. In this paper, we develop an optimal online algorithm CR-Reserve and show it achieves (ln θ + 1)-competitive, where θ is a parameter representing the level of uncertainty of the time-varying functions. It is the optimal competitive ratio among all deterministic and randomized online algorithms. We conduct simulations based on real-world traces and compare our algorithms with conceivable alternatives. The results show that our algorithms achieve 12% performance improvement as compared to the state-of-the-art baseline. © 2024 IEEE.
Original languageEnglish
Title of host publicationIEEE INFOCOM 2024 - IEEE Conference on Computer Communications
PublisherIEEE
Pages901-910
ISBN (Electronic)979-8-3503-8350-8
ISBN (Print)979-8-3503-8351-5
DOIs
Publication statusPublished - 2024
Event2024 IEEE Conference on Computer Communications (INFOCOM 2024) - Hyatt Regency, Vancouver, Canada
Duration: 20 May 202423 May 2024
https://infocom2024.ieee-infocom.org/

Publication series

NameProceedings - IEEE INFOCOM
ISSN (Print)0743-166X
ISSN (Electronic)2641-9874

Conference

Conference2024 IEEE Conference on Computer Communications (INFOCOM 2024)
Abbreviated titleIEEE INFOCOM 2024
PlaceCanada
CityVancouver
Period20/05/2423/05/24
Internet address

Funding

The work presented in this paper was supported in part by a General Research Fund from Research Grants Council, Hong Kong (Project No. 11206821), an InnoHK initiative, The Government of the HKSAR, and Laboratory for AI-Powered Financial Technologies, as well as a ShenzhenHong Kong-Macau Science & Technology Project (Category C) (Project No. SGDX20220530111203026).

RGC Funding Information

  • RGC-funded

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